Importación de datos y primeras observaciones

Funciones auxiliares para cargar paquetes y lista de paquetes

prepare_packages <- function(packages){
  # Chequeamos que paquetes no estan instalados:
  non_intalled <- packages[!(packages %in% installed.packages()[, "Package"])]
  # En caso de existir alguno aún no instalado, lo instalamos:
  if (length(non_intalled)) 
    install.packages(non_intalled, dependencies = TRUE)
  # Cargamos toda la lista de paquetes:
  sapply(packages, require, character.only = TRUE)
}



packages <- c("tidyverse",
              "MASS",
              "car",
              "binr",
              "e1071",
              "caret",
              "cowplot",
              "caTools",
              "pROC",
              "ggcorrplot",
              "data.table",
              "Information",
              "rpart",
              "rpart.plot",
              "xgboost",
              "ROCR",
              "pROC",
              "h2o",
              "dummies",
              "fastAdaboost"
)

prepare_packages(packages)
## Loading required package: tidyverse
## -- Attaching packages ---------------------------------------------------------------------------------- tidyverse 1.2.1 --
## v ggplot2 3.2.0     v purrr   0.3.2
## v tibble  2.1.3     v dplyr   0.8.1
## v tidyr   0.8.3     v stringr 1.4.0
## v readr   1.3.1     v forcats 0.4.0
## -- Conflicts ------------------------------------------------------------------------------------- tidyverse_conflicts() --
## x dplyr::filter() masks stats::filter()
## x dplyr::lag()    masks stats::lag()
## Loading required package: MASS
## 
## Attaching package: 'MASS'
## The following object is masked from 'package:dplyr':
## 
##     select
## Loading required package: car
## Loading required package: carData
## 
## Attaching package: 'car'
## The following object is masked from 'package:dplyr':
## 
##     recode
## The following object is masked from 'package:purrr':
## 
##     some
## Loading required package: binr
## Loading required package: e1071
## Loading required package: caret
## Loading required package: lattice
## 
## Attaching package: 'caret'
## The following object is masked from 'package:purrr':
## 
##     lift
## Loading required package: cowplot
## 
## Attaching package: 'cowplot'
## The following object is masked from 'package:ggplot2':
## 
##     ggsave
## Loading required package: caTools
## Loading required package: pROC
## Type 'citation("pROC")' for a citation.
## 
## Attaching package: 'pROC'
## The following objects are masked from 'package:stats':
## 
##     cov, smooth, var
## Loading required package: ggcorrplot
## Loading required package: data.table
## 
## Attaching package: 'data.table'
## The following objects are masked from 'package:dplyr':
## 
##     between, first, last
## The following object is masked from 'package:purrr':
## 
##     transpose
## Loading required package: Information
## Loading required package: rpart
## Loading required package: rpart.plot
## Loading required package: xgboost
## 
## Attaching package: 'xgboost'
## The following object is masked from 'package:dplyr':
## 
##     slice
## Loading required package: ROCR
## Loading required package: gplots
## 
## Attaching package: 'gplots'
## The following object is masked from 'package:stats':
## 
##     lowess
## Loading required package: h2o
## 
## ----------------------------------------------------------------------
## 
## Your next step is to start H2O:
##     > h2o.init()
## 
## For H2O package documentation, ask for help:
##     > ??h2o
## 
## After starting H2O, you can use the Web UI at http://localhost:54321
## For more information visit http://docs.h2o.ai
## 
## ----------------------------------------------------------------------
## 
## Attaching package: 'h2o'
## The following objects are masked from 'package:data.table':
## 
##     hour, month, week, year
## The following object is masked from 'package:pROC':
## 
##     var
## The following objects are masked from 'package:stats':
## 
##     cor, sd, var
## The following objects are masked from 'package:base':
## 
##     %*%, %in%, &&, ||, apply, as.factor, as.numeric, colnames,
##     colnames<-, ifelse, is.character, is.factor, is.numeric, log,
##     log10, log1p, log2, round, signif, trunc
## Loading required package: dummies
## dummies-1.5.6 provided by Decision Patterns
## Loading required package: fastAdaboost
##    tidyverse         MASS          car         binr        e1071 
##         TRUE         TRUE         TRUE         TRUE         TRUE 
##        caret      cowplot      caTools         pROC   ggcorrplot 
##         TRUE         TRUE         TRUE         TRUE         TRUE 
##   data.table  Information        rpart   rpart.plot      xgboost 
##         TRUE         TRUE         TRUE         TRUE         TRUE 
##         ROCR         pROC          h2o      dummies fastAdaboost 
##         TRUE         TRUE         TRUE         TRUE         TRUE
# Installation of the doSNOW parallel library with all dependencies
doInstall <- TRUE # Change to FALSE if you don't want packages installed.
toInstall <- c("doSNOW") 
if((doInstall) && (!is.element(toInstall, installed.packages()[,1])))
{
    cat("Please install required package. Select server:"); chooseCRANmirror();
    install.packages(toInstall, dependencies = c("Depends", "Imports")) 
}
# load doSnow and (parallel for CPU info) library
library(doSNOW)
## Loading required package: foreach
## 
## Attaching package: 'foreach'
## The following objects are masked from 'package:purrr':
## 
##     accumulate, when
## Loading required package: iterators
## Loading required package: snow
library(parallel)
## 
## Attaching package: 'parallel'
## The following objects are masked from 'package:snow':
## 
##     clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
##     clusterExport, clusterMap, clusterSplit, makeCluster,
##     parApply, parCapply, parLapply, parRapply, parSapply,
##     splitIndices, stopCluster
# For doSNOW one can increase up to 128 nodes
# Each node requires 44 Mbyte RAM under WINDOWS.
# detect cores with parallel() package
nCores <- detectCores(logical = FALSE)
cat(nCores, " cores detected.")
## 4  cores detected.
# detect threads with parallel()
nThreads<- detectCores(logical = TRUE)
cat(nThreads, " threads detected.")
## 8  threads detected.
# Create doSNOW compute cluster (try 64)
# One can increase up to 128 nodes
# Each node requires 44 Mbyte RAM under WINDOWS.
cluster = makeCluster(nThreads, type = "SOCK")
class(cluster);
## [1] "SOCKcluster" "cluster"
# register the cluster
registerDoSNOW(cluster)
#get info
getDoParWorkers(); getDoParName();
## [1] 8
## [1] "doSNOW"
# insert parallel computation here
        
# stop cluster and remove clients
stopCluster(cluster); print("Cluster stopped.")
## [1] "Cluster stopped."
# insert serial backend, otherwise error in repetetive tasks
registerDoSEQ()
# clean up a bit.
invisible(gc); remove(nCores); remove(nThreads); remove(cluster); 

Importamos el csv que fue previamente guardado en un Azure blob storage:

dataset <- read.csv("https://bferrolfilesstorage.blob.core.windows.net/icemd/WA_Fn-UseC_-Telco-Customer-Churn.csv")

Veamos qué contiene el dataset:

glimpse(dataset)
## Observations: 7,043
## Variables: 21
## $ customerID       <fct> 7590-VHVEG, 5575-GNVDE, 3668-QPYBK, 7795-CFOC...
## $ gender           <fct> Female, Male, Male, Male, Female, Female, Mal...
## $ SeniorCitizen    <int> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, ...
## $ Partner          <fct> Yes, No, No, No, No, No, No, No, Yes, No, Yes...
## $ Dependents       <fct> No, No, No, No, No, No, Yes, No, No, Yes, Yes...
## $ tenure           <int> 1, 34, 2, 45, 2, 8, 22, 10, 28, 62, 13, 16, 5...
## $ PhoneService     <fct> No, Yes, Yes, No, Yes, Yes, Yes, No, Yes, Yes...
## $ MultipleLines    <fct> No phone service, No, No, No phone service, N...
## $ InternetService  <fct> DSL, DSL, DSL, DSL, Fiber optic, Fiber optic,...
## $ OnlineSecurity   <fct> No, Yes, Yes, Yes, No, No, No, Yes, No, Yes, ...
## $ OnlineBackup     <fct> Yes, No, Yes, No, No, No, Yes, No, No, Yes, N...
## $ DeviceProtection <fct> No, Yes, No, Yes, No, Yes, No, No, Yes, No, N...
## $ TechSupport      <fct> No, No, No, Yes, No, No, No, No, Yes, No, No,...
## $ StreamingTV      <fct> No, No, No, No, No, Yes, Yes, No, Yes, No, No...
## $ StreamingMovies  <fct> No, No, No, No, No, Yes, No, No, Yes, No, No,...
## $ Contract         <fct> Month-to-month, One year, Month-to-month, One...
## $ PaperlessBilling <fct> Yes, No, Yes, No, Yes, Yes, Yes, No, Yes, No,...
## $ PaymentMethod    <fct> Electronic check, Mailed check, Mailed check,...
## $ MonthlyCharges   <dbl> 29.85, 56.95, 53.85, 42.30, 70.70, 99.65, 89....
## $ TotalCharges     <dbl> 29.85, 1889.50, 108.15, 1840.75, 151.65, 820....
## $ Churn            <fct> No, No, Yes, No, Yes, Yes, No, No, Yes, No, N...

Están todos los factor booleanos en strings pero, el SeniorCitizen no. Cambiémoslo a YES/NO:

dataset$SeniorCitizen <- as.factor(ifelse(dataset$SeniorCitizen==1, 'YES', 'NO'))

Probemos un AutoML de H20 sin ninguna modificación

Primero partimos los datos en split y test

library(h2o)
h2o.init()
##  Connection successful!
## 
## R is connected to the H2O cluster: 
##     H2O cluster uptime:         6 hours 26 minutes 
##     H2O cluster timezone:       Europe/Paris 
##     H2O data parsing timezone:  UTC 
##     H2O cluster version:        3.22.1.1 
##     H2O cluster version age:    6 months and 2 days !!! 
##     H2O cluster name:           H2O_started_from_R_Brian_xwi842 
##     H2O cluster total nodes:    1 
##     H2O cluster total memory:   3.43 GB 
##     H2O cluster total cores:    8 
##     H2O cluster allowed cores:  8 
##     H2O cluster healthy:        TRUE 
##     H2O Connection ip:          localhost 
##     H2O Connection port:        54321 
##     H2O Connection proxy:       NA 
##     H2O Internal Security:      FALSE 
##     H2O API Extensions:         Algos, AutoML, Core V3, Core V4 
##     R Version:                  R version 3.6.0 (2019-04-26)
## Warning in h2o.clusterInfo(): 
## Your H2O cluster version is too old (6 months and 2 days)!
## Please download and install the latest version from http://h2o.ai/download/
#Split data into Train/Validation/Test Sets

#split_h2o <- h2o.splitFrame(dataset.hex, c(0.6, 0.2), seed = 1234 )
#train_conv_h2o <- h2o.assign(split_h2o[[1]], "train" ) # 60%
#valid_conv_h2o <- h2o.assign(split_h2o[[2]], "valid" ) # 20%
#test_conv_h2o  <- h2o.assign(split_h2o[[3]], "test" )  # 20%

set.seed(37)
selected <- sample(1:nrow(dataset), 0.2*nrow(dataset))
train <- dataset[-selected,]
test <- dataset[selected,]
#Model
# Set names for h2o

y <- "Churn"
x <- setdiff(names(train), y)
write.csv(train, file = "train.csv")
write.csv(test, file = "test.csv")

train2 = h2o.importFile("./train.csv")
## 
  |                                                                       
  |                                                                 |   0%
  |                                                                       
  |=================================================================| 100%
test2 = h2o.importFile("./test.csv")
## 
  |                                                                       
  |                                                                 |   0%
  |                                                                       
  |=================================================================| 100%
aml <- h2o.automl(x = x,
                  y = y,
                  training_frame = train2,
                  validation_frame = test2,
                  max_runtime_secs = 60,
                  exclude_algos = c("DeepLearning", "GLM", "DRF", "StackedEnsemble"))
## 
  |                                                                       
  |                                                                 |   0%
  |                                                                       
  |===                                                              |   5%
  |                                                                       
  |======                                                           |   9%
  |                                                                       
  |========                                                         |  13%
  |                                                                       
  |===========                                                      |  17%
  |                                                                       
  |============                                                     |  18%
  |                                                                       
  |===============                                                  |  23%
  |                                                                       
  |=================                                                |  26%
  |                                                                       
  |==================                                               |  27%
  |                                                                       
  |====================                                             |  31%
  |                                                                       
  |======================                                           |  35%
  |                                                                       
  |========================                                         |  36%
  |                                                                       
  |===========================                                      |  42%
  |                                                                       
  |==============================                                   |  45%
  |                                                                       
  |==============================                                   |  46%
  |                                                                       
  |===============================                                  |  48%
  |                                                                       
  |================================                                 |  49%
  |                                                                       
  |================================                                 |  50%
  |                                                                       
  |==================================                               |  52%
  |                                                                       
  |==================================                               |  53%
  |                                                                       
  |===================================                              |  55%
  |                                                                       
  |=====================================                            |  56%
  |                                                                       
  |=====================================                            |  57%
  |                                                                       
  |======================================                           |  58%
  |                                                                       
  |=======================================                          |  60%
  |                                                                       
  |========================================                         |  61%
  |                                                                       
  |========================================                         |  62%
  |                                                                       
  |=========================================                        |  64%
  |                                                                       
  |==========================================                       |  65%
  |                                                                       
  |===========================================                      |  65%
  |                                                                       
  |===========================================                      |  66%
  |                                                                       
  |============================================                     |  68%
  |                                                                       
  |=============================================                    |  69%
  |                                                                       
  |==============================================                   |  70%
  |                                                                       
  |===============================================                  |  72%
  |                                                                       
  |===============================================                  |  73%
  |                                                                       
  |================================================                 |  74%
  |                                                                       
  |=================================================                |  75%
  |                                                                       
  |==================================================               |  76%
  |                                                                       
  |==================================================               |  77%
  |                                                                       
  |===================================================              |  79%
  |                                                                       
  |====================================================             |  80%
  |                                                                       
  |=====================================================            |  81%
  |                                                                       
  |=====================================================            |  82%
  |                                                                       
  |======================================================           |  84%
  |                                                                       
  |=======================================================          |  85%
  |                                                                       
  |========================================================         |  85%
  |                                                                       
  |=========================================================        |  87%
  |                                                                       
  |=========================================================        |  88%
  |                                                                       
  |==========================================================       |  89%
  |                                                                       
  |===========================================================      |  91%
  |                                                                       
  |============================================================     |  92%
  |                                                                       
  |============================================================     |  93%
  |                                                                       
  |=============================================================    |  95%
  |                                                                       
  |==============================================================   |  95%
  |                                                                       
  |===============================================================  |  96%
  |                                                                       
  |===============================================================  |  97%
  |                                                                       
  |================================================================ |  99%
  |                                                                       
  |=================================================================| 100%

Veamos cuál fue mejor:

# Extract leader model
automl_leader <- aml@leader
automl_leader
## Model Details:
## ==============
## 
## H2OBinomialModel: gbm
## Model ID:  GBM_5_AutoML_20190630_231221 
## Model Summary: 
##   number_of_trees number_of_internal_trees model_size_in_bytes min_depth
## 1              35                       35               16741         7
##   max_depth mean_depth min_leaves max_leaves mean_leaves
## 1        11    8.68572         31         35    33.34286
## 
## 
## H2OBinomialMetrics: gbm
## ** Reported on training data. **
## 
## MSE:  0.1203278
## RMSE:  0.346883
## LogLoss:  0.374587
## Mean Per-Class Error:  0.197467
## AUC:  0.8831446
## pr_auc:  0.7298104
## Gini:  0.7662892
## 
## Confusion Matrix (vertical: actual; across: predicted) for F1-optimal threshold:
##          No  Yes    Error        Rate
## No     3267  867 0.209724   =867/4134
## Yes     278 1223 0.185210   =278/1501
## Totals 3545 2090 0.203194  =1145/5635
## 
## Maximum Metrics: Maximum metrics at their respective thresholds
##                         metric threshold    value idx
## 1                       max f1  0.301610 0.681147 226
## 2                       max f2  0.223388 0.781780 261
## 3                 max f0point5  0.538745 0.684163 122
## 4                 max accuracy  0.449314 0.823780 160
## 5                max precision  0.891034 1.000000   0
## 6                   max recall  0.024780 1.000000 387
## 7              max specificity  0.891034 1.000000   0
## 8             max absolute_mcc  0.301610 0.553729 226
## 9   max min_per_class_accuracy  0.311628 0.798258 222
## 10 max mean_per_class_accuracy  0.265208 0.804740 243
## 
## Gains/Lift Table: Extract with `h2o.gainsLift(<model>, <data>)` or `h2o.gainsLift(<model>, valid=<T/F>, xval=<T/F>)`
## H2OBinomialMetrics: gbm
## ** Reported on validation data. **
## 
## MSE:  0.1346634
## RMSE:  0.3669651
## LogLoss:  0.4152936
## Mean Per-Class Error:  0.2246865
## AUC:  0.8455738
## pr_auc:  0.638822
## Gini:  0.6911476
## 
## Confusion Matrix (vertical: actual; across: predicted) for F1-optimal threshold:
##         No Yes    Error       Rate
## No     827 213 0.204808  =213/1040
## Yes     90 278 0.244565    =90/368
## Totals 917 491 0.215199  =303/1408
## 
## Maximum Metrics: Maximum metrics at their respective thresholds
##                         metric threshold    value idx
## 1                       max f1  0.323825 0.647264 196
## 2                       max f2  0.132296 0.738342 302
## 3                 max f0point5  0.458687 0.638889 138
## 4                 max accuracy  0.458687 0.810369 138
## 5                max precision  0.885392 1.000000   0
## 6                   max recall  0.020439 1.000000 391
## 7              max specificity  0.885392 1.000000   0
## 8             max absolute_mcc  0.323825 0.507660 196
## 9   max min_per_class_accuracy  0.306329 0.769022 206
## 10 max mean_per_class_accuracy  0.323825 0.775314 196
## 
## Gains/Lift Table: Extract with `h2o.gainsLift(<model>, <data>)` or `h2o.gainsLift(<model>, valid=<T/F>, xval=<T/F>)`
## H2OBinomialMetrics: gbm
## ** Reported on cross-validation data. **
## ** 5-fold cross-validation on training data (Metrics computed for combined holdout predictions) **
## 
## MSE:  0.1341866
## RMSE:  0.3663148
## LogLoss:  0.4145582
## Mean Per-Class Error:  0.2314716
## AUC:  0.8470276
## pr_auc:  0.6636851
## Gini:  0.6940551
## 
## Confusion Matrix (vertical: actual; across: predicted) for F1-optimal threshold:
##          No  Yes    Error        Rate
## No     3085 1049 0.253749  =1049/4134
## Yes     314 1187 0.209194   =314/1501
## Totals 3399 2236 0.241881  =1363/5635
## 
## Maximum Metrics: Maximum metrics at their respective thresholds
##                         metric threshold    value idx
## 1                       max f1  0.270032 0.635269 239
## 2                       max f2  0.164138 0.751506 293
## 3                 max f0point5  0.483460 0.638348 143
## 4                 max accuracy  0.483460 0.806211 143
## 5                max precision  0.894629 1.000000   0
## 6                   max recall  0.014393 1.000000 399
## 7              max specificity  0.894629 1.000000   0
## 8             max absolute_mcc  0.375877 0.489559 188
## 9   max min_per_class_accuracy  0.287589 0.763425 230
## 10 max mean_per_class_accuracy  0.262380 0.769385 243
## 
## Gains/Lift Table: Extract with `h2o.gainsLift(<model>, <data>)` or `h2o.gainsLift(<model>, valid=<T/F>, xval=<T/F>)`
## Cross-Validation Metrics Summary: 
##                               mean           sd cv_1_valid cv_2_valid
## accuracy                0.78225374   0.01970391   0.757764  0.7808341
## auc                      0.8481706  0.008888431   0.840683  0.8360177
## err                     0.21774623   0.01970391 0.24223602 0.21916592
## err_count                    245.4    22.206305      273.0      247.0
## f0point5                 0.6030516  0.033761293  0.5693431   0.576385
## f1                      0.64801365  0.016120067  0.6315789 0.62518966
## f2                       0.7035531  0.013150571  0.7090909 0.68302387
## lift_top_group           3.3230314    0.3300367   3.719472  3.9823322
## logloss                 0.41455826  0.008080534  0.4218256  0.4180187
## max_per_class_error     0.26362115  0.023517549 0.24757281  0.2720848
## mcc                     0.50736386  0.025528057 0.47725773 0.48422083
## mean_per_class_accuracy 0.77136374 0.0058470676  0.7623522  0.7632467
## mean_per_class_error     0.2286363 0.0058470676 0.23764779  0.2367533
## mse                     0.13418657 0.0033651553 0.13745567 0.13449495
## precision                0.5775813   0.04453266 0.53424656 0.54787236
## r2                       0.3127133  0.019018738 0.30073684  0.2848043
## recall                  0.74840623   0.02958808 0.77227724 0.72791517
## rmse                     0.3662559   0.00464579 0.37075016 0.36673552
## specificity              0.7943212   0.03721738 0.75242716  0.7985782
##                         cv_3_valid cv_4_valid cv_5_valid
## accuracy                 0.7648625   0.771961  0.8358474
## auc                      0.8444137 0.84765357  0.8720851
## err                     0.23513754 0.22803904 0.16415262
## err_count                    265.0      257.0      185.0
## f0point5                 0.5722004  0.6015587  0.6957708
## f1                       0.6374829  0.6577896 0.68802696
## f2                         0.71958 0.72561693 0.68045366
## lift_top_group           2.8555744   3.258938   2.798841
## logloss                  0.4166336 0.42399797 0.39231536
## max_per_class_error     0.24308063  0.2308642  0.3245033
## mcc                     0.49182737  0.5066304   0.576883
## mean_per_class_accuracy  0.7720408  0.7741578 0.78502107
## mean_per_class_error    0.22795923  0.2258422 0.21497893
## mse                     0.13576204 0.13819422 0.12502594
## precision                0.5356322  0.5691244  0.7010309
## r2                      0.29897508 0.31641358  0.3626367
## recall                   0.7871622  0.7791798  0.6754967
## rmse                    0.36845902 0.37174484 0.35359007
## specificity              0.7569194  0.7691358 0.89454544
aml@leaderboard
##                                    model_id       auc   logloss
## 1              GBM_5_AutoML_20190630_231221 0.8470276 0.4145582
## 2 GBM_grid_1_AutoML_20190630_231221_model_4 0.8438611 0.4506961
## 3 GBM_grid_1_AutoML_20190630_231221_model_2 0.8433461 0.4411992
## 4              GBM_1_AutoML_20190630_231221 0.8418789 0.4209329
## 5              GBM_2_AutoML_20190630_231221 0.8388970 0.4247342
## 6              GBM_3_AutoML_20190630_231221 0.8364682 0.4291436
##   mean_per_class_error      rmse       mse
## 1            0.2314716 0.3663148 0.1341866
## 2            0.2400282 0.3811125 0.1452468
## 3            0.2462066 0.3765964 0.1418248
## 4            0.2354493 0.3698007 0.1367526
## 5            0.2381893 0.3709823 0.1376278
## 6            0.2471263 0.3729376 0.1390824
## 
## [13 rows x 6 columns]
h2o.confusionMatrix(automl_leader)
## Confusion Matrix (vertical: actual; across: predicted)  for max f1 @ threshold = 0.301609666422137:
##          No  Yes    Error        Rate
## No     3267  867 0.209724   =867/4134
## Yes     278 1223 0.185210   =278/1501
## Totals 3545 2090 0.203194  =1145/5635

Vale, vemos que el mejor modelo, nos dió una precisión del 84%. ¿Qué variables son las más importantes para que una persona haga churn o no?

h2o.varimp_plot(automl_leader)

Las variables más importantes para predecir si una persona abandona o no, son: * Contract: Duración de contrato. * Tenure: Meses en la compañía (permanencia). * Total charges: Cargos totales acumulados.

EDA: Análisis exploratorio.

Para empezar, veamos qué porcentaje de la muestra tiene churn:

brian_palette <- c("#6F78BD", "#EE8D47")

options(repr.plot.width = 6, repr.plot.height = 4)
dataset  %>% 
group_by(Churn) %>% 
summarise(Count = n())%>% 
mutate(percent = prop.table(Count)*100)%>%
ggplot(aes(reorder(Churn, -percent), percent), fill = Churn)+
geom_col(fill = brian_palette)+
geom_text(aes(label = sprintf("%.2f%%", percent)), hjust = 0.01,vjust = -0.5, size =3)+ 
theme_bw()+  
xlab("Churn") + 
ylab("Percent")+
ggtitle("Churn Percent")

Podría tratarse de una muestra no balanceada, lo cual es lógico en el ámbito de churn.

options(repr.plot.width = 16, repr.plot.height = 70)

plot_grid(ggplot(dataset, aes(x=gender,fill=Churn))+ geom_bar()
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=SeniorCitizen,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=Partner,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=Dependents,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette)+theme_bw()
          +scale_x_discrete(labels = function(x)str_wrap(x, width = 1)),
          align = "v", ncol=2)

plot_grid(ggplot(dataset, aes(x=PhoneService,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=MultipleLines,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=InternetService,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=OnlineSecurity,fill=Churn))+ geom_bar(position = 'fill')
                                +scale_fill_manual(values = brian_palette)
          +theme_bw()
          +scale_x_discrete(labels = function(x)str_wrap(x, width = 1)),
          align = "v", ncol=2)

plot_grid(ggplot(dataset, aes(x=OnlineBackup,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=DeviceProtection,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=StreamingMovies,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=StreamingTV,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette)
          +theme_bw()
          +scale_x_discrete(labels = function(x)str_wrap(x, width = 1)),
          align = "v", ncol=2)

plot_grid(ggplot(dataset, aes(x=Contract,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=PaperlessBilling,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette),
          ggplot(dataset, aes(x=PaymentMethod,fill=Churn))+ geom_bar(position = 'fill')
                      +scale_fill_manual(values = brian_palette)
          +theme_bw()
          +scale_x_discrete(labels = function(x)str_wrap(x, width = 1)),
          align = "v", ncol=2)

Podemos ver, por ejemplo: * Las personas mayores son más propensas a abandonar la compañía. * Las personas con dependientes, son menos propensas a abandonar la compañía. * Las personas con múltiples líneas, tienen una ligera mayor proporción de abandonar.

dataset %>%
  ggplot(aes(x=TotalCharges,fill=Churn))+   geom_density(alpha=0.8)+scale_fill_manual(values=brian_palette)+labs(title='Distribución de TotalCharges por churn' )
## Warning: Removed 11 rows containing non-finite values (stat_density).

Podemos ver que a menores cargos acumulados, mayor proporción de abandonadores, y a medida que este valor crece, bajan los abandonadores. Se podría concluír que los clientes más fieles son los que están hace más años con la compañía.

Comprobémoslo:

dataset %>%
  ggplot(aes(x=tenure,fill=Churn))+ geom_density(alpha=0.8)+scale_fill_manual(values=brian_palette)+labs(title='Distribución de TotalCharges por churn' )

Efectivamente, los clientes nuevos tienden a abandonar con más frecuencia que los que ya llevan un tiempo relativo en la empresa.

Hagamos un boxplot para ver las distribuciones de las variables continuas:

library(GGally)
## Registered S3 method overwritten by 'GGally':
##   method from   
##   +.gg   ggplot2
## 
## Attaching package: 'GGally'
## The following object is masked from 'package:dplyr':
## 
##     nasa
# Identificamos las variables continuas
class_vars <- sapply(dataset, class)
num_vars <- dataset[class_vars=="numeric"]
int_vars_names <- names(dataset)[class_vars=="integer"]

dataset[int_vars_names,] <- sapply(dataset[int_vars_names,], as.numeric)

num_vars <- dataset[class_vars=="numeric" | class_vars=="integer"]

ggpairs(num_vars, 
        title="Distribución de variables continuas",
        colours=brian_palette)
## Warning in warn_if_args_exist(list(...)): Extra arguments: "colours" are
## being ignored. If these are meant to be aesthetics, submit them using the
## 'mapping' variable within ggpairs with ggplot2::aes or ggplot2::aes_string.
## Warning: Removed 1 rows containing non-finite values (stat_density).
## Warning in (function (data, mapping, alignPercent = 0.6, method =
## "pearson", : Removing 1 row that contained a missing value
## Warning in (function (data, mapping, alignPercent = 0.6, method =
## "pearson", : Removed 12 rows containing missing values
## Warning: Removed 1 rows containing missing values (geom_point).
## Warning: Removed 1 rows containing non-finite values (stat_density).
## Warning in (function (data, mapping, alignPercent = 0.6, method =
## "pearson", : Removed 12 rows containing missing values
## Warning: Removed 12 rows containing missing values (geom_point).

## Warning: Removed 12 rows containing missing values (geom_point).
## Warning: Removed 12 rows containing non-finite values (stat_density).

Podemos ver que existe cierta relación directa entre los cargos totales y el precio mensual.

correlations <- cor(num_vars, use = "complete.obs")
correlations
##                   tenure MonthlyCharges TotalCharges
## tenure         1.0000000      0.2468618    0.8258805
## MonthlyCharges 0.2468618      1.0000000    0.6510648
## TotalCharges   0.8258805      0.6510648    1.0000000
ggcorrplot(correlations,
           type = "lower",
           title = "Correlación de variables numéricas",
           lab = TRUE,
           lab_size = 3,
           colors = c("white", "orange", "brown"))

class_vars
##       customerID           gender    SeniorCitizen          Partner 
##         "factor"         "factor"         "factor"         "factor" 
##       Dependents           tenure     PhoneService    MultipleLines 
##         "factor"        "integer"         "factor"         "factor" 
##  InternetService   OnlineSecurity     OnlineBackup DeviceProtection 
##         "factor"         "factor"         "factor"         "factor" 
##      TechSupport      StreamingTV  StreamingMovies         Contract 
##         "factor"         "factor"         "factor"         "factor" 
## PaperlessBilling    PaymentMethod   MonthlyCharges     TotalCharges 
##         "factor"         "factor"        "numeric"        "numeric" 
##            Churn 
##         "factor"

Preparación de datos

Veamos cuántos datos nulos tenemos:

missing_data <- dataset %>% summarise_all(funs(sum(is.na(.))))
## Warning: funs() is soft deprecated as of dplyr 0.8.0
## please use list() instead
## 
##   # Before:
##   funs(name = f(.))
## 
##   # After: 
##   list(name = ~ f(.))
## This warning is displayed once per session.
missing_data
##   customerID gender SeniorCitizen Partner Dependents tenure PhoneService
## 1          1      1             1       1          1      1            1
##   MultipleLines InternetService OnlineSecurity OnlineBackup
## 1             1               1              1            1
##   DeviceProtection TechSupport StreamingTV StreamingMovies Contract
## 1                1           1           1               1        1
##   PaperlessBilling PaymentMethod MonthlyCharges TotalCharges Churn
## 1                1             1              1           12     1

¿cuáles son estos 11 casos que tienen TotalCharges = NA?

nans = dataset[is.na(dataset$TotalCharges),]
nans
##        customerID gender SeniorCitizen Partner Dependents tenure
## 489    4472-LVYGI Female            NO     Yes        Yes      0
## 754    3115-CZMZD   Male            NO      No        Yes      0
## 937    5709-LVOEQ Female            NO     Yes        Yes      0
## 1083   4367-NUYAO   Male            NO     Yes        Yes      0
## 1341   1371-DWPAZ Female            NO     Yes        Yes      0
## 3332   7644-OMVMY   Male            NO     Yes        Yes      0
## 3827   3213-VVOLG   Male            NO     Yes        Yes      0
## 4381   2520-SGTTA Female            NO     Yes        Yes      0
## 5219   2923-ARZLG   Male            NO     Yes        Yes      0
## 6671   4075-WKNIU Female            NO     Yes        Yes      0
## 6755   2775-SEFEE   Male            NO      No        Yes      0
## tenure       <NA>   <NA>          <NA>    <NA>       <NA>     NA
##        PhoneService    MultipleLines InternetService      OnlineSecurity
## 489              No No phone service             DSL                 Yes
## 754             Yes               No              No No internet service
## 937             Yes               No             DSL                 Yes
## 1083            Yes              Yes              No No internet service
## 1341             No No phone service             DSL                 Yes
## 3332            Yes               No              No No internet service
## 3827            Yes              Yes              No No internet service
## 4381            Yes               No              No No internet service
## 5219            Yes               No              No No internet service
## 6671            Yes              Yes             DSL                  No
## 6755            Yes              Yes             DSL                 Yes
## tenure         <NA>             <NA>            <NA>                <NA>
##               OnlineBackup    DeviceProtection         TechSupport
## 489                     No                 Yes                 Yes
## 754    No internet service No internet service No internet service
## 937                    Yes                 Yes                  No
## 1083   No internet service No internet service No internet service
## 1341                   Yes                 Yes                 Yes
## 3332   No internet service No internet service No internet service
## 3827   No internet service No internet service No internet service
## 4381   No internet service No internet service No internet service
## 5219   No internet service No internet service No internet service
## 6671                   Yes                 Yes                 Yes
## 6755                   Yes                  No                 Yes
## tenure                <NA>                <NA>                <NA>
##                StreamingTV     StreamingMovies Contract PaperlessBilling
## 489                    Yes                  No Two year              Yes
## 754    No internet service No internet service Two year               No
## 937                    Yes                 Yes Two year               No
## 1083   No internet service No internet service Two year               No
## 1341                   Yes                  No Two year               No
## 3332   No internet service No internet service Two year               No
## 3827   No internet service No internet service Two year               No
## 4381   No internet service No internet service Two year               No
## 5219   No internet service No internet service One year              Yes
## 6671                   Yes                  No Two year               No
## 6755                    No                  No Two year              Yes
## tenure                <NA>                <NA>     <NA>             <NA>
##                    PaymentMethod MonthlyCharges TotalCharges Churn
## 489    Bank transfer (automatic)          52.55           NA    No
## 754                 Mailed check          20.25           NA    No
## 937                 Mailed check          80.85           NA    No
## 1083                Mailed check          25.75           NA    No
## 1341     Credit card (automatic)          56.05           NA    No
## 3332                Mailed check          19.85           NA    No
## 3827                Mailed check          25.35           NA    No
## 4381                Mailed check          20.00           NA    No
## 5219                Mailed check          19.70           NA    No
## 6671                Mailed check          73.35           NA    No
## 6755   Bank transfer (automatic)          61.90           NA    No
## tenure                      <NA>             NA           NA  <NA>

Suena lógico, tienen TotalCharges nulo, porque su tenure es 0, quiere decir que todavía no pagaron su primera cuota.

Esto lleva a preguntarme, ¿merece la pena tener estos casos para hacer una predicción? ¿Tienen información histórica suficiente como para aportar a nuestro modelo o más bien son outliers? ¿los rellenamos con 0 o los quitamos?

Veamos un boxplot de la columna TotalCharges:

p <- ggplot(dataset, aes(x=Churn, y=tenure)) + 
  geom_boxplot()
p
## Warning: Removed 1 rows containing non-finite values (stat_boxplot).

Si bien el rango intercuartil de tenure para los abandonadores es más bajo, se decide quitar estos 11 casos, dado que no merecería la pena meter en el modelo a clientes que todavía no poseen información mínima histórica con la compañía.

clean_dataset = dataset[!(is.na(dataset$TotalCharges)),]
clean_dataset
##      customerID gender SeniorCitizen Partner Dependents tenure
## 1    7590-VHVEG Female            NO     Yes         No      1
## 2    5575-GNVDE   Male            NO      No         No     34
## 3    3668-QPYBK   Male            NO      No         No      2
## 4    7795-CFOCW   Male            NO      No         No     45
## 5    9237-HQITU Female            NO      No         No      2
## 6    9305-CDSKC Female            NO      No         No      8
## 7    1452-KIOVK   Male            NO      No        Yes     22
## 8    6713-OKOMC Female            NO      No         No     10
## 9    7892-POOKP Female            NO     Yes         No     28
## 10   6388-TABGU   Male            NO      No        Yes     62
## 11   9763-GRSKD   Male            NO     Yes        Yes     13
## 12   7469-LKBCI   Male            NO      No         No     16
## 13   8091-TTVAX   Male            NO     Yes         No     58
## 14   0280-XJGEX   Male            NO      No         No     49
## 15   5129-JLPIS   Male            NO      No         No     25
## 16   3655-SNQYZ Female            NO     Yes        Yes     69
## 17   8191-XWSZG Female            NO      No         No     52
## 18   9959-WOFKT   Male            NO      No        Yes     71
## 19   4190-MFLUW Female            NO     Yes        Yes     10
## 20   4183-MYFRB Female            NO      No         No     21
## 21   8779-QRDMV   Male           YES      No         No      1
## 22   1680-VDCWW   Male            NO     Yes         No     12
## 23   1066-JKSGK   Male            NO      No         No      1
## 24   3638-WEABW Female            NO     Yes         No     58
## 25   6322-HRPFA   Male            NO     Yes        Yes     49
## 26   6865-JZNKO Female            NO      No         No     30
## 27   6467-CHFZW   Male            NO     Yes        Yes     47
## 28   8665-UTDHZ   Male            NO     Yes        Yes      1
## 29   5248-YGIJN   Male            NO     Yes         No     72
## 30   8773-HHUOZ Female            NO      No        Yes     17
## 31   3841-NFECX Female           YES     Yes         No     71
## 32   4929-XIHVW   Male           YES     Yes         No      2
## 33   6827-IEAUQ Female            NO     Yes        Yes     27
## 34   7310-EGVHZ   Male            NO      No         No      1
## 35   3413-BMNZE   Male           YES      No         No      1
## 36   6234-RAAPL Female            NO     Yes        Yes     72
## 37   6047-YHPVI   Male            NO      No         No      5
## 38   6572-ADKRS Female            NO      No         No     46
## 39   5380-WJKOV   Male            NO      No         No     34
## 40   8168-UQWWF Female            NO      No         No     11
## 41   8865-TNMNX   Male            NO     Yes        Yes     10
## 42   9489-DEDVP Female            NO     Yes        Yes     70
## 43   9867-JCZSP Female            NO     Yes        Yes     17
## 44   4671-VJLCL Female            NO      No         No     63
## 45   4080-IIARD Female            NO     Yes         No     13
## 46   3714-NTNFO Female            NO      No         No     49
## 47   5948-UJZLF   Male            NO      No         No      2
## 48   7760-OYPDY Female            NO      No         No      2
## 49   7639-LIAYI   Male            NO      No         No     52
## 50   2954-PIBKO Female            NO     Yes        Yes     69
## 51   8012-SOUDQ Female           YES      No         No     43
## 52   9420-LOJKX Female            NO      No         No     15
## 53   6575-SUVOI Female           YES     Yes         No     25
## 54   7495-OOKFY Female           YES     Yes         No      8
## 55   4667-QONEA Female           YES     Yes        Yes     60
## 56   1658-BYGOY   Male           YES      No         No     18
## 57   8769-KKTPH Female            NO     Yes        Yes     63
## 58   5067-XJQFU   Male           YES     Yes        Yes     66
## 59   3957-SQXML Female            NO     Yes        Yes     34
## 60   5954-BDFSG Female            NO      No         No     72
## 61   0434-CSFON Female            NO     Yes         No     47
## 62   1215-FIGMP   Male            NO      No         No     60
## 63   0526-SXDJP   Male            NO     Yes         No     72
## 64   0557-ASKVU Female            NO     Yes        Yes     18
## 65   5698-BQJOH Female            NO      No         No      9
## 66   5122-CYFXA Female            NO      No         No      3
## 67   8627-ZYGSZ   Male            NO     Yes         No     47
## 68   3410-YOQBQ Female            NO      No         No     31
## 69   3170-NMYVV Female            NO     Yes        Yes     50
## 70   7410-OIEDU   Male            NO      No         No     10
## 71   2273-QCKXA   Male            NO      No         No      1
## 72   0731-EBJQB Female            NO     Yes        Yes     52
## 73   1891-QRQSA   Male           YES     Yes        Yes     64
## 74   8028-PNXHQ   Male            NO     Yes        Yes     62
## 75   5630-AHZIL Female            NO      No        Yes      3
## 76   2673-CXQEU Female           YES      No         No     56
## 77   6416-JNVRK Female            NO      No         No     46
## 78   5590-ZSKRV Female            NO     Yes        Yes      8
## 79   0191-ZHSKZ   Male           YES      No         No     30
## 80   3887-PBQAO Female            NO     Yes        Yes     45
## 81   5919-TMRGD Female            NO      No        Yes      1
## 82   8108-UXRQN Female            NO     Yes        Yes     11
## 83   9191-MYQKX Female            NO     Yes         No      7
## 84   9919-YLNNG Female            NO      No         No     42
## 85   0318-ZOPWS Female            NO     Yes         No     49
## 86   4445-ZJNMU   Male            NO      No         No      9
## 87   4808-YNLEU Female            NO     Yes         No     35
## 88   1862-QRWPE Female            NO     Yes        Yes     48
## 89   2796-NNUFI Female            NO     Yes        Yes     46
## 90   3016-KSVCP   Male            NO     Yes         No     29
## 91   4767-HZZHQ   Male            NO     Yes        Yes     30
## 92   2424-WVHPL   Male           YES      No         No      1
## 93   7233-PAHHL   Male            NO     Yes        Yes     66
## 94   6067-NGCEU Female            NO      No         No     65
## 95   9848-JQJTX   Male            NO      No         No     72
## 96   8637-XJIVR Female            NO      No         No     12
## 97   9803-FTJCG   Male            NO     Yes        Yes     71
## 98   0278-YXOOG   Male            NO      No         No      5
## 99   3212-KXOCR   Male            NO      No         No     52
## 100  4598-XLKNJ Female           YES     Yes         No     25
## 101  6380-ARCEH   Male            NO      No         No      1
## 102  3679-XASPY Female            NO     Yes        Yes      1
## 103  7123-WQUHX   Male            NO      No         No     38
## 104  5386-THSLQ Female           YES     Yes         No     66
## 105  3192-NQECA   Male            NO     Yes         No     68
## 106  6180-YBIQI   Male            NO      No         No      5
## 107  6728-DKUCO Female            NO     Yes        Yes     72
## 108  9750-BOOHV Female            NO      No         No     32
## 109  8597-CWYHH   Male            NO      No         No     43
## 110  2848-YXSMW   Male            NO     Yes        Yes     72
## 111  0486-HECZI   Male            NO     Yes         No     55
## 112  4549-ZDQYY Female            NO      No         No     52
## 113  5712-AHQNN Female            NO      No         No     43
## 114  4846-WHAFZ Female           YES     Yes         No     37
## 115  5256-SKJGO Female            NO     Yes        Yes     64
## 116  3071-VBYPO   Male            NO     Yes        Yes      3
## 117  9560-BBZXK Female            NO      No         No     36
## 118  5299-RULOA Female            NO     Yes        Yes     10
## 119  8402-OOOHJ Female            NO      No         No     41
## 120  9445-ZUEQE   Male            NO     Yes        Yes     27
## 121  1091-SOZGA Female            NO     Yes        Yes     56
## 122  2928-HLDBA Female            NO      No         No      6
## 123  0404-SWRVG   Male            NO      No         No      3
## 124  6497-TILVL Female            NO     Yes        Yes      7
## 125  7219-TLZHO Female            NO     Yes        Yes      4
## 126  4622-YNKIJ   Male            NO      No         No     33
## 127  4412-YLTKF Female           YES      No         No     27
## 128  6734-PSBAW   Male            NO     Yes         No     72
## 129  3930-ZGWVE   Male            NO      No         No      1
## 130  2639-UGMAZ   Male           YES      No         No     71
## 131  2876-GZYZC Female            NO      No         No     13
## 132  6207-WIOLX Female            NO     Yes        Yes     25
## 133  8587-XYZSF   Male            NO      No         No     67
## 134  3091-FYHKI   Male            NO      No         No      1
## 135  2372-HWUHI   Male            NO      No         No      2
## 136  7799-LGRDP Female            NO      No         No     43
## 137  7850-VWJUU Female            NO      No         No     23
## 138  3774-VBNXY Female            NO     Yes        Yes     64
## 139  6217-KDYWC   Male            NO      No        Yes     57
## 140  0390-DCFDQ Female           YES     Yes         No      1
## 141  3146-MSEGF Female           YES     Yes        Yes     72
## 142  4080-OGPJL Female            NO      No         No      8
## 143  1095-WGNGG Female            NO     Yes         No     61
## 144  2636-SJDOU   Male            NO      No         No     64
## 145  1131-QQZEB   Male           YES     Yes         No     71
## 146  5716-EZXZN Female            NO     Yes        Yes     65
## 147  6837-BJYDQ   Male            NO      No         No      3
## 148  2135-RXIHG   Male            NO      No         No      1
## 149  6440-DKQGE   Male            NO      No        Yes     30
## 150  3466-BYAVD   Male            NO     Yes        Yes     15
## 151  3780-YVMFA Female            NO     Yes        Yes      8
## 152  3874-EQOEP   Male            NO      No         No      7
## 153  1679-JRFBR Female            NO     Yes        Yes     70
## 154  9073-ZZIAY   Male            NO     Yes        Yes     62
## 155  3077-RSNTJ Female            NO     Yes        Yes      6
## 156  6551-GNYDG Female            NO     Yes        Yes     14
## 157  9167-APMXZ Female            NO      No         No     22
## 158  2749-CTKAJ   Male            NO     Yes        Yes     22
## 159  6371-NZYEG   Male            NO     Yes        Yes     16
## 160  7554-NEWDD   Male            NO      No         No     10
## 161  8992-VONJD Female            NO      No        Yes     13
## 162  0867-MKZVY Female            NO     Yes         No     20
## 163  4482-EWFMI Female            NO      No         No      2
## 164  4648-YPBTM   Male            NO      No         No     53
## 165  2907-ILJBN Female            NO     Yes        Yes     11
## 166  6345-FZOQH   Male            NO     Yes         No     69
## 167  3376-BMGFE Female            NO      No         No      4
## 168  5997-OPVFA   Male            NO     Yes         No     72
## 169  3445-HXXGF   Male           YES     Yes         No     58
## 170  1159-WFSGR Female            NO     Yes        Yes     16
## 171  7654-YWJUF   Male            NO     Yes         No     43
## 172  1875-QIVME Female            NO     Yes         No      2
## 173  6727-IOTLZ   Male            NO     Yes         No     14
## 174  0691-JVSYA Female            NO     Yes         No     53
## 175  5918-VUKWP Female            NO      No         No     32
## 176  1744-JHKYS Female            NO     Yes         No     34
## 177  2656-FMOKZ Female           YES      No         No     15
## 178  2070-FNEXE Female           YES      No         No      7
## 179  5947-SGKCL Female            NO     Yes        Yes     15
## 180  3712-PKXZA   Male            NO     Yes         No     61
## 181  6317-YPKDH Female            NO      No         No      1
## 182  6582-OIVSP Female            NO      No         No      1
## 183  9367-WXLCH   Male            NO      No         No      8
## 184  5524-KHNJP   Male            NO     Yes        Yes     33
## 185  1918-ZBFQJ Female            NO      No         No     13
## 186  1024-GUALD Female            NO     Yes         No      1
## 187  4827-USJHP   Male            NO      No         No     20
## 188  8167-GJLRN   Male            NO      No         No      3
## 189  0956-SYCWG Female            NO      No         No     13
## 190  8017-UVSZU Female            NO     Yes         No     40
## 191  7100-FQPRV   Male            NO     Yes        Yes     43
## 192  2472-OVKUP   Male            NO     Yes         No      6
## 193  2984-RGEYA Female            NO     Yes        Yes     69
## 194  9680-NIAUV Female            NO     Yes        Yes     72
## 195  2146-EGVDT   Male            NO     Yes        Yes     59
## 196  2604-IJPDU Female            NO     Yes         No     20
## 197  9178-JHUVJ   Male            NO     Yes        Yes     24
## 198  6168-YBYNP   Male            NO      No         No     59
## 199  7255-SSFBC   Male            NO     Yes        Yes     72
## 200  3645-DEYGF   Male            NO      No        Yes      1
## 201  9323-HGFWY Female            NO     Yes         No     27
## 202  8544-GOQSH Female            NO      No         No     14
## 203  3363-DTIVD   Male            NO     Yes        Yes     71
## 204  7018-WBJNK   Male            NO      No        Yes     13
## 205  9142-KZXOP   Male            NO      No         No     44
## 206  7674-YTAFD Female            NO      No         No     33
## 207  6348-SNFUS   Male            NO     Yes        Yes     72
## 208  1285-OKIPP   Male            NO      No         No      1
## 209  7825-ECJRF Female            NO      No         No     19
## 210  1347-KTTTA   Male            NO     Yes         No     64
## 211  7841-TZDMQ   Male            NO      No         No      2
## 212  4195-NZGTA Female            NO      No         No      1
## 213  7157-SMCFK   Male            NO      No        Yes     61
## 214  4709-LKHYG Female            NO     Yes        Yes     29
## 215  2504-DSHIH   Male           YES     Yes         No     23
## 216  0699-NDKJM Female            NO     Yes         No     57
## 217  9286-BHDQG   Male            NO     Yes        Yes     72
## 218  0230-WEQUW   Male            NO     Yes         No     66
## 219  2040-LDIWQ   Male            NO     Yes        Yes     65
## 220  6496-JDSSB Female            NO      No         No      8
## 221  9408-SSNVZ Female            NO      No         No      4
## 222  4443-EMBNA Female            NO     Yes         No     71
## 223  6469-MRVET   Male            NO     Yes        Yes      1
## 224  0742-MOABM   Male            NO     Yes         No      4
## 225  5961-VUSRV Female            NO      No         No     12
## 226  6778-JFCMK   Male            NO      No         No     24
## 227  6341-JVQGF Female            NO     Yes        Yes     31
## 228  2232-DMLXU Female            NO     Yes         No      1
## 229  4811-JBUVU   Male            NO      No         No     30
## 230  0945-TSONX Female            NO     Yes        Yes     47
## 231  2651-ZCBXV   Male            NO      No         No     54
## 232  3316-UWXUY   Male            NO      No         No     50
## 233  8937-RDTHP   Male            NO      No         No      1
## 234  7083-MIOPC Female            NO      No         No     72
## 235  1984-GPTEH Female            NO      No         No     29
## 236  1251-KRREG   Male            NO      No         No      2
## 237  0621-JFHOL Female            NO      No         No     10
## 238  9903-LYSAB   Male            NO     Yes         No     18
## 239  0094-OIFMO Female           YES      No         No     11
## 240  9227-UAQFT   Male            NO      No         No     16
## 241  7301-ABVAD Female            NO      No         No     72
## 242  6614-FHDBO   Male            NO      No         No     72
## 243  7576-ASEJU Female            NO     Yes        Yes     41
## 244  9058-HRZSV Female           YES     Yes         No     65
## 245  4522-AKYLR Female           YES      No         No     13
## 246  0221-WMXNQ   Male           YES      No         No      4
## 247  0303-UNCIP   Male            NO      No         No     41
## 248  9947-OTFQU   Male           YES      No         No     15
## 249  0322-YINQP   Male            NO      No         No      1
## 250  0959-WHOKV   Male            NO      No         No     42
## 251  4075-JFPGR Female            NO     Yes         No     51
## 252  4629-NRXKX Female            NO     Yes        Yes      2
## 253  9514-JDSKI   Male           YES     Yes         No      1
## 254  3282-ZISZV   Male            NO      No        Yes     32
## 255  3675-YDUPJ   Male            NO      No         No     10
## 256  4111-BNXIF Female            NO     Yes        Yes     67
## 257  7017-VFHAY Female            NO     Yes        Yes     61
## 258  6655-LHBYW   Male            NO      No         No     50
## 259  4959-JOSRX Female            NO     Yes         No      2
## 260  5046-NUHWD Female           YES     Yes         No     29
## 261  7273-TEFQD   Male           YES      No         No      3
## 262  3606-TWKGI   Male           YES      No         No     13
## 263  7529-ZDFXI   Male           YES     Yes         No     57
## 264  7605-BDWDC Female            NO      No         No     31
## 265  1950-KSVVJ Female            NO     Yes         No     45
## 266  0123-CRBRT Female            NO     Yes        Yes     61
## 267  6292-TOSSS   Male            NO      No         No     50
## 268  3197-ARFOY Female           YES      No         No     19
## 269  6323-AYBRX   Male            NO      No         No     59
## 270  7014-ZZXAW Female            NO     Yes         No     71
## 271  4385-GZQXV Female           YES      No         No     16
## 272  7633-MVPUY   Male            NO     Yes         No     57
## 273  6366-ZGQGL   Male            NO      No         No      1
## 274  4716-HHKQH   Male           YES     Yes         No     20
## 275  5940-AHUHD   Male            NO      No         No      1
## 276  6432-TWQLB   Male            NO     Yes         No      5
## 277  4484-GLZOU Female            NO     Yes         No     52
## 278  3179-GBRWV   Male           YES     Yes         No     21
## 279  8645-KWHJO   Male            NO      No         No     14
## 280  4130-MZLCC Female            NO      No         No      5
## 281  0314-TKOSI Female            NO      No         No      6
## 282  8229-MYEJZ Female            NO      No         No     10
## 283  2080-SRCDE Female            NO      No        Yes      1
## 284  9577-WJVCQ Female            NO      No         No     68
## 285  9512-UIBFX   Male            NO     Yes        Yes     18
## 286  6202-DYYFX Female            NO      No         No     22
## 287  3808-HFKDE Female            NO      No         No     20
## 288  5583-SXDAG   Male            NO     Yes         No      1
## 289  3488-PGMQJ   Male           YES      No         No      8
## 290  3580-REOAC   Male            NO      No         No     10
## 291  7534-BFESC   Male           YES      No         No     24
## 292  3727-OWVYD   Male            NO      No         No     35
## 293  2294-SALNE   Male            NO     Yes        Yes     23
## 294  4847-TAJYI Female           YES      No         No      6
## 295  1563-IWQEX Female            NO      No         No     12
## 296  8203-XJZRC   Male            NO      No         No      1
## 297  6556-DBKZF Female            NO     Yes        Yes     71
## 298  6851-WEFYX   Male           YES     Yes         No     35
## 299  2985-JUUBZ   Male            NO     Yes        Yes     40
## 300  6390-DSAZX Female            NO      No        Yes      1
## 301  0895-LMRSF   Male            NO      No         No     23
## 302  8098-LLAZX Female           YES      No         No      4
## 303  8266-VBFQL   Male            NO      No         No      4
## 304  8181-YHCMF Female            NO     Yes        Yes     68
## 305  2240-HSJQD   Male            NO      No        Yes     38
## 306  1248-DYXUB   Male            NO     Yes        Yes     52
## 307  0265-EDXBD   Male           YES     Yes         No     32
## 308  4115-BNPJY   Male            NO     Yes        Yes     29
## 309  3167-SNQPL   Male           YES     Yes        Yes     38
## 310  4091-TVOCN   Male            NO      No        Yes     48
## 311  1098-TDVUQ Female            NO      No         No      1
## 312  7277-OZCGZ Female            NO      No         No     22
## 313  1557-EMYVT Female            NO      No         No     43
## 314  2799-ARNLO Female           YES     Yes         No      5
## 315  7563-BIUPC   Male            NO      No         No      5
## 316  5027-YOCXN   Male            NO     Yes        Yes     51
## 317  3973-SKMLN   Male            NO      No         No     71
## 318  2321-OMBXY Female            NO     Yes        Yes     38
## 319  2840-XANRC   Male           YES     Yes         No     24
## 320  6745-JEFZB   Male            NO     Yes         No     35
## 321  5020-ZSTTY Female           YES      No         No     54
## 322  9880-TDQAC Female            NO     Yes        Yes     72
## 323  8705-WZCYL   Male            NO      No         No      1
## 324  7102-JJVTX Female            NO     Yes        Yes      9
## 325  8626-PTQGE   Male            NO      No         No     69
## 326  4983-CLMLV Female            NO     Yes         No     52
## 327  5701-YVSVF Female           YES     Yes         No     11
## 328  5804-LEPIM Female           YES      No         No      2
## 329  5697-GOMBF Female           YES     Yes        Yes     28
## 330  2739-CACDQ Female           YES      No         No     17
## 331  9385-EHGDO Female            NO     Yes        Yes     35
## 332  9498-FIMXL Female            NO      No         No      8
## 333  2379-GYFLQ   Male            NO      No         No     46
## 334  0122-OAHPZ Female            NO      No         No      7
## 335  2868-SNELZ Female            NO      No         No      2
## 336  4322-RCYMT   Male            NO     Yes        Yes     68
## 337  6680-NENYN Female            NO      No         No     43
## 338  2088-IEBAU Female            NO      No         No     68
## 339  7982-VCELR Female            NO      No         No     36
## 340  1343-EHPYB   Male            NO     Yes         No     63
## 341  6035-BXTTY Female           YES      No         No     32
## 342  6885-PKOAM Female            NO     Yes         No     71
## 343  7520-HQWJU Female            NO     Yes        Yes     66
## 344  9639-BUJXT   Male            NO      No         No     63
## 345  5924-SNGKP Female            NO      No        Yes     41
## 346  0021-IKXGC Female           YES      No         No      1
## 347  2034-GDRCN Female            NO      No         No      2
## 348  8966-SNIZF Female            NO     Yes         No     70
## 349  6243-OZGFH Female            NO      No         No     23
## 350  4654-DLAMQ Female           YES     Yes         No     64
## 351  0513-RBGPE   Male            NO     Yes        Yes     37
## 352  5160-UXJED   Male            NO      No        Yes     17
## 353  4115-NZRKS Female           YES      No         No      7
## 354  0219-YTZUE   Male            NO     Yes        Yes      4
## 355  0623-IIHUG Female           YES      No         No     21
## 356  4572-DVCGN Female            NO      No         No     10
## 357  3351-NGXYI Female           YES      No         No     16
## 358  8984-EYLLL   Male            NO     Yes         No     64
## 359  9057-MSWCO   Male           YES     Yes         No     27
## 360  9833-TGFHX   Male            NO     Yes        Yes     42
## 361  9294-TDIPC   Male            NO      No        Yes      5
## 362  5229-DTFYB Female            NO      No         No     41
## 363  0104-PPXDV   Male            NO     Yes         No     58
## 364  5176-LMJXE Female            NO      No         No     47
## 365  3583-KRKMD   Male            NO      No         No     18
## 366  1010-DIAUQ   Male            NO      No         No      5
## 367  9069-LGEUL   Male            NO     Yes         No     23
## 368  7302-ZHMHP Female            NO      No         No      1
## 369  9571-EDEBV   Male            NO     Yes         No     71
## 370  3520-FJGCV   Male            NO     Yes        Yes     72
## 371  6563-VRERX   Male            NO     Yes        Yes     33
## 372  0259-GBZSH   Male            NO      No         No      2
## 373  6122-EFVKN   Male            NO      No        Yes     24
## 374  2805-EDJPQ Female            NO     Yes        Yes     56
## 375  6862-CQUMB   Male            NO      No         No     37
## 376  7156-MXBJE Female            NO      No         No     43
## 377  6158-HDPXZ   Male            NO      No         No      1
## 378  9601-BRXPO Female            NO     Yes         No     25
## 379  2863-IMQDR Female            NO      No         No     61
## 380  5686-CMAWK   Male            NO      No         No     17
## 381  5651-CRHKQ Female            NO     Yes         No     41
## 382  6905-NIQIN   Male            NO      No         No      1
## 383  8204-YJCLA   Male           YES     Yes        Yes     72
## 384  5167-ZFFMM   Male            NO      No         No      1
## 385  6583-SZVGP   Male            NO      No         No     48
## 386  4895-TMWIR   Male           YES     Yes         No     11
## 387  0533-BNWKF Female           YES     Yes         No     55
## 388  1708-PBBOA Female            NO      No         No     42
## 389  8782-LKFPK   Male            NO      No         No     44
## 390  5522-JBWMO   Male            NO      No        Yes      1
## 391  3597-MVHJT Female            NO      No         No     27
## 392  9774-NRNAU   Male           YES     Yes         No     27
## 393  0224-RLWWD Female           YES      No         No      2
## 394  9967-ATRFS Female            NO      No         No     19
## 395  3951-NJCVI Female           YES     Yes         No     42
## 396  2977-CEBSX Female            NO      No         No     66
## 397  0177-PXBAT   Male           YES     Yes         No     33
## 398  6599-CEBNN Female            NO      No         No     34
## 399  2519-ERQOJ   Male           YES      No         No     33
## 400  5876-QMYLD Female            NO     Yes        Yes     23
## 401  2277-AXSDC Female            NO      No         No     32
## 402  9442-JTWDL Female            NO      No         No     11
## 403  0979-PHULV   Male            NO     Yes        Yes     69
## 404  3067-SVMTC Female            NO     Yes         No     68
## 405  5495-GPSRW   Male            NO      No         No     20
## 406  7606-BPHHN   Male            NO      No         No     72
## 407  4742-DRORA   Male            NO     Yes        Yes     60
## 408  0111-KLBQG   Male           YES     Yes        Yes     32
## 409  4800-VHZKI Female            NO      No         No      1
## 410  7989-CHGTL   Male            NO      No         No      1
## 411  0334-GDDSO   Male           YES      No         No      3
## 412  4163-NCJAK Female            NO     Yes         No     46
## 413  5233-AOZUF Female            NO     Yes         No     29
## 414  5973-EJGDP   Male            NO      No         No     51
## 415  1996-DBMUS Female           YES     Yes         No     48
## 416  7916-VCCPB Female            NO     Yes        Yes     16
## 417  4686-GEFRM   Male            NO     Yes         No     70
## 418  5249-QYHEX Female            NO     Yes        Yes     40
## 419  0578-SKVMF Female            NO     Yes        Yes     22
## 420  5564-NEMQO Female           YES      No         No      1
## 421  2233-FAGXV Female            NO     Yes        Yes      5
## 422  5605-IYGFG Female            NO      No         No      7
## 423  7663-ZTEGJ   Male            NO      No        Yes     29
## 424  3935-TBRZZ   Male            NO     Yes        Yes     44
## 425  8111-BKVDS Female            NO      No         No     10
## 426  2055-SIFSS Female           YES     Yes         No     55
## 427  2806-MLNTI   Male           YES     Yes         No     52
## 428  8734-DKSTZ Female            NO     Yes        Yes     10
## 429  4360-PNRQB   Male            NO      No         No     18
## 430  6152-ONASV Female            NO     Yes         No     68
## 431  9063-ZGTUY Female            NO     Yes        Yes     61
## 432  7781-HVGMK Female            NO     Yes        Yes     72
## 433  2181-UAESM   Male            NO      No         No      2
## 434  2957-LOLHO   Male            NO      No         No     12
## 435  6048-NJXHX   Male            NO     Yes         No     41
## 436  2320-SLKMB Female            NO      No         No     26
## 437  4980-URKXC   Male            NO     Yes         No     36
## 438  4376-KFVRS   Male            NO     Yes        Yes     72
## 439  5886-VLQVU   Male            NO     Yes         No     35
## 440  3577-AMVUX   Male            NO      No         No      1
## 441  0771-WLCLA Female            NO     Yes        Yes     16
## 442  5628-RKIFK Female           YES      No         No     49
## 443  0206-TBWLC Female            NO     Yes         No     54
## 444  2937-FTHUR Female            NO      No        Yes     18
## 445  1910-FMXJM Female            NO     Yes         No     36
## 446  7752-XUSCI Female            NO      No         No     60
## 447  4110-PFEUZ Female            NO      No         No      1
## 448  0732-OCQOC Female            NO     Yes        Yes     52
## 449  5168-MSWXT   Male            NO     Yes        Yes      8
## 450  1090-ESELR   Male            NO     Yes        Yes     72
## 451  8592-PLTMQ Female            NO      No         No     64
## 452  5760-WRAHC Female           YES      No         No     22
## 453  8847-GEOOQ   Male            NO     Yes         No     60
## 454  0256-LTHVJ Female            NO     Yes        Yes     28
## 455  4785-FCIFB Female            NO     Yes         No     61
## 456  8313-NDOIA Female            NO      No         No     24
## 457  5149-CUZUJ   Male            NO     Yes        Yes     28
## 458  0942-KOWSM Female            NO     Yes        Yes     30
## 459  4237-CLSMM   Male            NO     Yes         No      2
## 460  1452-VOQCH   Male            NO      No         No      1
## 461  4719-UMSIY   Male            NO      No        Yes      6
## 462  6614-VBEGU Female            NO     Yes         No     24
## 463  0880-TKATG   Male            NO     Yes        Yes      4
## 464  3811-VBYBZ   Male            NO      No         No      7
## 465  1480-BKXGA   Male           YES     Yes         No     72
## 466  2996-XAUVF   Male            NO      No         No     70
## 467  9076-AXYIK   Male           YES     Yes         No     64
## 468  5968-XQIVE   Male            NO     Yes        Yes     72
## 469  8896-RAZCR Female            NO      No        Yes     44
## 470  4640-UHDOS Female            NO     Yes        Yes     13
## 471  4933-IKULF Female           YES      No         No     17
## 472  3583-EKAPL   Male            NO      No         No      1
## 473  1304-BCCFO   Male            NO     Yes         No      9
## 474  4104-PVRPS   Male            NO     Yes         No     24
## 475  9399-APLBT Female            NO     Yes        Yes      1
## 476  2359-KMGLI   Male            NO      No         No     24
## 477  3780-DDGSE   Male           YES     Yes        Yes     35
## 478  4431-EDMIQ Female            NO     Yes        Yes      7
## 479  0306-JAELE   Male            NO      No         No      5
## 480  6227-HWPWX Female            NO      No        Yes     15
## 481  0486-LGCCH   Male            NO     Yes        Yes     11
## 482  0447-BEMNG Female            NO     Yes         No     48
## 483  4612-SSVHJ Female           YES      No         No     20
## 484  5168-MQQCA Female            NO     Yes         No     72
## 485  5949-XIKAE Female            NO     Yes        Yes      8
## 486  7971-HLVXI   Male            NO     Yes        Yes     72
## 487  9094-AZPHK Female            NO      No         No     15
## 488  3649-JPUGY   Male            NO      No         No     72
## 490  8372-JUXUI   Male            NO      No        Yes      1
## 491  3552-CTCYF   Male            NO     Yes        Yes     63
## 492  6778-YSNIH Female            NO      No         No      2
## 493  0388-EOPEX Female            NO     Yes         No      2
## 494  5756-OZRIO   Male           YES     Yes         No     61
## 495  6579-JPICP   Male            NO      No         No      1
## 496  8205-OTCHB   Male            NO      No         No     22
## 497  4134-BSXLX   Male            NO     Yes         No     28
## 498  0505-SPOOW Female            NO     Yes         No     70
## 499  6235-VDHOM Female           YES      No         No      5
## 500  7783-YKGDV Female            NO      No         No     12
## 501  4374-YMUSQ   Male            NO      No         No     34
## 502  4513-CXYIX Female           YES     Yes         No     71
## 503  3957-HHLMR Female            NO     Yes        Yes     70
## 504  7803-XOCCZ Female            NO     Yes        Yes     52
## 505  5736-YEJAX   Male            NO      No        Yes     69
## 506  5609-CEBID Female           YES      No         No     20
## 507  8981-FJGLA   Male            NO      No        Yes     11
## 508  7218-HKQFK   Male            NO     Yes         No      2
## 509  4636-QRJKY Female            NO     Yes        Yes      6
## 510  1135-LMECX Female            NO      No         No      1
## 511  4332-MUOEZ   Male           YES     Yes        Yes     20
## 512  8535-SFUTN   Male            NO      No         No     61
## 513  5956-VKDTT Female           YES     Yes         No      5
## 514  8677-HDZEE Female            NO      No         No     56
## 515  2475-MROZF   Male            NO      No         No     30
## 516  9412-GHEEC   Male            NO      No         No     40
## 517  3482-ABPKK Female            NO      No         No     28
## 518  6705-LXORM Female           YES     Yes         No      5
## 519  0257-ZESQC Female           YES     Yes         No     27
## 520  7531-GQHME   Male            NO      No         No     12
## 521  5174-ITUMV   Male            NO     Yes        Yes     67
## 522  4109-CYRBD   Male           YES     Yes         No     29
## 523  0913-XWSCN   Male            NO     Yes        Yes     55
## 524  6825-UYPFK Female            NO      No         No     23
## 525  8397-MVTAZ   Male            NO     Yes         No     34
## 526  0750-EBAIU   Male            NO      No         No     52
## 527  8606-CIQUL   Male           YES     Yes        Yes     72
## 528  3571-DPYUH   Male            NO     Yes        Yes     58
## 529  7601-GNDYK   Male            NO     Yes        Yes     35
## 530  0356-OBMAC Female           YES      No         No     56
## 531  8067-NIOYM Female            NO     Yes        Yes     24
## 532  1403-GYAFU   Male            NO     Yes        Yes     70
## 533  4234-XTNEA   Male            NO      No         No      2
## 534  1297-VQDRP   Male           YES     Yes        Yes     68
## 535  9282-IZGQK Female            NO      No         No      1
## 536  5348-CAGXB   Male            NO      No         No     12
## 537  0621-HJWXJ Female            NO     Yes         No     63
## 538  5844-QVTAT Female            NO     Yes        Yes     33
## 539  8905-IAZPF Female            NO     Yes         No     69
## 540  5394-MEITZ Female            NO     Yes        Yes     60
## 541  6859-QNXIQ Female            NO     Yes        Yes     72
## 542  2782-LFZVW Female            NO      No         No     11
## 543  2866-IKBTM Female            NO      No         No      1
## 544  1342-JPNKI   Male            NO      No         No     10
## 545  2817-NTQDO   Male            NO      No         No     13
## 546  7129-AZJDE   Male            NO     Yes        Yes     34
## 547  6986-IJDHX   Male            NO     Yes        Yes     39
## 548  2560-PPCHE Female            NO      No         No     65
## 549  4676-MQUEA   Male           YES     Yes         No     50
## 550  8138-EALND   Male            NO      No         No     15
## 551  3580-HYCSP   Male            NO     Yes        Yes     72
## 552  1352-HNSAW Female            NO     Yes        Yes     72
## 553  2075-PUEPR   Male            NO     Yes        Yes     55
## 554  1982-FEBTD Female            NO     Yes        Yes     23
## 555  5301-GAUUY   Male            NO      No         No     32
## 556  5791-KAJFD Female            NO     Yes        Yes     56
## 557  2654-VBVPB Female            NO      No         No      1
## 558  1154-HYWWO   Male            NO      No         No     38
## 559  2501-XWWTZ   Male            NO      No         No     11
## 560  3716-UVSPD   Male            NO      No         No      1
## 561  6815-ABQFQ   Male            NO     Yes         No     56
## 562  7343-EOBEU   Male            NO     Yes         No      3
## 563  3701-SFMUH   Male            NO     Yes        Yes      7
## 564  6103-LIANB   Male            NO     Yes        Yes     59
## 565  7319-VENRZ   Male            NO      No         No      7
## 566  5846-NEQVZ   Male            NO     Yes        Yes     71
## 567  6967-QIQRV   Male            NO     Yes        Yes     15
## 568  5781-RFZRP   Male            NO     Yes         No     71
## 569  0939-YAPAF Female            NO      No         No     35
## 570  0308-IVGOK Female            NO      No         No     11
## 571  7293-LSCDV Female            NO     Yes        Yes     60
## 572  7025-WCBNE   Male           YES      No         No     47
## 573  5756-JYOJT Female            NO      No         No     11
## 574  4710-FDUIZ   Male            NO     Yes         No     56
## 575  6030-REHUX Female           YES     Yes         No     28
## 576  9548-LIGTA   Male            NO     Yes         No     61
## 577  5150-LJNSR   Male            NO     Yes        Yes     31
## 578  8270-RKSAP   Male            NO      No         No      9
## 579  6522-YRBXD   Male           YES     Yes         No     35
## 580  2640-LYMOV   Male            NO      No         No      2
## 581  1218-VKFPE Female            NO     Yes        Yes     12
## 582  3627-FHKBK Female            NO      No         No      1
## 583  2865-TCHJW Female           YES      No         No      4
## 584  1423-BMPBQ Female            NO     Yes        Yes      1
## 585  2393-DIVAI Female            NO      No         No      3
## 586  5192-EBGOV Female           YES      No         No      1
## 587  4568-KNYWR   Male            NO      No         No     52
## 588  8752-IMQOS   Male            NO     Yes        Yes      5
## 589  0742-LAFQK   Male            NO     Yes         No     72
## 590  0795-LAFGP   Male            NO     Yes        Yes     71
## 591  0619-OLYUR   Male            NO     Yes         No     72
## 592  5512-IDZEI   Male            NO     Yes        Yes     46
## 593  0459-SPZHJ   Male            NO     Yes        Yes     63
## 594  0215-BQKGS   Male            NO      No         No     30
## 595  9244-ZVAPM   Male            NO      No         No      1
## 596  0719-SYFRB Female            NO      No         No     12
## 597  8208-EUMTE   Male            NO      No         No     16
## 598  5172-MIGPM   Male            NO      No         No      4
## 599  1710-RCXUS   Male            NO     Yes         No     51
## 600  0374-FIUCA   Male            NO     Yes         No     65
## 601  5839-SUYVZ   Male            NO      No         No     16
## 602  5173-ZXXXL   Male            NO      No         No      2
## 603  1096-ADRUX Female            NO     Yes        Yes     66
## 604  2001-MCUUW   Male            NO      No         No     46
## 605  2731-GJRDG Female            NO      No         No     32
## 606  4723-BEGSG   Male            NO     Yes         No     72
## 607  6516-NKQBO   Male            NO     Yes        Yes     38
## 608  8672-OAUPW   Male            NO      No        Yes     51
## 609  8207-DMRVL   Male            NO     Yes        Yes     72
## 610  3419-SNJJD Female           YES     Yes         No     65
## 611  6543-CPZMK   Male            NO     Yes        Yes      9
## 612  4765-OXPPD Female            NO     Yes        Yes      9
## 613  2804-ETQDK   Male            NO      No        Yes     66
## 614  6689-VRRTK Female           YES      No         No     44
## 615  7138-GIRSH   Male            NO      No         No     50
## 616  9396-ZSFLL Female            NO      No         No     15
## 617  6464-KEXXH   Male            NO      No         No      8
## 618  7134-MJPDY Female           YES      No         No     66
## 619  5240-CAOYT Female            NO      No         No     57
## 620  4059-IIEBK Female            NO      No         No      7
## 621  4881-JVQOD   Male           YES     Yes        Yes     10
## 622  0516-UXRMT Female            NO      No         No     62
## 623  4851-BQDNX   Male            NO     Yes        Yes     40
## 624  5148-HKFIR Female            NO      No         No     20
## 625  1009-IRMNA Female            NO      No         No      7
## 626  3003-CMDUU Female            NO     Yes         No     25
## 627  5016-IBERQ   Male            NO     Yes         No     23
## 628  6797-UCJHZ Female           YES     Yes         No     66
## 629  2469-DTSGX Female           YES      No         No     72
## 630  4554-YGZIH   Male           YES     Yes         No     49
## 631  5099-BAILX   Male           YES     Yes        Yes     43
## 632  9931-KGHOA Female            NO     Yes         No     46
## 633  1775-KWJKQ   Male            NO     Yes        Yes     72
## 634  7665-VIGUD   Male            NO      No         No     10
## 635  9411-TPQQV Female            NO      No         No     40
## 636  7207-RMRDB Female            NO     Yes        Yes     65
## 637  7954-MLBUN   Male            NO      No         No     31
## 638  2077-DDHJK Female            NO     Yes         No     68
## 639  4913-EHYUI   Male           YES     Yes        Yes     56
## 640  0195-IESCP   Male            NO     Yes         No     10
## 641  9574-BOSMD   Male            NO     Yes        Yes     68
## 642  4580-TMHJU Female            NO     Yes        Yes     43
## 643  0970-ETWGE   Male            NO      No         No      1
## 644  4908-XAXAY Female           YES      No         No     49
## 645  8404-VLQFB Female            NO     Yes        Yes     15
## 646  1626-ERCMM   Male           YES     Yes         No     20
## 647  0887-HJGAR   Male            NO      No         No      1
## 648  2391-IPLOP   Male            NO     Yes        Yes     50
## 649  5644-PDMZC Female           YES      No         No      2
## 650  3509-GWQGF   Male           YES      No         No     24
## 651  9576-ANLXO Female            NO      No         No      3
## 652  2024-BASKD Female            NO      No         No      1
## 653  5845-BZZIB   Male            NO     Yes        Yes     35
## 654  1140-UKVZG Female            NO      No         No     17
## 655  4160-AMJTL Female           YES      No         No      8
## 656  5183-SNMJQ   Male            NO      No         No     10
## 657  8100-PNJMH   Male            NO     Yes        Yes     68
## 658  7838-LAZFO   Male            NO     Yes         No     45
## 659  4464-JCOLN   Male            NO     Yes        Yes      2
## 660  2085-JVGAD   Male            NO     Yes         No     37
## 661  5650-VDUDS Female            NO      No         No      4
## 662  8095-WANWK Female            NO      No         No     10
## 663  3030-ZKIWL   Male            NO      No         No      1
## 664  9565-FLVCG   Male            NO     Yes        Yes     65
## 665  8755-OGKNA Female            NO     Yes        Yes     57
## 666  2800-VEQXM Female            NO      No         No      3
## 667  7538-GWHML Female            NO      No         No      2
## 668  5533-RJFTJ   Male            NO      No         No     49
## 669  3859-CVCET Female            NO      No         No      4
## 670  0214-JHPFW Female            NO     Yes         No     70
## 671  5642-MHDQT Female            NO     Yes        Yes     53
## 672  3088-FVYWK   Male            NO     Yes        Yes     53
## 673  3276-HDUEG Female            NO      No         No      1
## 674  9092-GDZKO   Male            NO      No         No     22
## 675  0823-HSCDJ   Male           YES      No         No     52
## 676  3729-OWRVL   Male           YES      No         No     65
## 677  2324-AALNO Female            NO      No         No     48
## 678  0822-GAVAP Female            NO      No         No      2
## 679  5760-IFJOZ   Male            NO      No         No      3
## 680  2826-UWHIS   Male            NO     Yes         No     45
## 681  1448-PWKYE   Male            NO     Yes        Yes      1
## 682  7501-IWUNG Female            NO     Yes        Yes     61
## 683  4957-TREIR   Male            NO      No         No      3
## 684  7251-LJBQN Female           YES      No         No     40
## 685  8040-MNRTF Female            NO      No         No      1
## 686  1536-HBSWP Female            NO      No         No      1
## 687  5313-FPXWG   Male            NO      No         No     51
## 688  0067-DKWBL   Male           YES      No         No      2
## 689  0946-FKYTX   Male            NO      No         No     52
## 690  5076-YVXCM   Male            NO      No         No     51
## 691  8262-COGGB   Male            NO      No         No      1
## 692  6663-JOCQO   Male            NO     Yes        Yes     31
## 693  9620-QJREV   Male            NO      No        Yes     47
## 694  2276-YDAVZ Female            NO      No         No      3
## 695  2682-KEVRP Female           YES      No         No     22
## 696  2480-JZOSN Female            NO     Yes         No      1
## 697  0078-XZMHT   Male            NO     Yes         No     72
## 698  5896-NPFWW   Male            NO     Yes        Yes      3
## 699  9978-HYCIN   Male           YES     Yes        Yes     47
## 700  8338-QIUNR   Male            NO     Yes        Yes     72
## 701  1525-LNLOJ   Male            NO     Yes        Yes     66
## 702  9450-TRJUU   Male            NO      No         No     35
## 703  1766-GKNMI   Male            NO      No         No     29
## 704  6942-LBFDP Female            NO      No         No      2
## 705  1456-TWCGB   Male            NO      No         No      4
## 706  7133-VBDCG Female            NO      No         No     25
## 707  7596-ZYWBB Female            NO      No         No     65
## 708  8329-UTMVM   Male           YES      No         No     27
## 709  3014-WJKSM   Male            NO     Yes         No     29
## 710  3347-YJZZE   Male            NO     Yes        Yes     29
## 711  1029-QFBEN   Male            NO      No         No      1
## 712  7929-DMBCV Female            NO     Yes         No     20
## 713  9661-JALZV Female            NO      No         No     58
## 714  5433-KYGHE Female            NO      No        Yes     14
## 715  4312-KFRXN   Male            NO     Yes         No     72
## 716  5575-TPIZQ   Male            NO      No         No     46
## 717  0114-IGABW Female            NO     Yes         No     71
## 718  9944-AEXBM   Male            NO      No         No     32
## 719  1853-ARAAQ Female            NO      No         No     26
## 720  6952-OMNWB   Male           YES     Yes         No     68
## 721  4697-LUPSU   Male            NO     Yes        Yes      2
## 722  8434-VGEQQ   Male            NO     Yes        Yes     61
## 723  4952-YSOGZ Female            NO     Yes        Yes      4
## 724  1589-AGTLK   Male            NO      No         No      3
## 725  5244-IRFIH   Male           YES     Yes         No     33
## 726  6549-YMFAW   Male           YES     Yes         No      9
## 727  4950-HKQTE Female            NO      No         No     22
## 728  6786-OBWQR Female            NO     Yes        Yes      5
## 729  2684-EIWEO Female           YES      No         No     30
## 730  2753-JMMCV   Male            NO      No         No     65
## 731  6439-GTPCA Female            NO      No         No     45
## 732  6621-YOBKI   Male            NO      No         No      5
## 733  1216-JWVUX   Male            NO     Yes        Yes     25
## 734  7564-GHCVB Female            NO     Yes        Yes     72
## 735  1173-NOEYG Female            NO     Yes         No     27
## 736  7595-EHCDL   Male            NO     Yes        Yes     32
## 737  6647-ZEDXT Female            NO      No         No     30
## 738  2521-NPUZR   Male            NO     Yes         No     70
## 739  1307-TVUFB   Male           YES      No         No     42
## 740  7503-MIOGA Female           YES     Yes         No     72
## 741  4381-MHQDC Female            NO      No         No     47
## 742  6923-JHPMP Female            NO      No         No      2
## 743  5138-WVKYJ   Male            NO      No         No     10
## 744  4018-PPNDW Female            NO     Yes        Yes     61
## 745  1635-FJFCC Female            NO      No         No      5
## 746  2499-AJYUA Female           YES     Yes         No     72
## 747  6919-ELBGL   Male           YES     Yes        Yes     72
## 748  3966-HRMZA Female           YES      No         No      3
## 749  6425-JWTDV   Male            NO     Yes         No     48
## 750  8405-IGQFX Female            NO      No         No     63
## 751  8224-IVVPA Female            NO      No         No     27
## 752  9477-LGWQI   Male            NO     Yes        Yes     70
## 753  1410-RSCMR   Male            NO     Yes        Yes      7
## 755  0139-IVFJG Female            NO     Yes         No      2
## 756  6683-VLCTZ   Male           YES      No         No     20
## 757  5730-DBDSI   Male            NO      No         No     66
## 758  0030-FNXPP Female            NO      No         No      3
## 759  2189-WWOEW Female            NO      No        Yes     15
## 760  5684-FJVYR Female            NO     Yes        Yes     72
## 761  4013-GUXND   Male            NO      No         No      1
## 762  1894-IGFSG Female            NO      No         No     22
## 763  7379-POKDZ   Male            NO     Yes         No      3
## 764  1266-NZYUI Female            NO     Yes        Yes     72
## 765  7969-FFOWG   Male            NO     Yes        Yes     65
## 766  4718-DHSMV Female            NO      No         No     11
## 767  5175-WLYXL   Male            NO      No         No     22
## 768  7817-OMJNA   Male            NO      No         No     14
## 769  8728-SKJLR   Male            NO      No         No     41
## 770  3137-NYQQI   Male            NO     Yes         No     17
## 771  7706-DZNKK   Male            NO      No         No     11
## 772  0236-HFWSV   Male            NO      No         No     15
## 773  3900-AQPHZ Female            NO      No         No      1
## 774  5842-POCOP Female            NO     Yes         No      5
## 775  2037-XJFUP   Male            NO     Yes         No     33
## 776  8823-RLPWL Female            NO     Yes         No     72
## 777  9505-SQFSW Female            NO     Yes        Yes      3
## 778  7314-OXENN   Male            NO      No         No      2
## 779  3758-CKOQL Female            NO     Yes         No     59
## 780  0322-CHQRU   Male            NO      No         No      2
## 781  5676-CFLYY   Male            NO     Yes        Yes     71
## 782  7521-AFHAB Female            NO     Yes        Yes      5
## 783  0285-INHLN   Male            NO     Yes        Yes     27
## 784  4678-DVQEO Female            NO      No         No      1
## 785  5125-CNDSP   Male            NO      No        Yes     63
## 786  0691-IFBQW Female           YES      No         No     46
## 787  4992-LTJNE   Male            NO     Yes        Yes     72
## 788  2202-OUTMO Female            NO     Yes         No     34
## 789  0810-BDHAW Female            NO     Yes        Yes     24
## 790  0229-LFJAF   Male            NO      No         No     72
## 791  7131-ZQZNK Female            NO     Yes        Yes     60
## 792  3442-ZHHCC   Male            NO      No         No     68
## 793  5726-CVNYA Female            NO     Yes        Yes      8
## 794  9871-ELEYA Female            NO      No        Yes     34
## 795  4257-GAESD Female            NO      No         No      6
## 796  5173-WXOQV   Male            NO     Yes         No      2
## 797  2040-OBMLJ   Male            NO      No         No     31
## 798  6286-ZHAOK Female            NO     Yes        Yes     20
## 799  3807-XHCJH Female            NO     Yes        Yes      1
## 800  3009-JWMPU   Male            NO      No         No     62
## 801  5671-RQRLP Female           YES     Yes         No     70
## 802  1450-GALXR Female            NO      No         No     10
## 803  8859-AXJZP   Male            NO     Yes        Yes     39
## 804  3174-AKMAS Female            NO     Yes         No     46
## 805  3138-BKYAV   Male            NO      No         No      6
## 806  9926-PJHDQ Female            NO     Yes        Yes     72
## 807  7382-DFJTU   Male            NO      No         No     18
## 808  2798-NYLMZ   Male            NO     Yes         No     71
## 809  4289-DTDKW   Male            NO     Yes         No     40
## 810  1820-TQVEV   Male            NO      No         No      1
## 811  2239-JALAW   Male            NO      No         No     58
## 812  4853-RULSV   Male            NO      No         No     70
## 813  8098-TDCBU Female            NO     Yes         No     42
## 814  3551-GAEGL   Male            NO     Yes        Yes     34
## 815  4785-NKHCX   Male           YES      No         No      5
## 816  3196-NVXLZ Female            NO      No         No     25
## 817  6275-YDUVO Female            NO      No         No      2
## 818  0036-IHMOT Female            NO     Yes        Yes     55
## 819  0115-TFERT   Male            NO     Yes         No     21
## 820  4178-EGMON   Male            NO     Yes         No     70
## 821  4220-TINQT Female            NO     Yes         No     61
## 822  5318-YKDPV   Male            NO     Yes        Yes     43
## 823  7975-TZMLR   Male            NO      No         No     47
## 824  0295-QVKPB   Male            NO      No         No      5
## 825  4335-BSMJS Female            NO      No         No     62
## 826  2311-QYMUQ Female            NO     Yes        Yes     16
## 827  3643-AHCFP   Male           YES     Yes         No      7
## 828  9146-JRIOX Female            NO     Yes        Yes     14
## 829  3104-OWCGK   Male            NO     Yes        Yes     60
## 830  5337-IIWKZ   Male            NO     Yes        Yes     34
## 831  9101-BWFSS Female            NO     Yes         No     50
## 832  9650-VBUOG   Male            NO     Yes        Yes     38
## 833  3487-EARAT Female            NO     Yes        Yes     70
## 834  2672-TGEFF Female            NO     Yes        Yes     37
## 835  9231-ZJYAM Female           YES      No         No      4
## 836  4250-WAROZ   Male           YES     Yes        Yes     60
## 837  8184-WMOFI   Male            NO     Yes        Yes     62
## 838  6982-SSHFK   Male            NO      No         No      1
## 839  6092-QZVPP   Male            NO      No         No     36
## 840  4625-LAMOB   Male            NO      No         No     44
## 841  0727-BMPLR Female           YES      No         No     55
## 842  0392-BZIUW Female            NO     Yes         No     72
## 843  1038-ZAGBI Female            NO     Yes        Yes     12
## 844  6549-NNDYT Female            NO      No         No     13
## 845  3027-ZTDHO   Male            NO      No         No      1
## 846  0422-OHQHQ Female            NO     Yes        Yes     15
## 847  6916-HIJSE Female            NO      No         No     65
## 848  2316-ESMLS Female            NO     Yes        Yes     12
## 849  9778-OGKQZ   Male            NO     Yes         No     72
## 850  7408-OFWXJ Female            NO     Yes        Yes     72
## 851  6007-TCTST Female            NO     Yes        Yes     72
## 852  2252-NKNSI   Male            NO      No        Yes     52
## 853  8713-IGZSO   Male            NO      No         No      2
## 854  7905-TVXTA Female            NO      No         No      5
## 855  7695-PKLCZ Female            NO      No         No     68
## 856  2382-BCKQJ Female            NO      No        Yes     62
## 857  8374-UULRV   Male            NO      No         No     72
## 858  2207-NHRJK   Male            NO      No         No      1
## 859  3224-DFQNQ Female            NO     Yes         No     66
## 860  5275-PMFUT   Male            NO     Yes        Yes     72
## 861  4795-UXVCJ   Male            NO      No         No     26
## 862  9777-IQHWP   Male            NO     Yes        Yes     64
## 863  0947-MUGVO   Male           YES     Yes         No     20
## 864  9944-HKVVB Female            NO      No         No      3
## 865  4124-MMETB   Male            NO      No         No     22
## 866  3671-SHRSP   Male            NO     Yes         No      4
## 867  0979-MOZQI   Male            NO     Yes         No     62
## 868  2732-ISEZX Female            NO      No         No      5
## 869  3313-QKNKB   Male            NO     Yes         No     59
## 870  0323-XWWTN   Male            NO      No        Yes      3
## 871  1937-OTUKY Female            NO     Yes         No     72
## 872  1573-LGXBA   Male            NO     Yes        Yes     57
## 873  1764-VUUMT   Male            NO      No        Yes     66
## 874  5073-WXOYN Female            NO      No         No     60
## 875  4713-ZBURT   Male            NO      No        Yes     45
## 876  3050-GBUSH Female            NO      No         No      3
## 877  0207-MDKNV Female            NO      No         No     15
## 878  7876-AEHIG Female            NO      No        Yes     51
## 879  7945-HLKEA Female            NO      No         No     60
## 880  9342-VNIMQ   Male            NO      No         No     33
## 881  9851-KIELU   Male            NO      No         No     10
## 882  3523-BRGUW   Male           YES      No         No     26
## 883  3908-BLSYF Female            NO      No         No      6
## 884  3199-NPKCN Female            NO     Yes         No     67
## 885  5170-PTRKA Female            NO     Yes        Yes     49
## 886  4661-NJEUX   Male            NO      No         No      1
## 887  2123-AGEEN Female           YES      No         No      7
## 888  1258-YMZNM Female           YES      No         No     27
## 889  0048-LUMLS   Male            NO     Yes        Yes     37
## 890  7549-MYGPK Female            NO     Yes        Yes     63
## 891  5898-IGSLP   Male            NO     Yes        Yes     31
## 892  3804-RVTGV   Male            NO     Yes        Yes     50
## 893  6259-WJQLC   Male           YES      No         No     32
## 894  9227-LUNBG Female            NO      No         No      1
## 895  7997-EASSD Female            NO     Yes         No     63
## 896  0730-KOAVE   Male            NO      No         No     30
## 897  8975-SKGRX   Male            NO     Yes         No     71
## 898  0678-RLHVP Female            NO      No         No     53
## 899  4315-MURBD Female            NO      No         No     12
## 900  2267-FPIMA   Male            NO     Yes         No     50
## 901  1051-GEJLJ Female            NO      No         No      2
## 902  9734-YWGEX Female            NO      No         No      9
## 903  2719-BDAQO   Male            NO      No         No     17
## 904  5285-MVEHD Female            NO     Yes         No     56
## 905  0379-DJQHR   Male            NO     Yes        Yes     67
## 906  0781-LKXBR   Male           YES      No         No      9
## 907  5543-QDCRY   Male            NO      No         No      4
## 908  0297-RBCSG   Male            NO      No         No     19
## 909  4694-PHWFW Female            NO      No        Yes      8
## 910  0835-JKADZ Female            NO      No         No     71
## 911  1907-UBQFC   Male           YES      No         No     10
## 912  7508-SMHXL Female           YES      No         No     15
## 913  3865-YIOTT   Male            NO     Yes        Yes     72
## 914  5993-BQHEA   Male            NO      No         No     12
## 915  6024-RUGGH   Male            NO     Yes        Yes     72
## 916  6513-EECDB   Male           YES     Yes         No      1
## 917  3956-CJUST Female           YES      No         No     23
## 918  4079-WWQQQ   Male            NO      No         No     72
## 919  6103-BOCOU Female            NO      No         No     26
## 920  5149-TGWDZ Female            NO      No         No     21
## 921  7471-WNSUF   Male            NO     Yes         No     60
## 922  8942-DBMHZ   Male            NO      No         No     12
## 923  4301-VVZKA   Male            NO     Yes         No     16
## 924  9199-PWQVC Female            NO     Yes         No     63
## 925  4824-GUCBY Female           YES      No         No     22
## 926  5393-HJZSM Female            NO     Yes        Yes     32
## 927  7074-IEVOJ Female           YES      No         No      3
## 928  9625-QSTYE Female            NO      No         No     13
## 929  0862-PRCBS Female            NO     Yes        Yes     68
## 930  8812-ZRHFP Female            NO     Yes        Yes     30
## 931  5146-CBVOE Female            NO      No         No     16
## 932  0454-OKRCT   Male            NO      No         No     33
## 933  5787-KXGIY   Male            NO     Yes         No     72
## 934  4750-ZRXIU Female           YES      No         No      4
## 935  4198-VFOEA Female            NO      No         No     12
## 936  6630-UJZMY Female           YES     Yes         No      4
## 938  6400-BWQKW Female            NO      No         No      6
## 939  2692-AQCPF Female            NO     Yes         No     65
## 940  0347-UBKUZ Female            NO      No         No     15
## 941  0835-DUUIQ Female            NO      No        Yes     24
## 942  0811-GSDTP Female            NO      No        Yes     13
## 943  7567-ECMCM   Male            NO      No         No     24
## 944  6115-ZTBFQ Female            NO     Yes         No     72
## 945  6353-BRMMA Female            NO     Yes        Yes     54
## 946  6680-WKXRZ Female            NO      No         No      3
## 947  6231-WFGFH   Male            NO     Yes        Yes      4
## 948  9904-EHEVJ Female           YES     Yes        Yes     32
## 949  7028-DVOIQ   Male           YES      No         No     35
## 950  6169-PPETC   Male            NO     Yes        Yes     35
## 951  4208-UFFGW   Male           YES      No         No      2
## 952  8584-KMVXD Female            NO      No         No      8
## 953  8467-WYNSR   Male            NO      No         No     22
## 954  0851-DFJKB Female            NO      No         No     15
## 955  5382-SOYZL   Male            NO      No         No     22
## 956  9448-REEVD   Male            NO     Yes         No      1
## 957  3261-CQXOL Female            NO     Yes        Yes     71
## 958  8388-FYNPZ   Male            NO      No         No      4
## 959  4002-BQWPQ   Male            NO      No         No     25
## 960  5651-YLPRD Female            NO     Yes        Yes     32
## 961  2826-DXLQO   Male           YES     Yes         No      7
## 962  4378-BZYFP   Male            NO      No         No     17
## 963  9489-UTFKA   Male           YES     Yes         No      8
## 964  4849-PYRLQ Female           YES      No         No     56
## 965  9117-SHLZX   Male            NO      No         No      1
## 966  9889-TMAHG   Male           YES      No         No      8
## 967  4541-RMRLG   Male            NO      No         No      7
## 968  7764-BDPEE   Male            NO      No        Yes      3
## 969  3429-IFLEM Female            NO      No         No     71
## 970  3158-MOERK Female            NO      No         No      2
## 971  7294-TMAOP Female            NO      No         No      1
## 972  5002-GCQFH   Male            NO     Yes         No     49
## 973  0556-FJEGU   Male            NO      No         No     58
## 974  8919-FYFQZ   Male           YES     Yes         No     44
## 975  0604-THJFP Female            NO     Yes        Yes     59
## 976  2834-JRTUA   Male            NO      No         No     71
## 977  5875-YPQFJ   Male            NO      No         No      1
## 978  5879-SESNB Female            NO      No         No     11
## 979  6646-QVXLR   Male           YES     Yes         No     62
## 980  6461-PPAXN Female            NO     Yes        Yes     35
## 981  3318-ISQFQ Female            NO      No         No     20
## 982  1106-HRLKZ   Male            NO     Yes        Yes     40
## 983  2483-XSSMZ Female            NO      No         No     39
## 984  8603-IJWDN   Male            NO      No         No      1
## 985  8165-ZJRNM Female            NO     Yes        Yes     72
## 986  9369-XFEHK Female           YES     Yes         No     33
## 987  2604-XVDAM Female            NO      No         No     12
## 988  3717-OFRTN   Male            NO      No         No      1
## 989  9046-JBFWA   Male            NO      No        Yes     27
## 990  3280-NMUVX   Male            NO     Yes        Yes     34
## 991  1206-EHBDD Female            NO     Yes         No     56
## 992  8361-LBRDI Female            NO      No         No     58
## 993  4883-KCPZJ Female            NO     Yes        Yes     22
## 994  9108-EQPNQ Female            NO     Yes        Yes     10
## 995  7277-KAMWT   Male            NO      No         No     13
## 996  3842-IYKUE Female            NO      No         No     35
## 997  6641-XRPSU Female            NO      No         No     34
## 998  1374-DMZUI Female           YES      No         No      4
## 999  2545-LXYVJ   Male            NO     Yes         No     72
## 1000 3234-VKACU   Male            NO      No         No      2
## 1001 8357-EQXFO Female            NO      No         No      7
## 1002 1989-PRJHP   Male           YES     Yes         No     27
## 1003 8120-JDCAM   Male            NO     Yes        Yes      4
## 1004 8917-FAEMR Female            NO      No         No     37
## 1005 7047-YXDMZ   Male            NO      No         No     21
## 1006 2858-EIMXH Female           YES     Yes         No     53
## 1007 9524-EGPJC Female            NO      No         No     18
## 1008 6993-OHLXR Female            NO      No         No      2
## 1009 8818-XYFCQ   Male            NO     Yes        Yes     32
## 1010 6419-ZTTLE   Male           YES     Yes         No     23
## 1011 0929-HYQEW   Male            NO      No         No      3
## 1012 6614-YOLAC Female            NO     Yes        Yes     71
## 1013 7426-RHZGU   Male            NO      No         No      9
## 1014 4065-JJAVA Female            NO      No         No      1
## 1015 4695-VADHF   Male            NO     Yes        Yes     18
## 1016 3863-IUBJR   Male            NO     Yes        Yes     12
## 1017 7649-SIJJF   Male            NO     Yes         No     71
## 1018 9361-YNQWJ Female            NO      No         No     64
## 1019 3748-FVMZZ   Male            NO      No         No      4
## 1020 9391-TTOYH Female            NO      No         No     23
## 1021 1452-XRSJV Female            NO     Yes        Yes     39
## 1022 3422-WJOYD   Male            NO     Yes         No     28
## 1023 8242-SOQUO Female           YES      No         No      5
## 1024 7460-ITWWP Female           YES     Yes         No     45
## 1025 7147-AYBAA   Male            NO      No         No     37
## 1026 7868-TMWMZ Female           YES     Yes         No     60
## 1027 4822-RVYBB   Male           YES      No         No      8
## 1028 6732-FZUGP Female            NO      No         No     47
## 1029 8436-BJUMM   Male            NO     Yes        Yes     26
## 1030 4184-TJFAN Female           YES     Yes        Yes      3
## 1031 8329-GWVPJ Female            NO     Yes        Yes     50
## 1032 1352-VHKAJ   Male            NO     Yes        Yes     27
## 1033 4145-UQXUQ Female           YES      No         No      8
## 1034 2632-TACXW Female            NO     Yes         No     62
## 1035 8146-QQKZH Female            NO     Yes         No     71
## 1036 1767-CJKBA   Male            NO      No         No     66
## 1037 6445-TNRXS   Male            NO     Yes        Yes     68
## 1038 4581-LNWUM Female            NO      No         No     13
## 1039 4869-EPIUS   Male            NO     Yes         No     56
## 1040 9948-YPTDG   Male            NO     Yes         No     38
## 1041 1236-WFCDV   Male           YES      No         No     14
## 1042 1915-OAKWD Female            NO      No        Yes     16
## 1043 7296-PIXQY Female            NO     Yes        Yes     14
## 1044 4883-QICIH   Male            NO     Yes        Yes     32
## 1045 3354-OADJP Female            NO      No         No      8
## 1046 3524-WQDSG Female            NO     Yes        Yes     43
## 1047 0810-DHDBD Female            NO      No         No     52
## 1048 4026-SKKHW   Male            NO      No         No      3
## 1049 2829-HYVZP   Male            NO      No         No     29
## 1050 8329-IBCTI Female            NO      No         No      1
## 1051 1271-SJBGZ   Male           YES      No         No     12
## 1052 3845-JHAMY Female            NO     Yes        Yes     16
## 1053 7013-PSXHK Female            NO      No         No     40
## 1054 5669-SRAIP Female            NO      No         No      5
## 1055 5981-ITEMU   Male            NO     Yes         No     40
## 1056 3486-NPGST Female            NO      No         No     36
## 1057 6941-PMGEP Female            NO      No         No      5
## 1058 1624-WOIWJ Female            NO      No         No     10
## 1059 2074-GKOWZ   Male            NO     Yes        Yes      2
## 1060 0376-YMCJC   Male            NO      No         No     23
## 1061 6100-FJZDG   Male            NO     Yes        Yes     26
## 1062 4829-ZLJTK Female           YES     Yes         No     72
## 1063 1730-VFMWO Female            NO     Yes         No     34
## 1064 7143-BQIBA   Male            NO      No         No     10
## 1065 3800-LYTRK Female            NO      No         No     14
## 1066 0634-SZPQA Female            NO      No         No     23
## 1067 9646-NMHXE   Male            NO     Yes         No     47
## 1068 7030-NJVDP   Male            NO     Yes         No     24
## 1069 5536-RTPWK   Male            NO     Yes         No     49
## 1070 8883-GRDWQ   Male           YES      No         No     20
## 1071 6166-ILMNY Female            NO      No         No      2
## 1072 3097-NNSPB Female            NO      No         No      2
## 1073 7771-ZONAT   Male            NO      No         No     22
## 1074 0655-RBDUG   Male            NO      No         No      7
## 1075 2111-DWYHN   Male            NO      No         No      1
## 1076 4194-WHFCB Female            NO     Yes        Yes     59
## 1077 4121-AGSIN Female            NO     Yes        Yes     58
## 1078 4361-BKAXE Female            NO      No         No     41
## 1079 9845-PEEKO Female           YES      No         No     59
## 1080 0455-XFASS Female            NO     Yes        Yes      3
## 1081 0301-KOBTQ   Male            NO      No         No     32
## 1082 1751-NCDLI   Male           YES     Yes         No     46
## 1084 9878-TNQGW   Male            NO      No         No      2
## 1085 9170-ARBTB Female            NO     Yes        Yes     52
## 1086 4441-NIHPT Female           YES      No         No     13
## 1087 8999-BOHSE Female           YES      No         No     11
## 1088 7241-AJHFS   Male            NO      No         No     32
## 1089 7029-RPUAV   Male           YES     Yes         No     17
## 1090 4546-FOKWR Female            NO      No         No     16
## 1091 9036-CSKBW Female            NO      No         No     51
## 1092 5832-TRLPB   Male            NO      No         No     29
## 1093 8590-YFFQO   Male            NO     Yes         No     70
## 1094 8659-IOOPU Female            NO     Yes        Yes     71
## 1095 1338-CECEE   Male            NO     Yes        Yes     41
## 1096 7439-DKZTW   Male            NO      No         No      1
## 1097 4646-QZXTF Female            NO     Yes         No      7
## 1098 4607-CHPCA   Male            NO     Yes        Yes     25
## 1099 9742-XOKTS   Male            NO     Yes        Yes     67
## 1100 6921-OZMFH   Male            NO     Yes        Yes      5
## 1101 9578-FOMUK   Male            NO      No        Yes     15
## 1102 4712-UYOOI Female            NO     Yes        Yes     20
## 1103 8824-RWFXJ   Male            NO     Yes        Yes      3
## 1104 7722-CVFXN   Male            NO     Yes        Yes     54
## 1105 8717-VCTXJ   Male            NO      No         No     42
## 1106 7363-QTBIW Female            NO     Yes         No      9
## 1107 4159-NAAIX Female            NO      No         No     63
## 1108 0971-QIFJK Female            NO     Yes         No     69
## 1109 9397-TZSHA Female            NO      No         No     69
## 1110 3391-JSQEW   Male            NO     Yes         No     40
## 1111 0343-QLUZP   Male            NO      No         No     60
## 1112 9763-PDTKK Female            NO      No         No      4
## 1113 2176-LVPNX Female           YES      No         No     71
## 1114 7627-JKIAZ Female            NO     Yes         No     37
## 1115 3312-UUMZW   Male            NO     Yes         No     32
## 1116 1271-UODNO   Male            NO      No         No     39
## 1117 8461-EFQYM Female            NO      No         No     38
## 1118 6900-RBKER   Male            NO      No         No     52
## 1119 6891-JPYFF Female            NO     Yes        Yes     48
## 1120 1459-QNFQT   Male            NO     Yes        Yes     70
## 1121 1047-NNCBF   Male            NO      No         No     20
## 1122 3696-XRIEN Female            NO      No         No     50
## 1123 4081-DYXAV Female            NO      No         No     19
## 1124 0074-HDKDG   Male            NO     Yes        Yes     25
## 1125 8791-GFXLZ   Male            NO      No         No     12
## 1126 8111-SLLHI   Male           YES     Yes         No     39
## 1127 0927-LCSMG   Male            NO      No         No      7
## 1128 9330-DHBFL Female            NO     Yes        Yes     23
## 1129 0098-BOWSO   Male            NO      No         No     27
## 1130 3452-ABWRL   Male           YES      No         No     47
## 1131 5859-HZYLF   Male            NO     Yes        Yes     26
## 1132 8257-RZAHR Female            NO     Yes         No     14
## 1133 5293-WXJAK Female           YES     Yes         No     11
## 1134 3156-QLHBO   Male            NO      No        Yes      2
## 1135 2208-NQBCT Female            NO     Yes        Yes     26
## 1136 1779-PWPMG Female           YES     Yes         No     72
## 1137 6621-NRZAK Female            NO     Yes        Yes     63
## 1138 0831-JNISG   Male            NO     Yes        Yes     71
## 1139 0774-IFUVM   Male            NO     Yes        Yes     11
## 1140 3082-WQRVY   Male           YES     Yes         No     14
## 1141 9553-DLCLU Female            NO      No        Yes     13
## 1142 1641-BYBTK   Male            NO      No        Yes      6
## 1143 2460-NGXBJ   Male           YES     Yes        Yes     11
## 1144 2446-ZKVAF   Male            NO     Yes         No     18
## 1145 0841-NULXI   Male            NO      No         No      1
## 1146 3522-CDKHF Female            NO     Yes         No     32
## 1147 1430-SFQSA   Male            NO      No         No     29
## 1148 0411-EZJZE Female            NO      No         No      3
## 1149 7851-WZEKY Female            NO      No         No      2
## 1150 8844-TONUD   Male            NO     Yes        Yes     13
## 1151 8807-ARQET Female            NO      No         No     41
## 1152 8992-CEUEN Female            NO      No         No      1
## 1153 4320-QMLLA   Male            NO      No         No      7
## 1154 8777-PVYGU Female            NO     Yes         No     52
## 1155 8292-ITGYJ Female            NO     Yes        Yes     45
## 1156 6870-ZWMNX   Male            NO     Yes         No     70
## 1157 0621-CXBKL Female            NO      No         No     53
## 1158 5268-DSMNQ Female           YES     Yes         No     62
## 1159 5334-JLAXU Female            NO     Yes         No     60
## 1160 4086-YQSNZ Female           YES     Yes         No      3
## 1161 6242-MBHPK Female           YES     Yes         No     23
## 1162 5868-CZJDR   Male            NO      No        Yes      1
## 1163 9359-UGBTK Female            NO      No         No     67
## 1164 0135-NMXAP Female            NO      No         No     12
## 1165 4782-OSFXZ Female           YES     Yes         No     71
## 1166 6479-OAUSD   Male            NO      No         No     25
## 1167 7129-ACFOG Female            NO      No         No      5
## 1168 4189-NAKJS   Male            NO      No         No     26
## 1169 5562-BETPV   Male            NO     Yes        Yes      1
## 1170 1282-IHQAC   Male           YES      No         No     70
## 1171 9127-FHJBZ   Male            NO     Yes        Yes     72
## 1172 6270-OMFIW   Male            NO     Yes         No     60
## 1173 1641-RQDAY Female           YES     Yes        Yes     32
## 1174 0107-WESLM   Male            NO      No         No      1
## 1175 6994-ORCWG Female            NO      No         No     14
## 1176 1346-UFHAX Female            NO      No         No     13
## 1177 3992-YWPKO Female            NO      No         No      6
## 1178 2933-XEUJM Female            NO      No         No     46
## 1179 0125-LZQXK   Male            NO      No         No     15
## 1180 5461-QKNTN   Male           YES     Yes         No     43
## 1181 4835-YSJMR   Male            NO      No         No     39
## 1182 8399-YNDCH   Male           YES      No         No     21
## 1183 3164-YAXFY   Male            NO      No         No     57
## 1184 0887-WBJVH Female            NO     Yes         No     53
## 1185 4660-IRIBM   Male            NO     Yes        Yes     18
## 1186 5673-FSSMF Female            NO      No         No      1
## 1187 7670-ZBPOQ Female            NO     Yes         No     58
## 1188 8089-UZWLX Female           YES      No         No     71
## 1189 0080-OROZO Female            NO      No         No     35
## 1190 3916-NRPAP   Male            NO      No         No      3
## 1191 6807-SIWJI   Male            NO      No         No     38
## 1192 8221-HVAYI   Male            NO     Yes        Yes     35
## 1193 1579-KLYDT   Male            NO      No         No      7
## 1194 5232-NXPAY Female            NO      No         No     47
## 1195 8967-SZQAS Female            NO      No         No     14
## 1196 4468-KAZHE Female           YES     Yes         No     20
## 1197 0455-ENTCR   Male            NO     Yes         No     66
## 1198 8944-AILEF   Male            NO     Yes         No     15
## 1199 5542-NKVRU Female            NO      No         No     42
## 1200 7126-RBHSD Female            NO     Yes         No     17
## 1201 5370-IIVVL   Male            NO      No         No     37
## 1202 6789-HJBWG Female            NO      No         No     12
## 1203 3927-NLNRY   Male            NO     Yes         No     53
## 1204 9087-EYCPR Female            NO      No         No     60
## 1205 6791-YBNAK   Male            NO     Yes        Yes     18
## 1206 6358-LYNGM   Male            NO      No         No      1
## 1207 6077-BDPXA Female            NO      No         No      3
## 1208 0013-MHZWF Female            NO      No        Yes      9
## 1209 5494-HECPR Female            NO      No         No      1
## 1210 8268-YDIXR   Male            NO     Yes         No     56
## 1211 9824-BEMCV   Male            NO     Yes        Yes     17
## 1212 1373-ORVIZ Female            NO     Yes        Yes     11
## 1213 4291-SHSBH   Male            NO      No         No      7
## 1214 6980-IMXXE Female            NO     Yes        Yes     69
## 1215 9866-QEVEE   Male            NO      No         No     19
## 1216 9897-KXHCM Female            NO     Yes        Yes      3
## 1217 0040-HALCW   Male            NO     Yes        Yes     54
## 1218 0784-GTUUK   Male            NO     Yes         No     62
## 1219 7979-CORPM   Male            NO      No         No     24
## 1220 2294-DMMUS Female            NO     Yes        Yes     62
## 1221 0872-JCPIB   Male            NO      No         No     17
## 1222 3055-MJDSB   Male            NO      No         No      9
## 1223 9091-WTUUY   Male            NO     Yes        Yes     64
## 1224 1618-CFHME Female            NO      No         No      2
## 1225 3165-HDOEW   Male            NO     Yes        Yes      1
## 1226 6581-NQCBA Female            NO     Yes         No     16
## 1227 7115-IRDHS Female            NO     Yes         No     72
## 1228 8496-DMZUK   Male            NO      No         No     30
## 1229 2040-VZIKE Female            NO     Yes         No     49
## 1230 9068-VPWQQ   Male            NO     Yes         No     61
## 1231 0178-SZBHO   Male            NO     Yes        Yes     47
## 1232 0384-RVBPI   Male            NO      No         No     20
## 1233 1689-MRZQR   Male            NO     Yes        Yes     34
## 1234 1299-AURJA Female            NO     Yes        Yes     70
## 1235 4525-VZCZG   Male            NO      No        Yes     54
## 1236 1543-LLLFT   Male           YES     Yes         No     61
## 1237 5835-BEQEU   Male            NO      No         No      3
## 1238 2788-CJQAQ   Male            NO      No         No     13
## 1239 5565-FILXA Female           YES      No         No     16
## 1240 0319-QZTCO Female            NO     Yes        Yes      3
## 1241 2120-SMPEX   Male            NO      No         No     25
## 1242 0096-FCPUF   Male            NO      No         No     30
## 1243 0668-OGMHD Female            NO     Yes         No     21
## 1244 5552-ZNFSJ   Male            NO      No         No      1
## 1245 2223-KAGMX Female            NO      No         No     15
## 1246 6507-ZJSUR   Male           YES     Yes         No     23
## 1247 9408-HRXRK Female            NO     Yes        Yes     45
## 1248 5593-SUAOO Female            NO     Yes        Yes     24
## 1249 7321-PKUYW Female            NO      No         No     11
## 1250 2833-SLKDQ   Male            NO      No         No      1
## 1251 6766-HFKLA Female            NO     Yes         No     56
## 1252 7595-EUIVN Female            NO      No         No      1
## 1253 7617-EYGLW   Male            NO      No         No      1
## 1254 2026-TGDHM Female            NO      No         No      7
## 1255 9220-ZNKJI Female           YES     Yes         No     55
## 1256 4030-VPZBD Female            NO      No         No      2
## 1257 2226-ICFDO Female            NO     Yes        Yes     72
## 1258 0723-VSOBE Female           YES      No         No     45
## 1259 5529-GIBVH Female            NO      No         No     47
## 1260 4187-CINZD Female           YES      No         No     46
## 1261 9992-UJOEL   Male            NO      No         No      2
## 1262 4741-WWJQZ Female            NO     Yes         No      2
## 1263 6625-UTXEW Female            NO     Yes         No     12
## 1264 6818-WOBHJ Female           YES     Yes         No     68
## 1265 6244-BESBM   Male            NO     Yes        Yes     69
## 1266 1004-NOZNR   Male           YES      No        Yes     56
## 1267 1251-STYSZ Female           YES      No         No      4
## 1268 2612-PHGOX   Male            NO     Yes         No     64
## 1269 2408-TZMJL   Male            NO     Yes         No     59
## 1270 8480-PPONV   Male            NO     Yes        Yes     62
## 1271 8780-IHCRN   Male            NO     Yes        Yes     63
## 1272 4598-ZADCK Female            NO      No         No     53
## 1273 1257-SXUXQ   Male            NO     Yes        Yes      5
## 1274 9681-KYGYB   Male           YES     Yes         No     49
## 1275 7182-OVLBJ Female            NO     Yes        Yes     62
## 1276 5095-ETBRJ Female            NO     Yes         No     55
## 1277 7005-CYUIL Female           YES     Yes         No     71
## 1278 4821-WQOYN Female            NO     Yes        Yes     72
## 1279 4730-AWNAU   Male            NO     Yes        Yes     36
## 1280 3452-FLHYD   Male            NO     Yes         No     25
## 1281 2388-LAESQ Female           YES     Yes         No     72
## 1282 9531-NSBMR Female            NO      No         No     36
## 1283 6260-ONULR   Male            NO      No         No      1
## 1284 4389-UEFCZ Female            NO     Yes         No     72
## 1285 8711-LOBKY   Male            NO     Yes        Yes     59
## 1286 9134-CEQMF   Male           YES     Yes         No      7
## 1287 8985-OOPOS Female            NO      No         No      1
## 1288 8800-ZKRFW Female            NO     Yes        Yes     30
## 1289 2616-FLVQC   Male            NO      No         No     64
## 1290 9968-FFVVH   Male            NO      No         No     63
## 1291 3108-PCCGG   Male           YES     Yes         No     72
## 1292 7993-PYKOF   Male            NO     Yes         No      8
## 1293 8390-FESFV Female            NO      No         No     62
## 1294 3022-BEXHZ   Male            NO     Yes        Yes     67
## 1295 5027-XWQHA   Male            NO      No         No      6
## 1296 6248-TKCQV Female            NO     Yes        Yes     70
## 1297 6729-GDNGC Female           YES      No         No     20
## 1298 6198-ZFIOJ Female            NO      No         No      5
## 1299 5989-OMNJE Female            NO     Yes        Yes     24
## 1300 4566-QVRRW Female            NO     Yes         No     11
## 1301 1291-CUOCY   Male            NO     Yes         No     72
## 1302 9795-SHUHB Female            NO     Yes        Yes     66
## 1303 3230-IUALN Female            NO     Yes        Yes     45
## 1304 0042-RLHYP Female            NO     Yes        Yes     69
## 1305 8519-IMDHU   Male           YES     Yes         No     15
## 1306 4945-RVMTE Female            NO      No         No     28
## 1307 0201-OAMXR Female            NO      No         No     70
## 1308 1866-NXPSP Female            NO      No         No     36
## 1309 3372-KWFBM   Male           YES      No         No     16
## 1310 7831-QGOXH Female            NO      No         No     18
## 1311 6393-WRYZE Female            NO     Yes         No     34
## 1312 3941-XTSKM   Male            NO     Yes        Yes     42
## 1313 1661-CZBAU   Male            NO      No         No     48
## 1314 6599-RCLCJ   Male            NO     Yes         No     47
## 1315 9831-BPFRI Female            NO     Yes        Yes     39
## 1316 5158-RIVOP Female            NO     Yes        Yes     11
## 1317 9788-YTFGE   Male            NO      No         No      7
## 1318 9277-JOOMO Female            NO      No         No      3
## 1319 1907-YLNYW   Male            NO      No         No      8
## 1320 1725-MIMXW   Male            NO      No        Yes      1
## 1321 8947-YRTDV   Male            NO     Yes        Yes     32
## 1322 3161-ONRWK   Male            NO     Yes        Yes     60
## 1323 0114-RSRRW Female            NO     Yes         No     10
## 1324 4565-NLZBV Female            NO     Yes         No     71
## 1325 0031-PVLZI Female            NO     Yes        Yes      4
## 1326 7206-GZCDC Female           YES      No         No      1
## 1327 6682-VCIXC Female            NO     Yes        Yes     43
## 1328 4791-QRGMF   Male            NO     Yes         No     59
## 1329 6475-VHUIZ Female            NO     Yes         No     23
## 1330 3910-MRQOY Female            NO     Yes         No     72
## 1331 0661-WCQNQ   Male            NO     Yes         No     22
## 1332 7537-RBWEA Female            NO      No         No      1
## 1333 4656-CAURT   Male            NO      No         No     69
## 1334 0121-SNYRK   Male            NO      No         No     50
## 1335 1768-ZAIFU Female           YES      No         No      1
## 1336 4671-LXRDQ   Male            NO      No         No      2
## 1337 3733-LSYCE Female            NO     Yes         No     15
## 1338 6265-FRMTQ   Male            NO      No         No     31
## 1339 1934-SJVJK   Male            NO      No         No      1
## 1340 3838-OZURD   Male            NO     Yes         No     66
## 1342 9269-CQOOL   Male            NO      No        Yes      3
## 1343 2017-CCBLH Female            NO      No         No      8
## 1344 7690-KPNCU   Male            NO     Yes        Yes     64
## 1345 0536-BGFMZ Female            NO     Yes         No     28
## 1346 2293-IJWPS Female            NO     Yes         No     57
## 1347 2845-HSJCY Female            NO     Yes        Yes     14
## 1348 5469-NUJUR   Male            NO      No         No     19
## 1349 1184-PJVDB   Male            NO     Yes         No     10
## 1350 2625-TRCZQ Female            NO     Yes         No     51
## 1351 4102-HLENU Female            NO     Yes         No     67
## 1352 7266-GSSJX   Male            NO     Yes        Yes     11
## 1353 7722-VJRQD   Male            NO     Yes        Yes     72
## 1354 7073-QETQY   Male            NO     Yes        Yes     66
## 1355 9415-DPEWS Female            NO      No         No     18
## 1356 5624-RYAMH Female            NO      No         No      9
## 1357 0196-JTUQI Female            NO      No         No      9
## 1358 7130-YXBRO   Male            NO     Yes         No     48
## 1359 9272-LSVYH   Male            NO      No         No     10
## 1360 7943-RQCHR Female            NO      No         No      9
## 1361 3793-MMFUH Female           YES      No         No     13
## 1362 3249-ZPQRG   Male            NO      No         No      4
## 1363 2568-BRGYX   Male            NO      No         No      4
## 1364 3084-DOWLE Female            NO     Yes         No     72
## 1365 1084-MNSMJ Female            NO     Yes        Yes     51
## 1366 7721-JXEAW   Male            NO     Yes         No     59
## 1367 7249-WBIYX   Male            NO     Yes         No     10
## 1368 4238-HFHSN   Male           YES     Yes         No     61
## 1369 6250-CGGUN   Male            NO      No         No     54
## 1370 5478-JJVZK Female            NO      No         No     33
## 1371 7596-IIWYC Female            NO      No         No     27
## 1372 6567-HOOPW Female           YES      No         No      1
## 1373 9793-WECQC   Male            NO      No         No     23
## 1374 4291-HPAXL   Male            NO      No        Yes      1
## 1375 8999-YPYBV   Male            NO     Yes        Yes     45
## 1376 1839-FBNFR Female            NO     Yes        Yes     39
## 1377 3164-AALRN   Male            NO      No         No      5
## 1378 3071-MVJCD   Male            NO     Yes        Yes     72
## 1379 1697-BCSHV Female            NO     Yes        Yes     58
## 1380 0562-KBDVM Female            NO      No         No     70
## 1381 1131-SUEKT   Male            NO     Yes        Yes     61
## 1382 3717-OEAUQ   Male            NO      No         No      2
## 1383 4538-WNTMJ Female            NO     Yes        Yes     46
## 1384 3334-CTHOL Female            NO      No         No      1
## 1385 4704-ERYFC Female            NO     Yes         No     22
## 1386 9432-RUVSL Female            NO      No         No     48
## 1387 8060-HIWJJ   Male            NO      No         No     64
## 1388 7684-XSZIY   Male            NO     Yes        Yes     72
## 1389 9089-UOWJG Female            NO     Yes        Yes     12
## 1390 8621-MNIHH Female           YES     Yes         No     34
## 1391 8039-ACLPL Female            NO     Yes        Yes     72
## 1392 9885-AIBVB   Male            NO     Yes         No     29
## 1393 1934-MKPXS   Male            NO     Yes        Yes     33
## 1394 2592-YKDIF Female            NO      No         No      1
## 1395 2272-JKMSI Female            NO     Yes        Yes     62
## 1396 0471-LVHGK   Male            NO     Yes         No     41
## 1397 9518-RWHZL Female            NO      No         No     64
## 1398 8714-CTZJW Female            NO      No         No      4
## 1399 3569-EDBPQ Female            NO      No         No     24
## 1400 3131-NWVFJ Female            NO     Yes        Yes     14
## 1401 7521-YXVZY   Male            NO      No        Yes      3
## 1402 5419-CONWX Female           YES      No         No      4
## 1403 6240-EURKS Female            NO      No        Yes     18
## 1404 2373-NTKOD   Male            NO      No         No      8
## 1405 1970-KKFWL Female            NO      No         No     35
## 1406 6960-HVYXR Female            NO      No         No      1
## 1407 9337-SRRNI   Male            NO      No        Yes     66
## 1408 0895-UADGO   Male            NO      No        Yes      8
## 1409 5678-VFNEQ Female            NO     Yes         No     71
## 1410 5977-CKHON Female            NO     Yes        Yes     43
## 1411 7024-OHCCK Female           YES      No         No      2
## 1412 2692-BUCFV   Male           YES      No         No     29
## 1413 7861-UVUFT Female            NO     Yes         No     15
## 1414 1830-GGFNM   Male            NO     Yes        Yes     65
## 1415 5302-BDJNT   Male            NO      No         No     35
## 1416 5223-UZAVK   Male            NO      No         No     64
## 1417 4859-ZSRDZ Female            NO     Yes        Yes     58
## 1418 5651-WYIPH Female           YES      No         No     18
## 1419 9350-VLHMB   Male            NO     Yes        Yes     67
## 1420 3498-LZGQZ   Male            NO     Yes        Yes     63
## 1421 8785-CJSHH Female            NO     Yes         No     60
## 1422 5357-TZHPP   Male           YES      No         No      9
## 1423 3870-SPZSI Female            NO     Yes        Yes     70
## 1424 0680-DFNNY   Male            NO     Yes         No     15
## 1425 7560-QRBXH Female            NO      No        Yes     48
## 1426 7077-XJMET   Male            NO     Yes         No     12
## 1427 8752-GHJFU   Male           YES     Yes         No     71
## 1428 6896-SRVYQ   Male           YES      No         No     44
## 1429 7767-UXAGJ   Male            NO      No         No      1
## 1430 4652-ODEVH   Male            NO     Yes        Yes     45
## 1431 6510-UPNKS Female            NO      No         No     23
## 1432 6718-BDGHG Female            NO     Yes         No     43
## 1433 9046-DQMTP   Male            NO      No         No     35
## 1434 6439-LAJXL   Male            NO     Yes         No      9
## 1435 1571-SAVHK   Male            NO      No         No     12
## 1436 9052-VKDUW Female           YES     Yes         No     65
## 1437 9546-CQJSU Female            NO      No         No      2
## 1438 1666-JZPZT   Male            NO      No         No     27
## 1439 5777-KJIRB Female            NO      No         No     40
## 1440 0506-LVNGN Female           YES      No         No      5
## 1441 7677-SJJJK   Male            NO     Yes        Yes      8
## 1442 2480-EJWYP Female           YES     Yes         No     58
## 1443 3253-HKOKL Female            NO     Yes        Yes     52
## 1444 7055-HNEOJ   Male            NO     Yes         No      3
## 1445 5514-YQENT   Male            NO      No        Yes     41
## 1446 3211-AAPKX   Male            NO      No         No     20
## 1447 8445-DNBAE   Male            NO      No        Yes      1
## 1448 2951-QOQTK   Male            NO      No        Yes      4
## 1449 2958-NHPPS   Male            NO      No         No     23
## 1450 6806-YDEUL Female           YES      No         No      6
## 1451 1735-XMJVH   Male            NO     Yes        Yes      8
## 1452 6890-PFRQX   Male            NO      No         No     18
## 1453 0222-CNVPT   Male           YES      No         No     52
## 1454 5899-OUVKV   Male            NO      No         No     31
## 1455 8681-ICONS   Male            NO     Yes        Yes     29
## 1456 1621-YNCJH Female            NO     Yes         No     36
## 1457 3473-XIIIT Female            NO     Yes         No     16
## 1458 6362-QHAFM   Male            NO     Yes         No     42
## 1459 7893-IXHRQ   Male            NO      No         No      1
## 1460 3070-BDOQC Female            NO      No         No     60
## 1461 2952-QAYZF   Male            NO      No         No      5
## 1462 6234-PFPXL   Male            NO     Yes         No     22
## 1463 9824-QCJPK   Male            NO     Yes         No     36
## 1464 4763-PGDPO Female            NO      No         No      4
## 1465 4283-IVYCI   Male            NO      No         No      9
## 1466 1866-OBPNR   Male            NO     Yes        Yes      1
## 1467 8205-MQUGY   Male            NO     Yes        Yes     12
## 1468 8970-ANWXO Female            NO      No         No     23
## 1469 9480-BQJEI   Male            NO      No         No     62
## 1470 5394-SVGJV   Male            NO      No         No     37
## 1471 6979-TNDEU Female            NO      No         No      8
## 1472 9777-WJJPR   Male            NO     Yes         No     31
## 1473 9283-LZQOH   Male            NO     Yes        Yes     13
## 1474 7079-QRCBC Female            NO      No         No     24
## 1475 9495-SKLKD   Male            NO     Yes        Yes     45
## 1476 6048-UWKAL Female           YES     Yes         No     69
## 1477 5067-DGXLL   Male            NO      No         No      2
## 1478 5469-CTCWN   Male            NO     Yes        Yes     61
## 1479 9851-QXEEQ   Male            NO      No         No     41
## 1480 6281-FKEWS Female            NO      No         No     44
## 1481 8898-KASCD   Male            NO      No         No     39
## 1482 9242-TKFSV   Male            NO     Yes        Yes     72
## 1483 9290-SHCMB Female           YES      No         No     13
## 1484 0743-HNPFG Female            NO     Yes        Yes     51
## 1485 2277-BKJKN Female           YES     Yes         No     71
## 1486 9809-IMGCQ   Male           YES      No         No     22
## 1487 5208-HFSBT Female            NO      No         No      2
## 1488 5035-PGZXH Female            NO      No         No     56
## 1489 8695-WDYEA   Male            NO      No         No      1
## 1490 6543-JXSOO Female            NO     Yes        Yes     23
## 1491 8016-ZMGMO Female           YES     Yes         No     66
## 1492 8605-ITULD Female            NO      No         No      1
## 1493 3254-YRILK   Male           YES      No         No     19
## 1494 6416-YJTTB   Male            NO      No         No     11
## 1495 2667-WYLWJ Female            NO     Yes        Yes      8
## 1496 4472-VESGY Female            NO     Yes        Yes     52
## 1497 3195-TQDZX   Male            NO      No         No      3
## 1498 3128-YOVTD Female            NO     Yes        Yes     51
## 1499 0529-ONKER   Male           YES      No         No     15
## 1500 1728-CXQBE   Male           YES     Yes         No     64
## 1501 7041-TXQJH Female            NO      No         No     37
## 1502 5014-GSOUQ   Male            NO      No         No     13
## 1503 5724-BIDBU   Male            NO     Yes         No     49
## 1504 0481-SUMCB Female           YES      No         No     45
## 1505 1769-GRUIK Female            NO      No         No     18
## 1506 5240-IJOQT   Male           YES      No         No      1
## 1507 8819-WFGGJ   Male            NO     Yes         No     68
## 1508 7427-AUFPY   Male            NO      No         No     54
## 1509 2811-POVEX Female           YES     Yes        Yes     23
## 1510 1092-GANHU   Male            NO      No         No     17
## 1511 7898-PDWQE   Male            NO     Yes         No     71
## 1512 9972-EWRJS Female            NO     Yes        Yes     67
## 1513 9314-IJWSQ Female            NO     Yes        Yes     14
## 1514 0661-XEYAN Female           YES      No         No      1
## 1515 5799-JRCZO Female            NO      No        Yes     63
## 1516 1921-KYSAY Female            NO      No         No     41
## 1517 6198-RTPMF Female            NO     Yes         No     17
## 1518 2924-KHUVI   Male            NO     Yes         No     56
## 1519 1925-GMVBW Female            NO      No         No      5
## 1520 7881-EVUAD Female            NO      No         No      2
## 1521 6184-DYUOB Female            NO     Yes         No      3
## 1522 9207-ZPANB   Male            NO      No         No     37
## 1523 5766-XQXMQ Female            NO      No         No     29
## 1524 9327-QSDED   Male            NO      No         No      8
## 1525 1656-DRSMG Female            NO      No         No     63
## 1526 3012-VFFMN Female            NO     Yes        Yes      7
## 1527 2984-AFWNC Female            NO      No         No      3
## 1528 0640-YJTPY   Male            NO     Yes        Yes     72
## 1529 8096-LOIST Female            NO      No         No     19
## 1530 9764-REAFF Female            NO     Yes         No     59
## 1531 3703-VAVCL   Male            NO     Yes        Yes      2
## 1532 7107-UBYKY Female            NO     Yes        Yes     35
## 1533 4881-GQJTW   Male            NO      No         No     14
## 1534 8519-QJGJD Female            NO      No         No     14
## 1535 7876-DNYAP Female            NO     Yes        Yes     69
## 1536 7905-NJMXS   Male           YES     Yes         No      7
## 1537 2882-WDTBA   Male            NO     Yes        Yes     69
## 1538 2091-GPPIQ Female            NO     Yes        Yes     72
## 1539 6326-MTTXK   Male            NO      No         No      8
## 1540 5071-FBJFS Female            NO     Yes        Yes      4
## 1541 2796-UUZZO   Male            NO     Yes        Yes     63
## 1542 2429-AYKKO   Male            NO      No         No     72
## 1543 9798-OPFEM Female            NO      No         No     46
## 1544 0330-IVZHA Female            NO     Yes         No      5
## 1545 3794-NFNCH   Male            NO     Yes         No     30
## 1546 5193-QLVZB   Male            NO      No         No     63
## 1547 7114-AEOZE Female            NO      No         No     60
## 1548 2886-KEFUM Female            NO     Yes         No     63
## 1549 5522-NYKPB   Male            NO     Yes        Yes     25
## 1550 4237-RLAQD   Male            NO      No         No      1
## 1551 9957-YODKZ   Male           YES     Yes         No      6
## 1552 6518-KZXCB   Male            NO      No         No     22
## 1553 2245-ADZFJ Female            NO     Yes        Yes     31
## 1554 7776-QGYJC Female            NO     Yes        Yes     39
## 1555 9313-QOLTZ   Male            NO      No         No     26
## 1556 9651-GTSAQ Female            NO     Yes         No     53
## 1557 3186-BAXNB Female            NO      No         No      1
## 1558 4672-FOTSD   Male            NO      No         No     12
## 1559 0637-YLETY Female            NO      No         No     16
## 1560 9818-XQCUV Female            NO      No         No      2
## 1561 7338-ERIVA   Male            NO      No        Yes     39
## 1562 1157-BQCUW   Male            NO      No         No      1
## 1563 8259-NFJTV Female            NO     Yes        Yes      7
## 1564 3223-DWFIO   Male           YES      No         No      4
## 1565 2660-EMUBI   Male           YES      No         No     10
## 1566 6968-GMKPR Female            NO      No         No     55
## 1567 4751-ERMAN   Male            NO     Yes        Yes     72
## 1568 1436-ZMJAN Female            NO     Yes         No     10
## 1569 3292-PBZEJ   Male           YES      No         No     11
## 1570 0799-DDIHE Female            NO     Yes        Yes     15
## 1571 3070-FNFZQ Female            NO     Yes        Yes     23
## 1572 2812-SFXMJ   Male            NO      No        Yes      1
## 1573 7675-OZCZG Female           YES      No         No      3
## 1574 5014-WUQMG   Male            NO     Yes        Yes     47
## 1575 5312-TSZVC Female            NO      No        Yes     15
## 1576 2003-CKLOR   Male            NO      No         No     66
## 1577 0993-OSGPT Female           YES     Yes         No     68
## 1578 9254-RBFON Female            NO     Yes        Yes     17
## 1579 1205-WNWPJ Female            NO      No         No      7
## 1580 9391-EOYLI   Male           YES     Yes         No     12
## 1581 7108-DGVUU Female           YES     Yes         No     21
## 1582 2782-JEEBU   Male            NO      No         No     21
## 1583 5127-BZENZ Female            NO     Yes        Yes     56
## 1584 2720-FVBQP Female            NO     Yes        Yes      6
## 1585 9906-NHHVC Female           YES      No         No     65
## 1586 4522-XRWWI   Male            NO     Yes         No     42
## 1587 3766-EJLFL Female            NO     Yes        Yes     68
## 1588 5939-SXWHM   Male            NO     Yes        Yes     48
## 1589 8152-UOBNY Female           YES      No         No     50
## 1590 7351-KYHQH Female           YES      No         No      7
## 1591 7643-RCHXS Female            NO     Yes        Yes     63
## 1592 8246-SHFGA   Male            NO      No         No     17
## 1593 8387-MOJJT Female            NO     Yes        Yes     42
## 1594 0620-XEFWH   Male            NO     Yes        Yes      4
## 1595 6485-QXWWE Female            NO      No        Yes     62
## 1596 2761-OCIAX   Male           YES      No         No      2
## 1597 7321-VGNKU Female            NO     Yes         No      2
## 1598 5327-CNLUQ   Male            NO     Yes         No     48
## 1599 7552-KEYGT   Male            NO     Yes         No     27
## 1600 5816-JMLGY Female            NO     Yes        Yes     70
## 1601 3068-OMWZA   Male           YES      No         No      1
## 1602 2927-QRRQV   Male            NO     Yes         No     46
## 1603 6032-KRXXO   Male            NO      No         No     30
## 1604 7459-RRWQZ Female            NO      No         No     15
## 1605 6265-SXWBU   Male            NO     Yes        Yes     69
## 1606 7941-RCJOW   Male            NO      No         No     65
## 1607 6374-NTQLP   Male           YES     Yes        Yes     72
## 1608 4154-AQUGT   Male           YES     Yes         No     13
## 1609 2387-KDZQY   Male            NO      No         No     17
## 1610 3584-WKTTW   Male            NO     Yes         No     51
## 1611 3399-BMLVW   Male            NO     Yes        Yes     51
## 1612 1971-DTCZB Female            NO     Yes         No     72
## 1613 3092-IGHWF   Male            NO     Yes        Yes     67
## 1614 3374-PZLXD   Male            NO      No         No     34
## 1615 3813-DHBBB   Male            NO     Yes         No     67
## 1616 2812-REYAT Female            NO     Yes         No     49
## 1617 6518-PPLMZ   Male            NO     Yes        Yes     53
## 1618 4939-KYYPY   Male            NO      No         No     27
## 1619 8017-LXHFA Female           YES      No         No     23
## 1620 5930-GBIWP   Male            NO      No         No     69
## 1621 6022-KOUQO Female            NO     Yes        Yes      2
## 1622 6352-TWCAU Female            NO      No         No     35
## 1623 2361-UPSND Female            NO     Yes         No     46
## 1624 6035-RIIOM Female            NO      No         No     54
## 1625 2929-QNSRW Female            NO     Yes         No     56
## 1626 1262-OPMFY Female            NO     Yes         No      9
## 1627 9504-DSHWM   Male            NO      No         No     20
## 1628 5035-BVCXS   Male            NO      No         No     11
## 1629 6267-DCFFZ Female           YES     Yes         No     30
## 1630 3533-UVMOM   Male            NO     Yes         No     68
## 1631 2439-LYPMQ   Male           YES     Yes         No     38
## 1632 4248-QPAVC Female           YES     Yes         No     17
## 1633 1899-VXWXM   Male            NO      No         No     48
## 1634 1478-VPOAD Female            NO      No         No      1
## 1635 9995-HOTOH   Male            NO     Yes        Yes     63
## 1636 2988-PLAHS Female            NO      No         No      3
## 1637 1371-OJCEK Female            NO      No         No     48
## 1638 4999-IEZLT   Male            NO      No         No     66
## 1639 8883-ANODQ Female            NO     Yes        Yes     68
## 1640 4690-LLKUA   Male           YES      No         No     17
## 1641 2351-RRBUE Female            NO     Yes        Yes      7
## 1642 5980-BDHPY   Male            NO     Yes         No     72
## 1643 1498-DQNRX Female            NO     Yes         No     29
## 1644 9469-WEJBT   Male            NO     Yes         No     37
## 1645 3331-HQDTW Female            NO      No         No     34
## 1646 9490-DFPMD Female           YES      No         No     42
## 1647 2581-VKIRT Female            NO     Yes        Yes     59
## 1648 5442-XSDCW   Male            NO     Yes        Yes     11
## 1649 7426-WEIJX   Male           YES     Yes        Yes     60
## 1650 2851-MMUTZ Female            NO      No         No     27
## 1651 3049-NDXFL Female            NO      No         No      1
## 1652 8580-AECUZ   Male           YES      No         No      1
## 1653 3307-TLCUD   Male            NO     Yes         No     17
## 1654 6625-FLENO   Male            NO     Yes         No     58
## 1655 2967-MXRAV   Male            NO     Yes        Yes      1
## 1656 7963-GQRMY Female            NO     Yes        Yes      3
## 1657 8189-HBVRW Female            NO      No         No     53
## 1658 4163-KIUHY   Male            NO      No         No     35
## 1659 1228-FZFRV   Male            NO     Yes        Yes     50
## 1660 3500-NSDOA   Male            NO     Yes        Yes     68
## 1661 1171-TYKUR   Male            NO     Yes         No     47
## 1662 3761-FLYZI Female           YES     Yes         No     65
## 1663 2058-DCJBE   Male            NO      No         No      5
## 1664 5364-XYIRR   Male            NO     Yes         No     51
## 1665 4829-AUOAX Female            NO      No         No     46
## 1666 1219-NNDDO Female            NO      No         No      9
## 1667 8388-DMKAE Female            NO      No         No      8
## 1668 4403-BWPAY   Male            NO      No         No     14
## 1669 9659-QEQSY Female            NO      No         No     45
## 1670 5405-ZMYXQ Female            NO      No         No      8
## 1671 5047-LHVLY   Male           YES      No        Yes      1
## 1672 1442-OKRJE   Male            NO     Yes        Yes     66
## 1673 4737-AQCPU   Male            NO     Yes        Yes     72
## 1674 9158-VCTQB Female            NO     Yes         No     41
## 1675 2808-CHTDM Female            NO     Yes        Yes     23
## 1676 6311-UEUME Female            NO      No         No     29
## 1677 0793-TWELN Female            NO      No         No      4
## 1678 3283-WCWXT   Male            NO     Yes        Yes      6
## 1679 1060-ENTOF Female           YES     Yes         No     67
## 1680 0999-QXNSA   Male           YES      No        Yes      7
## 1681 5451-MHQOF   Male            NO     Yes        Yes     56
## 1682 4836-WNFNO Female            NO     Yes         No     72
## 1683 9225-BZLNZ   Male            NO     Yes         No     72
## 1684 0354-VXMJC   Male            NO     Yes        Yes     23
## 1685 4422-QVIJA Female            NO      No        Yes     35
## 1686 9365-SRSZE   Male           YES     Yes         No     27
## 1687 6839-ITVZJ Female            NO     Yes        Yes     26
## 1688 8332-OSJDW   Male            NO     Yes        Yes     12
## 1689 4735-BJKOU Female            NO      No         No     40
## 1690 0274-JKUJR   Male            NO     Yes        Yes      7
## 1691 5740-YHGTW   Male            NO     Yes        Yes     70
## 1692 8917-SZTTJ   Male            NO     Yes        Yes     60
## 1693 1696-MZVAU   Male            NO     Yes        Yes     39
## 1694 7359-WWYJV   Male            NO     Yes         No     72
## 1695 0375-HVGXO Female            NO      No         No      1
## 1696 4906-ZHGPK   Male            NO     Yes        Yes     54
## 1697 8593-WHYHV   Male            NO      No         No      3
## 1698 3795-GWTRD Female            NO     Yes        Yes     63
## 1699 1298-PHBTI   Male            NO     Yes        Yes     71
## 1700 6223-DHJGV Female            NO      No         No     42
## 1701 6961-MJKBO   Male            NO      No         No     47
## 1702 6097-EQISJ Female            NO     Yes        Yes     66
## 1703 4423-YLHDV Female            NO     Yes         No     21
## 1704 8158-WPEZG   Male            NO      No         No     11
## 1705 0107-YHINA   Male            NO      No        Yes      1
## 1706 4918-FYJNT Female           YES     Yes         No     55
## 1707 0727-BNRLG   Male            NO      No         No     69
## 1708 4854-CIDCF Female           YES      No         No      3
## 1709 8640-SDGKB   Male            NO      No         No      4
## 1710 3280-MRDOF   Male           YES      No         No     30
## 1711 6435-SRWBJ Female            NO      No         No      5
## 1712 9964-WBQDJ Female            NO     Yes         No     71
## 1713 6303-KFWSL Female            NO      No         No     29
## 1714 1702-CCFNJ   Male            NO     Yes         No     52
## 1715 8932-CZHRQ   Male            NO      No         No     68
## 1716 0386-CWRGM Female            NO     Yes        Yes     46
## 1717 5515-RUGKN   Male            NO      No         No      8
## 1718 0404-AHASP   Male            NO     Yes         No     72
## 1719 7279-NMVJC Female            NO      No         No     17
## 1720 2081-VEYEH   Male            NO      No         No      3
## 1721 6407-UTSLV Female           YES      No         No      2
## 1722 4116-TZAQJ Female            NO      No         No      9
## 1723 9060-HJJRW Female            NO      No         No     51
## 1724 2587-YNLES Female            NO     Yes        Yes      6
## 1725 7398-SKNQZ Female            NO     Yes         No      3
## 1726 5935-FCCNB Female           YES      No         No     17
## 1727 1958-RNRKS   Male            NO     Yes         No     30
## 1728 5136-RGMZO   Male            NO      No         No     31
## 1729 8345-MVDYC Female            NO      No         No     45
## 1730 8226-BXGES   Male            NO     Yes         No     64
## 1731 3877-JRJIP   Male            NO      No         No      1
## 1732 8375-DKEBR Female           YES      No         No      1
## 1733 9705-IOVQQ   Male           YES     Yes        Yes     61
## 1734 1015-OWJKI   Male            NO      No         No      1
## 1735 7511-YMXVQ   Male            NO      No         No      9
## 1736 2040-XBAVJ   Male            NO     Yes        Yes     72
## 1737 7551-JOHTI Female            NO      No         No      1
## 1738 8887-IPQNC Female            NO     Yes         No      7
## 1739 8646-JCOMS Female            NO     Yes         No     66
## 1740 9804-ICWBG   Male            NO      No         No      1
## 1741 1222-KJNZD   Male            NO     Yes        Yes     40
## 1742 0106-GHRQR   Male            NO      No         No     16
## 1743 5318-IXUZF Female            NO      No         No      2
## 1744 3768-VHXQO   Male            NO     Yes         No     67
## 1745 8952-WCVCD Female            NO     Yes         No     41
## 1746 2418-TPEUN Female            NO     Yes        Yes     56
## 1747 3963-RYFNS Female            NO      No         No     72
## 1748 3198-VELRD Female            NO     Yes        Yes      3
## 1749 8540-ZQGEA Female            NO     Yes         No     54
## 1750 1320-REHCS   Male           YES      No         No     52
## 1751 4137-JOPHL Female            NO      No         No     50
## 1752 9436-ZBZCT   Male            NO      No         No     14
## 1753 7801-CEDNV   Male            NO     Yes         No     27
## 1754 2057-BOYKM Female           YES     Yes         No     72
## 1755 3658-QQJYD   Male            NO      No         No     62
## 1756 1803-BGNBD Female            NO      No         No     12
## 1757 0134-XWXCE Female           YES      No         No     44
## 1758 6950-TWMYB   Male            NO     Yes        Yes     54
## 1759 5848-FHRFC Female            NO      No         No     68
## 1760 2243-FNMMI   Male            NO      No         No     20
## 1761 2511-MORQY   Male            NO     Yes        Yes     50
## 1762 5356-KZCKT   Male            NO      No         No     58
## 1763 9470-XCCEM   Male            NO     Yes        Yes     35
## 1764 6519-CFDBX Female            NO      No         No      2
## 1765 3902-MIVLE   Male            NO     Yes        Yes     63
## 1766 0409-WTMPL Female            NO     Yes         No     58
## 1767 8763-KIAFH Female            NO     Yes        Yes     27
## 1768 3669-WHAFY Female            NO     Yes         No     71
## 1769 3055-VTCGS Female            NO      No         No     63
## 1770 3144-KMTWZ   Male            NO     Yes         No     71
## 1771 7279-BUYWN Female           YES      No         No     41
## 1772 7156-MHUGY   Male           YES      No         No     13
## 1773 7198-GLXTC   Male            NO      No         No      2
## 1774 2007-QVGAW Female            NO     Yes        Yes     68
## 1775 5207-PLSTK   Male            NO     Yes        Yes      1
## 1776 2307-FYNNL   Male           YES      No         No     65
## 1777 5605-XNWEN   Male           YES     Yes         No     72
## 1778 2155-AMQRX Female            NO      No         No     28
## 1779 6181-AXXYF   Male            NO     Yes        Yes     72
## 1780 5091-HFAZW Female            NO      No         No      2
## 1781 0516-VRYBW Female            NO      No        Yes     18
## 1782 2519-LBNQL   Male           YES     Yes         No     60
## 1783 8623-ULFNQ Female           YES      No         No     26
## 1784 8380-PEFPE   Male            NO      No        Yes      1
## 1785 5687-DKDTV Female            NO      No         No      4
## 1786 1568-LJSZU   Male            NO     Yes        Yes     68
## 1787 7530-HDYDS Female            NO      No         No     38
## 1788 7789-HKSBS Female           YES     Yes         No     42
## 1789 7416-CKTEP Female            NO     Yes         No     57
## 1790 2586-CWXVV   Male            NO     Yes         No     54
## 1791 3096-IZETN Female            NO      No         No     12
## 1792 2348-KCJLT Female            NO     Yes         No     44
## 1793 8401-EMUWF   Male            NO     Yes        Yes     42
## 1794 4193-IBKSW   Male            NO     Yes        Yes     72
## 1795 5377-NDTOU Female            NO     Yes        Yes     71
## 1796 5922-ABDVO Female            NO     Yes         No     19
## 1797 2474-LCNUE Female            NO     Yes         No     23
## 1798 0839-QNXME Female            NO      No         No     30
## 1799 3506-OVLKD   Male            NO      No         No     35
## 1800 9172-ANCRX Female            NO      No         No     10
## 1801 6650-VJONK   Male            NO      No         No      1
## 1802 2178-PMGCJ   Male            NO      No         No     22
## 1803 7492-TAFJD   Male            NO     Yes        Yes      7
## 1804 2773-MADBQ Female            NO      No         No     36
## 1805 6016-LVTJQ Female            NO     Yes        Yes     34
## 1806 7860-KSUGX   Male            NO     Yes        Yes     72
## 1807 8966-KZXXA   Male            NO     Yes        Yes     36
## 1808 6910-HADCM Female            NO      No         No      1
## 1809 4816-LXZYW Female            NO      No         No     23
## 1810 9606-PBKBQ   Male           YES     Yes         No     32
## 1811 5149-QYTTU Female            NO     Yes        Yes     71
## 1812 2070-XYMFH Female           YES      No         No     23
## 1813 2085-BOJKI   Male            NO     Yes         No     17
## 1814 0817-HSUSE   Male            NO      No         No      1
## 1815 5442-PPTJY   Male            NO     Yes        Yes     12
## 1816 1927-QEWMY Female            NO     Yes         No     72
## 1817 1663-MHLHE   Male            NO      No         No      1
## 1818 5663-QBGIS   Male           YES     Yes         No     72
## 1819 4450-MDZFX   Male            NO     Yes        Yes     60
## 1820 6701-DHKWQ Female            NO     Yes        Yes     61
## 1821 7554-AKDQF Female            NO     Yes         No      6
## 1822 3536-IQCTX   Male           YES     Yes         No     32
## 1823 4911-BANWH Female            NO      No        Yes     31
## 1824 8496-EJAUI   Male            NO      No         No     19
## 1825 0794-YVSGE   Male            NO     Yes        Yes     72
## 1826 5423-BHIXO Female            NO      No         No     32
## 1827 6908-VVYHM   Male            NO     Yes         No     65
## 1828 2959-EEXWB Female            NO     Yes        Yes     45
## 1829 1839-UMACK   Male            NO      No         No     42
## 1830 3030-YDNRM   Male            NO      No         No      8
## 1831 7321-KKSDU   Male            NO      No        Yes     32
## 1832 3402-XRIUO Female           YES     Yes         No     22
## 1833 3132-TVFDZ   Male           YES     Yes         No     57
## 1834 8286-AFUYI   Male            NO      No         No      1
## 1835 8080-DDEMJ   Male           YES      No         No      1
## 1836 8356-WUAOJ Female            NO     Yes         No      1
## 1837 6365-MTGZX   Male            NO      No         No     24
## 1838 1349-WXNGG   Male            NO      No         No      1
## 1839 8058-DMYRU   Male           YES      No         No     54
## 1840 9350-ZXYJC Female            NO      No         No      4
## 1841 6990-YNRIO   Male            NO     Yes        Yes     65
## 1842 8958-JPTRR Female            NO     Yes         No     56
## 1843 6959-GQEGV   Male            NO      No         No     45
## 1844 3173-WSSUE Female            NO     Yes        Yes     71
## 1845 1265-HVPZB   Male            NO     Yes         No     59
## 1846 4115-UMJFQ   Male            NO      No         No     69
## 1847 7369-TRPFD   Male            NO      No         No     19
## 1848 1098-KFQEC Female            NO     Yes        Yes     55
## 1849 7190-XHTWJ Female            NO      No         No     38
## 1850 0621-TWIEM   Male            NO      No         No     10
## 1851 3537-RYBHH Female           YES     Yes         No     47
## 1852 2485-ITVKB Female            NO     Yes         No      2
## 1853 3669-OYSJI   Male            NO      No         No      1
## 1854 1612-EOHDH Female            NO      No         No      1
## 1855 6702-OHFWR   Male           YES      No         No      1
## 1856 5296-BFCYD   Male            NO     Yes        Yes     46
## 1857 4510-PYUSH Female           YES      No         No     38
## 1858 9359-JANWS Female            NO     Yes         No     65
## 1859 7517-SAWMO Female            NO     Yes         No     19
## 1860 4143-HHPMK   Male            NO      No         No     52
## 1861 3279-DYZQM   Male            NO     Yes        Yes     71
## 1862 7054-LGEQW Female            NO      No         No      1
## 1863 0523-VNGTF Female           YES      No         No     52
## 1864 9575-IWCAZ   Male            NO     Yes         No      6
## 1865 7105-MXJLL Female           YES     Yes         No     26
## 1866 7064-FRRSW   Male           YES      No         No     48
## 1867 7940-UQQUG Female            NO     Yes        Yes     64
## 1868 0923-PNFUB Female            NO      No         No      3
## 1869 3961-SXAXY   Male            NO      No         No      1
## 1870 7010-BRBUU   Male            NO     Yes        Yes     72
## 1871 3566-HJGPK   Male            NO      No         No      1
## 1872 3062-ICYZQ Female            NO     Yes        Yes     51
## 1873 9938-PRCVK Female            NO     Yes        Yes     41
## 1874 0973-KYVNF Female            NO     Yes        Yes     72
## 1875 5129-HHMZC Female            NO     Yes         No     43
## 1876 9637-CDTKZ   Male            NO     Yes         No     72
## 1877 3946-JEWRQ   Male            NO     Yes         No     47
## 1878 7873-CVMAW   Male            NO      No         No     72
## 1879 0463-WZZKO   Male            NO      No         No      3
## 1880 3494-JCHRQ   Male            NO      No         No      1
## 1881 6474-FVJLC   Male            NO      No         No      2
## 1882 4524-QCSSM   Male            NO      No         No     26
## 1883 5832-EXGTT   Male            NO     Yes        Yes     29
## 1884 8840-DQLGN Female           YES     Yes         No     35
## 1885 2039-JONDJ   Male            NO      No         No     27
## 1886 7217-JYHOQ   Male            NO     Yes        Yes     24
## 1887 6695-FRVEC   Male            NO     Yes        Yes     67
## 1888 4547-LYTDD Female            NO      No         No     16
## 1889 9894-QMIMJ Female            NO      No         No     23
## 1890 8069-YQQAJ   Male            NO      No         No     14
## 1891 6770-XUAGN Female            NO     Yes        Yes      1
## 1892 4193-ORFCL Female           YES      No         No      1
## 1893 1636-NTNCO   Male           YES      No         No      4
## 1894 3466-WAESX   Male            NO      No        Yes     16
## 1895 9281-PKKZE Female            NO     Yes         No     46
## 1896 3638-VBZTA   Male            NO      No        Yes     68
## 1897 7459-IMVYU   Male            NO      No         No     38
## 1898 7776-QWNFX   Male           YES     Yes         No     30
## 1899 6689-TCZHQ Female           YES      No         No      5
## 1900 8563-OYMQY   Male            NO      No         No     17
## 1901 0754-EEBDC   Male            NO     Yes        Yes      4
## 1902 5777-ZPQNC Female            NO      No         No     12
## 1903 1951-IEYXM   Male            NO     Yes        Yes     72
## 1904 3318-NMQXL   Male            NO      No         No      3
## 1905 3143-ILDAL   Male            NO      No         No     56
## 1906 1022-RKXDR Female            NO      No         No     41
## 1907 2361-FJWNO   Male            NO      No         No     40
## 1908 2272-UOINI Female            NO      No         No      7
## 1909 8232-UTFOZ   Male            NO      No         No     69
## 1910 3750-YHRYO   Male            NO     Yes        Yes      7
## 1911 6637-KYRCV Female            NO     Yes        Yes      5
## 1912 5668-MEISB Female            NO     Yes        Yes     72
## 1913 0129-QMPDR   Male            NO     Yes        Yes     44
## 1914 7188-CBBBA Female            NO      No         No     65
## 1915 5356-CSVSQ Female            NO      No         No      3
## 1916 3221-CJMSG   Male            NO      No         No     24
## 1917 4720-VSTSI Female            NO      No         No     44
## 1918 3219-JQRSL Female           YES     Yes         No     72
## 1919 2801-NISEI   Male            NO      No         No     24
## 1920 3946-MHCZW   Male            NO      No         No      1
## 1921 4623-ZKHLY   Male            NO     Yes         No     22
## 1922 6732-VAILE   Male            NO     Yes        Yes     70
## 1923 8201-AAXCB   Male            NO     Yes        Yes     25
## 1924 7696-CFTAT   Male            NO     Yes        Yes     37
## 1925 1845-CSBRZ Female           YES     Yes        Yes     22
## 1926 2123-VSCOT Female            NO     Yes        Yes     59
## 1927 6651-AZVTJ   Male            NO     Yes        Yes     49
## 1928 4566-GOLUK   Male            NO     Yes        Yes     47
## 1929 2484-DGXPZ Female            NO     Yes        Yes     31
## 1930 2018-QKYGT   Male            NO     Yes        Yes      1
## 1931 2792-VPPET   Male            NO      No         No      3
## 1932 7409-JURKQ Female            NO     Yes         No     53
## 1933 3247-MHJKM   Male            NO      No         No      1
## 1934 1964-SVLEA   Male            NO      No         No     20
## 1935 4587-NUKOX Female            NO      No         No      3
## 1936 7297-DVYGA Female            NO      No         No     51
## 1937 2239-CGBUZ Female            NO     Yes         No     51
## 1938 0854-UYHZD Female            NO     Yes        Yes     13
## 1939 7243-LCGGZ Female            NO      No         No      1
## 1940 8267-KFGYD   Male            NO      No        Yes      1
## 1941 4890-VMUAV   Male            NO      No         No     63
## 1942 9261-WDCAF   Male            NO      No         No      3
## 1943 3764-MNMOI   Male            NO      No         No     46
## 1944 7442-YGZFK   Male            NO      No         No      1
## 1945 0420-BWTPW   Male            NO      No        Yes      8
## 1946 8229-BUJHX Female            NO     Yes        Yes     71
## 1947 7449-HVPIV   Male            NO     Yes        Yes     55
## 1948 5504-WSIUR Female            NO      No         No     70
## 1949 8183-ONMXC Female            NO      No         No      2
## 1950 8466-PZBLH   Male            NO     Yes        Yes     67
## 1951 9614-RMGHA   Male            NO     Yes         No     65
## 1952 8735-IJJEG   Male            NO     Yes         No     14
## 1953 0564-MUUQK Female            NO     Yes        Yes     20
## 1954 5054-IEXZT   Male            NO      No        Yes      1
## 1955 5834-ASPWA   Male            NO      No         No      1
## 1956 0701-RFGFI Female            NO     Yes        Yes     49
## 1957 0019-EFAEP Female            NO      No         No     72
## 1958 5619-PTMIK Female            NO     Yes         No     46
## 1959 3737-XBQDD   Male            NO      No         No     24
## 1960 5882-CMAZQ Female            NO     Yes        Yes      5
## 1961 5846-QFDFI Female            NO     Yes        Yes     33
## 1962 4445-KWOKW Female            NO      No         No     42
## 1963 3511-APPBJ   Male            NO      No         No     23
## 1964 7967-HYCDE   Male            NO      No         No      8
## 1965 2430-RRYUW   Male            NO      No         No     66
## 1966 3948-XHGNA   Male            NO      No         No     24
## 1967 3723-BFBGR   Male           YES      No         No     24
## 1968 0565-IYCGT   Male            NO      No         No     69
## 1969 5447-WZAFP Female            NO      No         No     53
## 1970 5110-CHOPY Female            NO      No         No     60
## 1971 5445-UTODQ Female            NO     Yes         No      7
## 1972 4425-OWHWB Female            NO      No         No     20
## 1973 7892-QVYKW Female            NO     Yes        Yes     23
## 1974 9675-ICXCT   Male            NO     Yes        Yes     72
## 1975 1024-VRZHF   Male            NO     Yes         No     11
## 1976 4703-MQYKT   Male            NO      No         No     21
## 1977 9497-QCMMS   Male           YES      No         No      1
## 1978 5692-ICXLW   Male           YES      No         No     31
## 1979 0602-DDUML Female            NO      No         No     57
## 1980 2208-MPXIO Female            NO     Yes        Yes     45
## 1981 1960-UYCNN   Male            NO      No         No     10
## 1982 0348-SDKOL Female            NO     Yes         No     58
## 1983 3190-FZATL   Male            NO      No        Yes     14
## 1984 7336-RLLRH   Male            NO     Yes         No     27
## 1985 4373-MAVJG Female            NO     Yes        Yes     14
## 1986 8901-HJXTF Female            NO     Yes        Yes     12
## 1987 7710-JSYOA Female            NO     Yes        Yes     69
## 1988 5419-KLXBN Female            NO     Yes        Yes     25
## 1989 3424-NMNBO   Male           YES     Yes         No     58
## 1990 9885-MFVSU Female            NO     Yes        Yes     35
## 1991 4514-GFCFI Female           YES      No         No     16
## 1992 0607-MVMGC   Male            NO     Yes        Yes     45
## 1993 3365-SAIGS Female            NO      No         No     17
## 1994 9828-AOQLM Female            NO     Yes        Yes      1
## 1995 8022-BECSI   Male            NO      No         No     22
## 1996 8000-REIQB Female           YES      No         No      1
## 1997 9993-LHIEB   Male            NO     Yes        Yes     67
## 1998 0266-CLZKZ Female            NO     Yes        Yes     67
## 1999 7615-ESMYF Female            NO     Yes         No      2
## 2000 3858-VOBET   Male            NO      No         No     23
## 2001 7020-OZKXZ Female           YES      No         No      9
## 2002 3977-QCRSL Female            NO      No         No      5
## 2003 0017-DINOC   Male            NO      No         No     54
## 2004 1447-PJGGA Female            NO      No         No     57
## 2005 8565-CLBZW   Male            NO      No         No     24
## 2006 9139-WQQDY Female            NO     Yes        Yes     49
## 2007 0224-HJAPT   Male            NO      No         No      5
## 2008 8086-OVPWV   Male            NO      No         No      2
## 2009 9430-FRQOC Female            NO      No        Yes      4
## 2010 7639-OPLNG   Male            NO     Yes        Yes     70
## 2011 3074-GQWYX   Male            NO      No         No      5
## 2012 1492-QGCLU   Male            NO     Yes        Yes     53
## 2013 6845-RGTYS Female            NO     Yes         No     47
## 2014 7328-OWMOM Female            NO      No        Yes     31
## 2015 4418-LZMSV   Male            NO     Yes        Yes     13
## 2016 5155-AZQPB Female            NO     Yes        Yes     28
## 2017 8861-HGGKB Female            NO      No         No     10
## 2018 1087-GRUYI   Male            NO     Yes         No     38
## 2019 7065-YUNRY Female            NO      No         No      1
## 2020 7694-VLBWQ   Male            NO     Yes         No     67
## 2021 2546-KZAAT   Male            NO     Yes         No     52
## 2022 0181-RITDD   Male            NO     Yes        Yes     62
## 2023 5989-PGKJB Female            NO      No         No     16
## 2024 4795-KTRTH Female           YES     Yes         No      5
## 2025 8272-ONJLV   Male            NO      No         No     12
## 2026 1488-PBLJN Female            NO     Yes        Yes     72
## 2027 0308-GIQJT   Male           YES      No         No     71
## 2028 3778-FOAQW Female            NO     Yes         No     24
## 2029 4452-ROHMO Female            NO      No         No     15
## 2030 6481-OGDOO   Male            NO     Yes         No     67
## 2031 3090-LETTY   Male            NO      No        Yes      2
## 2032 5349-AZPEW Female            NO     Yes        Yes      5
## 2033 3753-TSEMP Female            NO     Yes         No     15
## 2034 8305-VHZBZ   Male            NO      No         No      1
## 2035 9720-JJJOR   Male            NO     Yes        Yes     41
## 2036 8100-HZZLJ Female            NO      No        Yes     43
## 2037 8775-ERLNB   Male           YES     Yes         No      1
## 2038 8309-IEYJD Female           YES      No         No      1
## 2039 9172-JITSM Female            NO     Yes        Yes     26
## 2040 6298-QDFNH   Male            NO      No         No     22
## 2041 7398-HPYZQ   Male            NO     Yes         No     71
## 2042 3546-GHEAE   Male            NO      No         No      7
## 2043 7361-YPXFS Female           YES      No         No     28
## 2044 6557-BZXLQ   Male           YES      No         No     16
## 2045 2550-QHZGP   Male            NO      No         No      7
## 2046 7519-JTWQH Female            NO      No         No     69
## 2047 2538-OIMXF Female            NO      No        Yes      1
## 2048 8543-MSDMF   Male            NO      No         No      3
## 2049 9961-JBNMK   Male           YES      No         No     21
## 2050 1170-SASML Female            NO     Yes         No     69
## 2051 4872-JCVCA Female            NO     Yes         No     71
## 2052 5346-BZCHP Female            NO     Yes        Yes     69
## 2053 2038-LLMLM Female            NO      No         No     48
## 2054 6173-ITPWD   Male            NO     Yes         No     47
## 2055 9734-UYXQI Female            NO      No         No      2
## 2056 1216-BGTSP   Male            NO      No         No     45
## 2057 4138-NAXED   Male            NO      No         No     51
## 2058 2189-UXTKY Female            NO     Yes         No     22
## 2059 0744-BIKKF   Male            NO      No         No     72
## 2060 7483-IQWIB   Male            NO     Yes        Yes     37
## 2061 5248-KWLAR   Male            NO     Yes        Yes     71
## 2062 4958-GZWIY   Male            NO     Yes        Yes      7
## 2063 7996-MHXLW Female            NO      No         No     66
## 2064 7833-PKIHD   Male            NO     Yes        Yes     51
## 2065 7061-OVMIM Female            NO     Yes        Yes     30
## 2066 5153-RTHKF Female            NO      No         No     34
## 2067 1852-QSWCD   Male            NO     Yes        Yes     64
## 2068 4832-VRBMR   Male           YES     Yes         No     65
## 2069 9079-LWTFD   Male            NO      No         No     47
## 2070 6356-ELRKD Female            NO      No         No      1
## 2071 8624-GIOUT Female            NO      No         No     49
## 2072 3392-EHMNK Female            NO     Yes        Yes     67
## 2073 5986-WWXDV   Male            NO      No        Yes     39
## 2074 3061-BCKYI   Male            NO      No         No     14
## 2075 6179-GJPSO Female           YES      No         No     43
## 2076 7901-TBKJX   Male           YES      No         No     56
## 2077 7228-PAQPD Female            NO      No         No     14
## 2078 3177-LASXD Female            NO      No         No      1
## 2079 7746-QYVCO   Male            NO     Yes        Yes     16
## 2080 5804-HYIEZ   Male            NO     Yes        Yes     70
## 2081 9919-FZDED   Male           YES     Yes         No     72
## 2082 5934-TSSAU Female            NO     Yes        Yes     23
## 2083 3486-KHMLI   Male            NO      No        Yes     21
## 2084 4897-QSUYC Female            NO      No         No      1
## 2085 1084-UQCHV   Male            NO      No        Yes      1
## 2086 8290-YWKHZ Female           YES     Yes         No     32
## 2087 2955-BJZHG   Male            NO     Yes        Yes     17
## 2088 3806-DXQOM Female            NO      No         No      4
## 2089 6784-XYJAE Female            NO      No         No     36
## 2090 3933-DQPWX Female            NO      No         No     50
## 2091 6661-EIPZC Female            NO     Yes        Yes     48
## 2092 8957-THMOA Female            NO      No        Yes     50
## 2093 2251-PYLPB   Male            NO     Yes         No     72
## 2094 5555-RNPGT   Male            NO      No        Yes     10
## 2095 1057-FOGLZ Female            NO      No         No     18
## 2096 9300-RENDD   Male            NO      No         No      1
## 2097 0761-AETCS Female            NO      No         No      1
## 2098 8087-LGYHQ   Male            NO      No         No      9
## 2099 4137-BTIKL   Male            NO      No         No      2
## 2100 2190-BCXEC Female            NO     Yes         No     40
## 2101 6227-FBDXH   Male            NO     Yes         No     69
## 2102 2153-MREFK Female            NO     Yes         No     37
## 2103 2911-WDXMV   Male            NO      No        Yes     18
## 2104 7206-PQBBZ   Male           YES     Yes         No     11
## 2105 3106-ULWFW Female            NO     Yes         No      8
## 2106 0925-VYDLG Female            NO      No         No      3
## 2107 4547-FZJWE   Male            NO     Yes        Yes     55
## 2108 7422-WNBTY   Male            NO     Yes         No     33
## 2109 0842-IWYCP Female            NO      No         No     46
## 2110 3521-HTQTV   Male            NO      No         No     34
## 2111 3744-ZBHON Female            NO      No         No      3
## 2112 3373-DIUUN   Male            NO     Yes        Yes     30
## 2113 8383-SGHJU Female            NO      No         No     33
## 2114 7607-QKKTJ   Male            NO     Yes        Yes     45
## 2115 7707-PYBBH   Male            NO      No         No     40
## 2116 8984-HPEMB Female            NO      No         No     71
## 2117 4349-GFQHK   Male            NO      No         No      1
## 2118 4139-DETXS Female            NO     Yes        Yes     72
## 2119 9779-DPNEJ Female            NO     Yes        Yes     22
## 2120 9805-FILKB   Male            NO     Yes        Yes     46
## 2121 5793-YOLJN Female            NO     Yes        Yes     55
## 2122 0673-IGUQO   Male            NO      No         No      1
## 2123 4123-FCVCB Female            NO      No         No     12
## 2124 8819-IMISP   Male            NO      No         No     31
## 2125 7802-EFKNY   Male            NO     Yes         No      5
## 2126 8311-UEUAB Female            NO     Yes        Yes     67
## 2127 5858-EAFCZ   Male            NO      No         No      1
## 2128 8035-BUYVG   Male            NO     Yes         No     40
## 2129 1163-ONYEY   Male            NO     Yes        Yes     41
## 2130 9787-XVQIU   Male            NO      No         No      1
## 2131 8945-MUQUF   Male            NO      No         No     51
## 2132 5656-MJEFC   Male            NO     Yes        Yes     42
## 2133 6082-OQFBA   Male            NO     Yes        Yes     23
## 2134 8051-HJRLT Female           YES      No         No      1
## 2135 8974-OVACP Female            NO      No         No      1
## 2136 4010-YLMVT Female            NO      No         No     56
## 2137 1379-FRVEB   Male            NO      No        Yes     15
## 2138 8612-GXIDD   Male            NO     Yes        Yes     12
## 2139 6288-CHQJB Female            NO     Yes        Yes     54
## 2140 8160-HOWOX Female            NO      No         No      7
## 2141 3023-GFLBR Female            NO     Yes        Yes     33
## 2142 6648-INWPS   Male            NO     Yes        Yes     16
## 2143 4223-BKEOR Female            NO      No        Yes     21
## 2144 4079-VTGLK   Male           YES     Yes         No     30
## 2145 1763-WQFUK   Male            NO      No         No      3
## 2146 1391-UBDAR   Male            NO      No         No     11
## 2147 8894-JVDCV Female            NO      No         No     62
## 2148 2023-VQFDL   Male            NO      No         No     18
## 2149 1345-GKDZZ   Male            NO      No        Yes      6
## 2150 2014-MKGMH Female            NO      No         No     46
## 2151 5628-FCGYG   Male            NO      No         No     21
## 2152 2560-WBWXF   Male            NO      No         No     68
## 2153 0248-IPDFW Female            NO      No         No      1
## 2154 7978-DKUQH Female            NO     Yes         No     25
## 2155 4335-UPJSI Female            NO      No        Yes     24
## 2156 0524-IAVZO Female            NO     Yes         No     30
## 2157 2737-YNGYW Female            NO      No         No      2
## 2158 1784-EZDKJ   Male            NO     Yes         No     51
## 2159 9297-FVVDH Female            NO     Yes        Yes     57
## 2160 8007-YYPWD Female            NO      No         No     15
## 2161 7101-HRBLJ Female            NO     Yes        Yes     72
## 2162 5159-YFPKQ Female            NO      No         No      2
## 2163 6635-CPNUN   Male            NO     Yes         No     28
## 2164 4021-RQSNY   Male           YES     Yes         No     29
## 2165 5453-YBTWV   Male            NO     Yes        Yes     70
## 2166 5039-LZRQT Female            NO      No         No     13
## 2167 2931-VUVJN Female           YES     Yes         No     59
## 2168 9061-TIHDA   Male           YES     Yes         No     13
## 2169 8699-ASUFO   Male           YES     Yes         No      7
## 2170 6418-PIQSP Female            NO     Yes         No     62
## 2171 8220-OCUFY Female            NO      No         No     21
## 2172 3995-WFCSM Female            NO      No         No      2
## 2173 1895-QTKDO Female            NO      No         No      1
## 2174 2038-OEQZH   Male            NO      No         No      4
## 2175 1178-PZGAB Female            NO      No         No     19
## 2176 7927-AUXBZ Female            NO      No         No     30
## 2177 2626-VEEWG   Male            NO     Yes        Yes     67
## 2178 2878-RMWXY   Male           YES     Yes         No     72
## 2179 1657-DYMBM   Male            NO     Yes         No     53
## 2180 7311-MQJCH Female            NO      No         No      5
## 2181 7375-WMVMT   Male           YES     Yes         No     71
## 2182 1136-XGEQU Female            NO     Yes        Yes     50
## 2183 2530-FMFXO   Male            NO     Yes        Yes     56
## 2184 6844-DZKRF   Male            NO      No         No      2
## 2185 4695-WJZUE Female           YES      No         No      2
## 2186 7619-ODSGN   Male            NO     Yes        Yes     24
## 2187 5970-GHJAW   Male            NO     Yes        Yes     46
## 2188 8879-XUAHX   Male            NO     Yes         No     71
## 2189 3689-MOZGR Female            NO      No         No     29
## 2190 4195-PNGZS   Male            NO     Yes        Yes     69
## 2191 5003-XZWWO   Male            NO     Yes         No     71
## 2192 3988-RQIXO Female           YES      No         No      1
## 2193 7622-FWGEW   Male           YES     Yes         No     56
## 2194 6922-NCEDI   Male            NO      No        Yes     56
## 2195 2514-GINMM   Male            NO      No         No      1
## 2196 9891-NQDBD Female            NO     Yes         No     28
## 2197 6131-IUNXN Female            NO     Yes        Yes     19
## 2198 8548-AWOFC   Male            NO     Yes         No     66
## 2199 9798-DRYDS Female            NO     Yes        Yes     17
## 2200 8532-UEFWH   Male            NO     Yes        Yes     52
## 2201 6296-DDOOR Female            NO      No         No     19
## 2202 7951-VRDVK Female            NO      No         No     36
## 2203 5931-FLJJF   Male           YES     Yes         No      7
## 2204 4815-YOSUK   Male            NO     Yes        Yes     72
## 2205 2659-VXMWZ   Male            NO     Yes        Yes     67
## 2206 0380-NEAVX   Male           YES      No         No     34
## 2207 3207-OYBWH   Male           YES     Yes         No     57
## 2208 4285-GYRQC Female            NO     Yes         No      7
## 2209 7216-EWTRS Female           YES     Yes         No      1
## 2210 4365-MSDYN   Male            NO     Yes         No      8
## 2211 7036-TYDEC Female            NO      No         No     69
## 2212 5802-ADBRC Female            NO     Yes         No     50
## 2213 8076-FEZKJ   Male            NO      No         No     10
## 2214 5197-YPYBZ Female            NO     Yes        Yes     12
## 2215 8337-MSSXB Female            NO      No         No     14
## 2216 4312-GVYNH Female            NO     Yes         No     70
## 2217 8495-LJDFO Female           YES      No         No     64
## 2218 0839-JTCUD Female            NO     Yes        Yes     66
## 2219 5494-WOZRZ Female            NO     Yes        Yes     71
## 2220 1302-UHBDD   Male           YES      No         No     20
## 2221 2234-EOFPT   Male            NO     Yes         No     72
## 2222 8619-IJNDK Female            NO     Yes        Yes     71
## 2223 8378-LKJAF   Male            NO     Yes        Yes     38
## 2224 8182-BJDSI Female            NO      No         No     28
## 2225 2528-HFYZX   Male           YES     Yes         No     17
## 2226 1153-GNOLC   Male            NO      No         No     33
## 2227 3298-QEICA Female            NO     Yes        Yes     23
## 2228 0788-DXBFY   Male            NO     Yes        Yes     58
## 2229 3597-YASZG Female           YES     Yes         No     70
## 2230 3496-LFSZU   Male            NO     Yes         No      4
## 2231 5242-UOWHD   Male            NO     Yes        Yes     45
## 2232 2482-CZGBB   Male            NO      No         No     10
## 2233 6479-SZPLM   Male            NO     Yes        Yes     36
## 2234 8097-VBQTZ   Male            NO      No         No     54
## 2235 4500-HKANN   Male            NO     Yes        Yes     23
## 2236 9917-KWRBE Female            NO     Yes        Yes     41
## 2237 3420-ZDBMA   Male           YES      No         No      5
## 2238 2212-LYASK   Male            NO     Yes        Yes     27
## 2239 1393-IMKZG Female            NO      No         No      1
## 2240 8069-RHUXK Female            NO     Yes        Yes     67
## 2241 3398-GCPMU Female           YES     Yes        Yes     72
## 2242 2908-WGAXL Female            NO     Yes        Yes     56
## 2243 3378-AJRAO   Male            NO     Yes        Yes     44
## 2244 1013-QCWAM Female           YES     Yes         No     66
## 2245 0866-QLSIR Female            NO      No         No     34
## 2246 6050-FFXES Female            NO     Yes         No     69
## 2247 7181-BQYBV Female            NO     Yes        Yes      1
## 2248 0362-RAOQO Female            NO      No         No     40
## 2249 9554-DFKIC   Male            NO     Yes        Yes     30
## 2250 5527-ACHSO Female            NO      No         No     11
## 2251 0829-DDVLK Female            NO      No         No     15
## 2252 1399-UBQIU   Male            NO      No         No     11
## 2253 1813-JLKWR Female            NO     Yes        Yes     64
## 2254 0336-PIKEI   Male           YES     Yes         No     72
## 2255 7322-OCWHC   Male           YES     Yes         No     72
## 2256 9537-VHDTA Female            NO      No        Yes      1
## 2257 4957-TIALW Female            NO      No        Yes     15
## 2258 2054-PJOCK Female            NO      No         No     60
## 2259 9150-HEPMB   Male            NO      No         No     56
## 2260 9030-QGZNL Female            NO      No         No      8
## 2261 6204-IEUXJ Female            NO      No         No      3
## 2262 3126-WQMGH Female            NO     Yes         No     49
## 2263 4529-CKBCL Female            NO      No         No      2
## 2264 2506-CLAKW Female            NO      No         No      6
## 2265 7176-WRTNX   Male            NO      No         No     70
## 2266 1583-IHQZE   Male            NO      No         No     12
## 2267 5732-IKGQH   Male           YES     Yes         No     52
## 2268 9239-GZHZE Female            NO     Yes         No     72
## 2269 7205-BAIAD Female            NO      No         No     40
## 2270 0151-ONTOV Female            NO      No         No      1
## 2271 4140-MUHUG Female           YES      No         No      3
## 2272 0093-EXYQL Female           YES      No         No     40
## 2273 8064-RAVOH   Male            NO      No        Yes      1
## 2274 0219-QAERP   Male            NO     Yes         No     30
## 2275 0320-JDNQG   Male            NO     Yes        Yes     23
## 2276 7180-PISOG   Male            NO     Yes        Yes      1
## 2277 9168-INPSZ Female           YES     Yes         No     44
## 2278 3571-RFHAR   Male            NO      No         No     65
## 2279 0015-UOCOJ Female           YES      No         No      7
## 2280 5334-AFQJB   Male           YES      No         No     72
## 2281 2754-SDJRD Female           YES      No         No      8
## 2282 9578-VRMNM Female            NO      No         No     16
## 2283 1587-FKLZB   Male           YES     Yes        Yes     66
## 2284 6140-QNRQQ   Male            NO      No         No      1
## 2285 8963-JLGJT   Male            NO      No        Yes      3
## 2286 4307-KTUMW   Male            NO     Yes         No     53
## 2287 1465-LNTLJ   Male           YES     Yes         No      8
## 2288 5440-FLBQG   Male           YES     Yes         No     69
## 2289 2135-DQWAQ Female            NO      No         No      5
## 2290 4056-QHXHZ Female            NO     Yes        Yes     72
## 2291 7470-MCQTK Female            NO     Yes         No     13
## 2292 7488-MXJIV Female            NO      No         No      4
## 2293 7401-JIXNM Female            NO     Yes        Yes     54
## 2294 9339-FIIJL   Male            NO     Yes         No     72
## 2295 2027-FECZV   Male            NO      No         No     12
## 2296 2672-DZUOY   Male            NO      No         No      1
## 2297 4706-DGAHW   Male           YES      No         No      1
## 2298 3870-MQAMG Female            NO     Yes         No     54
## 2299 6670-MFRPK   Male            NO     Yes        Yes     69
## 2300 6177-PEVRA Female            NO      No         No     48
## 2301 4800-CZMPC Female            NO     Yes        Yes     48
## 2302 4813-HQMGZ Female            NO     Yes         No      8
## 2303 7579-KKLOE   Male            NO     Yes        Yes     71
## 2304 7377-DMMRI   Male            NO      No         No      2
## 2305 8402-EIVQS   Male            NO     Yes         No     67
## 2306 4947-DSMXK   Male            NO     Yes        Yes     34
## 2307 7245-NIIWQ Female            NO      No         No      3
## 2308 0002-ORFBO Female            NO     Yes        Yes      9
## 2309 3324-OIRTO   Male            NO     Yes        Yes     71
## 2310 5414-OFQCB   Male            NO      No         No     57
## 2311 4967-WPNCF   Male            NO      No         No     72
## 2312 8552-OBVRU Female           YES     Yes        Yes     48
## 2313 8499-BRXTD   Male            NO      No         No     18
## 2314 9154-QDGTH   Male            NO     Yes        Yes     43
## 2315 8197-BFWVU Female            NO     Yes        Yes     72
## 2316 2577-GVSIL   Male            NO     Yes        Yes     35
## 2317 9367-OIUXP   Male            NO      No         No      4
## 2318 6770-UAYGJ Female            NO     Yes        Yes     49
## 2319 6463-HHXJR Female            NO     Yes        Yes     71
## 2320 7928-VJYAB   Male            NO     Yes        Yes     11
## 2321 1187-WILMM   Male            NO     Yes        Yes     63
## 2322 9776-OJUZI Female           YES      No         No     65
## 2323 1306-RPWXZ Female            NO      No        Yes     49
## 2324 8949-JTMAY Female            NO      No         No     29
## 2325 2774-LVQUS Female           YES     Yes         No     15
## 2326 3097-PYWXL Female            NO     Yes        Yes      4
## 2327 2266-SJNAT Female            NO     Yes         No     72
## 2328 0869-PAPRP Female           YES     Yes         No     26
## 2329 4238-JSSWH Female           YES     Yes         No     35
## 2330 2972-YDYUW Female            NO      No         No     57
## 2331 1104-FEJAM   Male            NO     Yes        Yes     28
## 2332 2809-ILCYT Female            NO     Yes         No     25
## 2333 5499-ECUTN Female            NO     Yes         No     47
## 2334 4981-FLTMF Female            NO     Yes        Yes     57
## 2335 9121-PHQSR   Male           YES     Yes         No     16
## 2336 3113-IWHLC   Male            NO      No         No      5
## 2337 3211-ILJTT   Male            NO     Yes         No     17
## 2338 4612-THJBS Female           YES      No         No     56
## 2339 4277-BWBML   Male            NO     Yes        Yes     72
## 2340 4094-NSEDU Female           YES      No         No     21
## 2341 0234-TEVTT Female            NO     Yes        Yes     48
## 2342 4304-TSPVK Female            NO     Yes         No     68
## 2343 1552-AAGRX Female            NO      No         No     30
## 2344 2637-FKFSY Female            NO     Yes         No      3
## 2345 9796-MVYXX Female           YES      No         No     14
## 2346 7874-ECPQJ Female            NO      No        Yes      4
## 2347 0020-INWCK Female            NO     Yes        Yes     71
## 2348 7089-RKVSZ   Male            NO     Yes        Yes      8
## 2349 2683-JXWQQ   Male            NO     Yes        Yes     61
## 2350 9548-ZMVTX   Male            NO     Yes        Yes     72
## 2351 8739-XNIKG Female            NO      No         No      5
## 2352 9755-JHNMN Female            NO      No         No     49
## 2353 3981-QSVQI   Male            NO      No         No      8
## 2354 2789-HQBOU   Male            NO      No         No      3
## 2355 9424-CMPOG   Male            NO     Yes        Yes      9
## 2356 5067-WJEUN   Male            NO     Yes        Yes     67
## 2357 3450-WXOAT   Male            NO      No         No     46
## 2358 9251-WNSOD Female            NO     Yes         No     67
## 2359 6974-DAFLI Female            NO     Yes         No     55
## 2360 2616-UUTFK   Male            NO     Yes         No     33
## 2361 7064-JHXCE   Male            NO     Yes        Yes     62
## 2362 5103-MHMHY Female            NO      No        Yes      1
## 2363 7989-AWGEH   Male            NO     Yes        Yes     49
## 2364 4373-VVHQL   Male            NO      No         No      1
## 2365 4559-UWIHT   Male            NO     Yes         No     14
## 2366 7268-IGMFD   Male           YES      No         No     18
## 2367 1846-XWOQN Female           YES      No         No      1
## 2368 0235-KGSLC Female            NO      No         No      1
## 2369 6650-BWFRT Female            NO     Yes         No     72
## 2370 9570-KYEUA   Male            NO      No         No     64
## 2371 6993-YGFJV   Male            NO     Yes         No     69
## 2372 2712-SYWAY Female            NO      No         No      1
## 2373 0730-BGQGF   Male            NO     Yes        Yes     71
## 2374 5498-IBWPI Female            NO     Yes        Yes     66
## 2375 9101-NTIXF   Male            NO      No         No      2
## 2376 0013-SMEOE Female           YES     Yes         No     71
## 2377 9314-QDMDW   Male            NO      No         No     11
## 2378 9308-ANMVE   Male            NO      No        Yes     47
## 2379 2884-GBPFB Female            NO     Yes         No     35
## 2380 3757-NJYBX   Male           YES     Yes         No     32
## 2381 3413-DHLPB   Male            NO     Yes        Yes     60
## 2382 7649-PHJVR   Male            NO      No         No     11
## 2383 6114-TCFID Female            NO      No         No     29
## 2384 3787-TRIAL   Male            NO     Yes        Yes     21
## 2385 2573-GYRUU   Male           YES     Yes         No     48
## 2386 5156-UMKOW Female            NO      No        Yes      3
## 2387 1247-QBVSH Female            NO     Yes        Yes     43
## 2388 6734-GMPVK   Male            NO      No         No      5
## 2389 9822-OAOVB Female            NO      No         No      1
## 2390 6161-ERDGD   Male            NO     Yes        Yes     71
## 2391 1226-JZNKR Female            NO     Yes        Yes      8
## 2392 7318-EIVKO   Male            NO      No         No      8
## 2393 3771-PZOBW   Male            NO      No         No     20
## 2394 5136-KCKGI Female            NO     Yes        Yes     33
## 2395 8231-BSWXX   Male            NO      No         No     71
## 2396 6486-LHTMA Female           YES     Yes         No     31
## 2397 4083-BFNYK Female           YES     Yes         No     38
## 2398 3722-WPXTK   Male            NO      No         No      1
## 2399 7389-KBFIT Female            NO     Yes        Yes      2
## 2400 7176-WIONM Female            NO     Yes         No     12
## 2401 5141-ZUVBH Female            NO      No        Yes      9
## 2402 1089-HDMKP   Male           YES      No        Yes     11
## 2403 7623-HKYRK   Male            NO      No        Yes      6
## 2404 0310-SUCIN Female            NO     Yes         No     71
## 2405 5197-PYEPU Female            NO     Yes        Yes     42
## 2406 2929-ERCFZ Female            NO     Yes        Yes      8
## 2407 7548-SEPYI Female            NO      No         No      5
## 2408 8835-VSDSE Female            NO     Yes         No      2
## 2409 6619-RPLQZ Female            NO     Yes        Yes     45
## 2410 3275-RHRNE   Male            NO     Yes        Yes     28
## 2411 3503-TYDAY Female            NO     Yes         No     43
## 2412 6901-GOGZG   Male            NO      No        Yes     60
## 2413 1623-NLDOT Female            NO     Yes         No     42
## 2414 7021-XSNYE   Male            NO     Yes        Yes      7
## 2415 9621-OUPYD Female            NO     Yes         No     25
## 2416 9898-KZQDZ Female           YES     Yes        Yes     40
## 2417 8982-NHAVY   Male            NO      No         No     27
## 2418 4307-KWMXE   Male            NO      No         No     10
## 2419 0141-YEAYS Female           YES      No         No     27
## 2420 2450-ZKEED Female            NO      No         No     11
## 2421 3694-DELSO   Male            NO     Yes        Yes      4
## 2422 3893-JRNFS   Male            NO      No         No     68
## 2423 9603-OAIHC   Male           YES      No         No      1
## 2424 1133-KXCGE Female            NO      No         No     18
## 2425 5236-PERKL Female            NO      No         No     57
## 2426 0142-GVYSN   Male            NO      No         No     26
## 2427 1049-FYSYG Female            NO     Yes         No     17
## 2428 7854-FOKSF   Male            NO      No         No      1
## 2429 2519-FAKOD   Male            NO      No        Yes     38
## 2430 8406-LNMHF   Male           YES     Yes         No     59
## 2431 1821-BUCWY   Male            NO      No         No     30
## 2432 8263-JQAIK   Male           YES      No         No      2
## 2433 0023-UYUPN Female           YES     Yes         No     50
## 2434 8314-DPQHL   Male            NO      No         No      9
## 2435 1465-WCZVT Female            NO     Yes        Yes      3
## 2436 9481-SFCQY Female            NO      No        Yes     14
## 2437 6360-SVNWV Female           YES      No         No     31
## 2438 0567-GGCAC Female            NO      No         No      7
## 2439 7089-IVVAZ Female            NO      No         No      8
## 2440 8884-MRNSU   Male            NO     Yes        Yes     17
## 2441 2171-UDMFD   Male            NO     Yes        Yes     32
## 2442 9050-IKDZA Female           YES      No         No      2
## 2443 2205-YMZZJ   Male           YES      No         No      7
## 2444 9802-CAQUT Female            NO     Yes        Yes     72
## 2445 1254-IZEYF Female           YES      No         No     31
## 2446 0187-WZNAB Female            NO     Yes        Yes     27
## 2447 9492-TOKRI Female            NO      No         No     18
## 2448 1475-VWVDO   Male            NO      No         No      7
## 2449 9221-OTIVJ Female           YES      No         No     14
## 2450 1357-MVDOZ   Male            NO     Yes        Yes     11
## 2451 7602-MVRMB Female            NO     Yes        Yes     72
## 2452 3325-FUYCG   Male            NO     Yes        Yes     28
## 2453 5908-QMGOE   Male           YES      No         No     15
## 2454 1197-BVMVG Female           YES      No         No      4
## 2455 5406-KGRMX Female            NO      No         No     71
## 2456 8481-YYXWG Female            NO      No         No      5
## 2457 5968-HYJRZ   Male            NO     Yes        Yes     47
## 2458 5198-EFNBM   Male           YES     Yes         No     57
## 2459 7516-GMHUV   Male           YES     Yes         No     50
## 2460 7140-ADSMJ   Male            NO      No         No      8
## 2461 2230-XTUWL Female            NO     Yes        Yes     48
## 2462 7706-YLMQA Female            NO      No         No     70
## 2463 2585-KTFRE   Male            NO      No        Yes      1
## 2464 7994-UYIVZ   Male            NO     Yes         No      8
## 2465 2609-IAICY Female            NO      No         No      1
## 2466 1740-CSDJP   Male            NO      No         No      1
## 2467 7717-BICXI   Male            NO     Yes        Yes     60
## 2468 6559-RAKOZ   Male            NO     Yes        Yes     49
## 2469 2636-OHFMN   Male            NO     Yes         No      4
## 2470 4716-MRVEN Female            NO      No         No     29
## 2471 2143-LJULT Female            NO     Yes         No     67
## 2472 1323-OOEPC Female            NO     Yes         No     53
## 2473 3200-MNQTF   Male            NO     Yes         No     67
## 2474 6164-HXUGH Female            NO     Yes        Yes      6
## 2475 5630-IXDXV Female            NO      No         No     47
## 2476 0320-DWVTU Female            NO      No         No     53
## 2477 9135-MGVPY   Male            NO     Yes         No     69
## 2478 1212-GLHMD   Male            NO      No         No      3
## 2479 7878-JGDKK   Male            NO      No         No      4
## 2480 1088-AUUZZ   Male            NO     Yes        Yes     56
## 2481 0397-GZBBC   Male           YES     Yes         No     59
## 2482 6614-YWYSC   Male           YES     Yes         No     61
## 2483 9588-OZDMQ Female            NO     Yes         No      2
## 2484 7641-EUYET   Male           YES     Yes        Yes     46
## 2485 6476-EPYZR   Male            NO     Yes        Yes     12
## 2486 9921-ZVRHG Female            NO      No         No     14
## 2487 1174-FGIFN Female            NO     Yes        Yes     28
## 2488 6620-HVDUJ   Male            NO      No         No     24
## 2489 4701-MLJPN   Male            NO      No         No     31
## 2490 1032-MAELW Female            NO     Yes        Yes     68
## 2491 7641-TQFHN   Male            NO      No        Yes     39
## 2492 1552-TKMXS Female            NO     Yes         No     42
## 2493 9206-GVPEQ   Male            NO     Yes         No     13
## 2494 8622-ZLFKO Female            NO     Yes         No      6
## 2495 1596-BBVTG   Male            NO      No         No     35
## 2496 6188-UXBBR Female            NO     Yes         No     38
## 2497 2333-KWEWW   Male            NO      No         No     18
## 2498 5702-SKUOB Female            NO     Yes         No      4
## 2499 1134-YWTYF   Male            NO     Yes         No     27
## 2500 6061-GWWAV   Male            NO      No        Yes     41
## 2501 0679-TDGAK   Male            NO     Yes        Yes     50
## 2502 6585-WCEWR   Male            NO     Yes        Yes     72
## 2503 9067-YGSCA Female            NO      No         No     70
## 2504 9067-SQTNS   Male            NO     Yes        Yes     44
## 2505 8433-WXGNA   Male            NO      No         No      2
## 2506 1776-SPBWV Female            NO     Yes        Yes     34
## 2507 8735-SDUFN Female           YES     Yes         No     72
## 2508 9668-PUGNU   Male            NO     Yes         No     71
## 2509 9405-GPBBG Female            NO      No         No     64
## 2510 1926-QUZNN Female            NO     Yes         No     72
## 2511 3707-GNWHM   Male            NO      No         No      1
## 2512 7016-NVRIC   Male           YES     Yes         No     29
## 2513 5829-NVSQN Female            NO     Yes         No     23
## 2514 9565-AXSMR   Male            NO     Yes        Yes     52
## 2515 8922-LIEGH Female           YES      No         No     25
## 2516 8869-LIHMK Female            NO      No         No     64
## 2517 8245-UMPYT Female           YES      No         No     16
## 2518 5186-SAMNZ   Male           YES      No         No      1
## 2519 0447-RXSGD   Male            NO      No         No     24
## 2520 4927-WWOOZ   Male            NO     Yes         No      2
## 2521 5788-YPOEG Female            NO     Yes        Yes     34
## 2522 5373-SFODM   Male           YES     Yes         No     36
## 2523 0661-KBKPA   Male            NO     Yes        Yes     53
## 2524 9081-WWXKP Female            NO     Yes        Yes     47
## 2525 0784-ZQJZX   Male            NO      No        Yes     72
## 2526 3133-PZNSR   Male            NO     Yes        Yes     72
## 2527 5766-ZJYBB   Male            NO      No         No      1
## 2528 8931-GJJIQ Female            NO      No         No      9
## 2529 4277-PVRAN Female            NO      No         No      8
## 2530 0022-TCJCI   Male           YES      No         No     45
## 2531 0722-SVSFK Female            NO      No         No      7
## 2532 3612-YVGSJ Female            NO     Yes         No     71
## 2533 9825-YCXWZ Female           YES      No         No     41
## 2534 5397-NSKQG   Male            NO     Yes        Yes     67
## 2535 8565-HBFNN   Male            NO     Yes         No     69
## 2536 2000-DHJUY Female           YES     Yes         No     70
## 2537 0203-HHYIJ   Male            NO      No         No     25
## 2538 8670-ERCJH   Male            NO      No         No     72
## 2539 7758-UJWYS   Male            NO     Yes        Yes     34
## 2540 2050-ONYDQ Female            NO     Yes        Yes     65
## 2541 7055-JCGNI Female            NO      No         No     70
## 2542 0739-UUAJR Female            NO     Yes        Yes     72
## 2543 4826-DXMUP   Male            NO      No        Yes     35
## 2544 0952-KMEEH   Male            NO      No         No     13
## 2545 7285-KLOTR Female            NO     Yes         No     12
## 2546 0654-PQKDW Female            NO     Yes        Yes     62
## 2547 7175-NTIXE Female            NO      No         No     25
## 2548 7963-SHNDT Female            NO      No         No     52
## 2549 9796-BPKIW   Male           YES      No         No      8
## 2550 0188-GWFLE   Male            NO      No         No      2
## 2551 8129-GMVGI Female            NO     Yes        Yes     56
## 2552 2882-DDZPG Female            NO      No         No     12
## 2553 3547-LQRIK Female            NO     Yes         No     47
## 2554 9137-NOQKA   Male           YES      No         No      2
## 2555 5843-TTHGI Female            NO      No         No     18
## 2556 1849-RJYIG Female            NO      No         No      8
## 2557 8868-GAGIO   Male            NO     Yes         No     45
## 2558 4061-UKJWL   Male            NO      No         No      3
## 2559 5380-XPJNZ Female            NO      No         No     38
## 2560 8263-QMNTJ   Male            NO     Yes         No     72
## 2561 8178-EYZUO   Male            NO      No         No     46
## 2562 3230-JCNZS Female            NO     Yes        Yes     71
## 2563 0277-ORXQS   Male            NO     Yes        Yes     66
## 2564 5130-IEKQT   Male           YES      No         No     25
## 2565 3230-WYKIR   Male            NO      No         No     18
## 2566 7996-BPXHY Female            NO     Yes        Yes     13
## 2567 3227-WLKLI Female            NO     Yes        Yes     65
## 2568 0407-BDJKB   Male            NO     Yes         No     60
## 2569 2266-FUBDZ   Male            NO     Yes        Yes     15
## 2570 8237-ULIXL Female            NO     Yes         No     72
## 2571 9600-UDOPK   Male            NO     Yes         No     30
## 2572 8216-AZUUZ Female            NO     Yes        Yes     42
## 2573 9153-BTBVV Female            NO     Yes         No     71
## 2574 4074-SJFFA Female            NO      No         No      1
## 2575 3269-ATYWD   Male           YES      No         No     39
## 2576 5186-PEIZU Female            NO      No         No     35
## 2577 1074-AMIOH Female            NO     Yes        Yes     53
## 2578 4910-GMJOT Female            NO      No         No      1
## 2579 0354-WYROK Female           YES     Yes        Yes     31
## 2580 4361-FEBGN   Male            NO      No         No     48
## 2581 7748-UMTRK Female           YES      No        Yes     30
## 2582 0380-ZCSBI   Male            NO      No         No     10
## 2583 7145-FEJWU Female            NO      No        Yes     12
## 2584 6463-MVYRY Female           YES      No         No     57
## 2585 3969-JQABI Female            NO     Yes         No     58
## 2586 9624-EGDEQ Female            NO      No         No     37
## 2587 1051-EQPZR Female            NO     Yes        Yes     44
## 2588 5849-ASHZJ   Male            NO      No        Yes     27
## 2589 5780-INQIK Female            NO      No         No      8
## 2590 7576-OYWBN   Male           YES      No         No      3
## 2591 4526-ZJJTM Female           YES     Yes         No     25
## 2592 8384-FZBJK Female            NO     Yes        Yes     57
## 2593 3750-RNQKR Female            NO      No         No     12
## 2594 0962-CQPWQ Female            NO     Yes        Yes     62
## 2595 3096-YXENJ Female            NO     Yes         No     65
## 2596 1265-BCFEO Female            NO     Yes         No     71
## 2597 5837-LXSDN Female            NO     Yes        Yes     21
## 2598 5945-AZYHT   Male            NO     Yes         No     71
## 2599 8325-QRPZR Female            NO      No         No      7
## 2600 6384-VMJHP Female            NO      No         No     72
## 2601 2262-SLNVK Female            NO      No         No      1
## 2602 7730-CLDSV Female            NO     Yes        Yes     72
## 2603 1135-HIORI Female            NO     Yes        Yes     64
## 2604 0164-APGRB Female            NO      No         No     72
## 2605 6481-ESCNL Female            NO      No         No     29
## 2606 1790-NESIO Female            NO      No         No     13
## 2607 1550-EENBN Female            NO      No         No     31
## 2608 5539-TMZLF   Male           YES      No         No      1
## 2609 4323-SADQS   Male            NO     Yes        Yes      7
## 2610 4446-BZKHU   Male            NO     Yes         No     61
## 2611 5202-IVJNU Female            NO      No        Yes     39
## 2612 5976-JCJRH   Male            NO     Yes         No     10
## 2613 8198-RKSZG Female            NO     Yes        Yes     14
## 2614 0137-OCGAB Female            NO      No         No      1
## 2615 3351-NQLDI Female            NO     Yes        Yes     67
## 2616 9297-EONCV Female            NO      No         No     72
## 2617 7593-JNWRU   Male            NO     Yes        Yes      6
## 2618 4588-YBNIB Female            NO      No         No      1
## 2619 1069-QJOEE   Male            NO     Yes        Yes     25
## 2620 3336-JORSO Female           YES      No         No     33
## 2621 7799-DSEWS   Male            NO      No         No     18
## 2622 8766-PAFNE   Male            NO     Yes         No     71
## 2623 5315-CKEQK   Male           YES     Yes        Yes     28
## 2624 3130-ICDUP Female            NO      No        Yes      2
## 2625 0820-FNRNX   Male            NO     Yes        Yes     17
## 2626 0880-FVFWF   Male            NO      No         No     56
## 2627 4611-ANLQC Female            NO     Yes         No     60
## 2628 4213-HKBJO Female            NO      No         No     33
## 2629 2792-LSHWX Female            NO      No         No      1
## 2630 5028-GZLDO   Male            NO      No         No      2
## 2631 0014-BMAQU   Male            NO     Yes         No     63
## 2632 6861-XWTWQ   Male           YES     Yes         No      7
## 2633 9018-PCIOK Female            NO      No         No     55
## 2634 4837-QUSFT Female            NO     Yes         No     65
## 2635 6877-TJMBR   Male            NO     Yes         No      1
## 2636 9953-ZMKSM   Male            NO      No         No     63
## 2637 0907-HQNTS Female           YES     Yes         No     70
## 2638 7665-NKLAV Female            NO     Yes        Yes     36
## 2639 6769-DCQLI   Male            NO      No         No     52
## 2640 2433-KMEAS   Male            NO      No         No     22
## 2641 4391-LNRXK   Male            NO      No         No     22
## 2642 8250-ZNGGW Female           YES      No         No      5
## 2643 2195-ZRVAX Female            NO     Yes         No     47
## 2644 3550-SAHFP Female            NO      No         No     33
## 2645 2011-TRQYE   Male            NO      No         No     18
## 2646 8562-GHPPI Female            NO      No         No      1
## 2647 5893-PYOLZ   Male            NO      No         No     56
## 2648 4986-MXSFP Female            NO      No         No      2
## 2649 6131-FOYAS   Male            NO      No         No     35
## 2650 3027-YNWZU Female            NO     Yes         No     64
## 2651 5609-IMCGG Female            NO      No         No     15
## 2652 4873-ILOLJ   Male            NO      No         No     24
## 2653 4727-MCYZG   Male            NO      No         No      1
## 2654 9481-WHGWY Female            NO     Yes        Yes     70
## 2655 2725-KXXWT   Male            NO     Yes         No      1
## 2656 9565-DJPIB Female            NO      No        Yes      4
## 2657 4328-VUFWD Female            NO      No         No     39
## 2658 3301-LSLWQ Female            NO      No         No     29
## 2659 7473-ZBDSN Female            NO     Yes        Yes     14
## 2660 3166-PNEOF Female            NO      No         No     61
## 2661 5639-NTUPK   Male            NO      No        Yes     13
## 2662 8780-YRMTT Female            NO      No         No     66
## 2663 8348-HFYIV   Male            NO      No         No      2
## 2664 5140-FOMCQ Female            NO     Yes         No     59
## 2665 6242-SGYTS   Male            NO     Yes        Yes     62
## 2666 8166-ORCHU   Male           YES     Yes         No     33
## 2667 8414-OOEEL   Male            NO      No        Yes     66
## 2668 8454-AATJP Female            NO      No         No     72
## 2669 6849-WLEYG   Male            NO      No        Yes      1
## 2670 4659-NZRUF Female            NO      No         No     19
## 2671 4531-AUZNK Female            NO     Yes        Yes     51
## 2672 4191-XOVOM   Male            NO      No         No     63
## 2673 2150-OEGBV   Male            NO      No         No     27
## 2674 8429-XIBUM   Male            NO      No         No     22
## 2675 1855-CFULU Female           YES      No         No      4
## 2676 4878-BUNFV   Male            NO     Yes        Yes     42
## 2677 1872-EBWSC Female            NO      No         No     29
## 2678 2608-BHKFN Female            NO      No         No      4
## 2679 7026-YMSBE   Male            NO      No         No     30
## 2680 7341-LXCAF   Male            NO     Yes         No      4
## 2681 6997-UVGOX   Male            NO     Yes        Yes     71
## 2682 9674-EHPPG   Male            NO     Yes         No     46
## 2683 9462-MJUAW   Male            NO      No         No      4
## 2684 8128-YVJRG Female            NO      No         No      7
## 2685 5440-VHLUL   Male            NO      No         No     69
## 2686 5781-BKHOP Female            NO     Yes         No     72
## 2687 4283-FUTGF   Male           YES      No         No     19
## 2688 5213-TWWJU   Male            NO      No         No     28
## 2689 1569-TTNYJ   Male            NO     Yes         No      5
## 2690 8628-MFKAX Female           YES     Yes         No     72
## 2691 2397-BRLOM   Male           YES     Yes        Yes      8
## 2692 7629-WIXZF Female            NO      No         No      7
## 2693 5445-GLVOT Female            NO      No         No     22
## 2694 3976-HXHCE   Male            NO      No         No     72
## 2695 2466-NEJOJ   Male            NO     Yes        Yes      8
## 2696 0254-KCJGT   Male            NO     Yes         No     52
## 2697 5472-CVMDX Female            NO      No         No     68
## 2698 6461-SZMCV Female            NO     Yes         No     71
## 2699 8150-QUDFX   Male            NO      No         No      2
## 2700 9508-ILZDG Female           YES      No         No     34
## 2701 2346-DJQTB Female            NO      No         No     35
## 2702 1697-LYYYX Female            NO     Yes        Yes     61
## 2703 1942-OQFRW   Male            NO      No         No      1
## 2704 4749-VFKVB Female            NO      No         No      1
## 2705 9640-ZSLDC Female            NO     Yes        Yes     53
## 2706 4231-LZUYM Female            NO     Yes         No     72
## 2707 7598-UAASY   Male            NO     Yes         No      2
## 2708 7938-OUHIO   Male            NO      No         No      3
## 2709 8510-AWCXC Female           YES      No         No     13
## 2710 6128-AQBMT   Male           YES     Yes         No     41
## 2711 3594-BDSOA Female            NO     Yes         No     24
## 2712 0431-APWVY Female            NO     Yes        Yes     28
## 2713 5133-VRSAB   Male            NO      No         No      8
## 2714 5996-DAOQL   Male            NO      No         No      1
## 2715 6838-YAUVY Female            NO      No         No     54
## 2716 0484-JPBRU   Male            NO      No         No     41
## 2717 7883-ROJOC Female            NO     Yes         No     19
## 2718 0244-LGNFY Female            NO     Yes        Yes     72
## 2719 7274-CGTOD   Male            NO      No         No     62
## 2720 4295-YURET Female           YES     Yes        Yes     56
## 2721 3426-NIYYL   Male            NO      No         No     15
## 2722 8225-BTJAU   Male           YES      No         No     10
## 2723 4635-EJYPD   Male            NO     Yes        Yes     32
## 2724 1866-ZSLJM   Male            NO      No         No     21
## 2725 4636-TVXVG   Male            NO     Yes        Yes     62
## 2726 4236-UJPWO Female            NO      No         No      2
## 2727 9392-XBGTD   Male            NO      No        Yes     27
## 2728 3387-VATUS   Male            NO      No         No      5
## 2729 6402-SSEJG Female            NO      No         No     25
## 2730 1143-NMNQJ Female            NO      No         No      2
## 2731 1169-SAOCL   Male            NO      No         No     49
## 2732 1110-KYLGQ Female            NO      No         No     63
## 2733 9929-PLVPA Female            NO      No        Yes      4
## 2734 3518-PZXZQ Female            NO     Yes         No      1
## 2735 2371-JUNGC   Male            NO      No         No     11
## 2736 7693-QPEFS   Male           YES      No         No     52
## 2737 0924-BJCRC Female           YES     Yes         No     60
## 2738 5074-FBGHB   Male            NO      No         No     64
## 2739 2351-BKRZW Female            NO     Yes        Yes     43
## 2740 4455-BFSPD Female            NO     Yes         No     61
## 2741 0415-MOSGF Female            NO      No         No      1
## 2742 1724-BQUHA   Male           YES      No         No      5
## 2743 3948-KXDUF   Male            NO      No         No     66
## 2744 2323-ARSVR   Male            NO     Yes         No     67
## 2745 0815-MFZGM Female            NO     Yes         No     42
## 2746 4826-XTSOH   Male           YES     Yes         No      1
## 2747 5480-XTFFL Female            NO     Yes        Yes     31
## 2748 8295-FHIVV   Male            NO      No         No      7
## 2749 2495-INZWQ   Male            NO      No         No      4
## 2750 9086-YJYXS   Male            NO     Yes        Yes     34
## 2751 1179-INLAT   Male            NO      No         No      3
## 2752 7909-FIOIY Female            NO     Yes        Yes     19
## 2753 4139-SUGLD   Male            NO     Yes        Yes     31
## 2754 6857-VWJDT Female            NO      No         No      1
## 2755 6351-SCJKT   Male            NO      No         No      3
## 2756 5468-BPMMO   Male            NO     Yes         No     46
## 2757 5624-BQSSA Female            NO      No         No      1
## 2758 0197-PNKNK Female            NO     Yes        Yes     69
## 2759 2439-QKJUL   Male            NO      No         No      5
## 2760 1194-SPVSP   Male            NO      No         No      1
## 2761 9534-NSXEM   Male            NO      No         No     26
## 2762 2408-WITXK Female           YES      No         No     10
## 2763 8929-KSWIH   Male            NO      No         No     25
## 2764 2250-IVBWA   Male            NO     Yes        Yes     64
## 2765 1810-MVMAI   Male            NO     Yes        Yes     30
## 2766 9506-UXUSK   Male            NO      No         No     13
## 2767 1229-RCALF Female            NO     Yes         No     64
## 2768 3572-UOLYZ Female            NO      No        Yes     46
## 2769 1429-UYJSV Female            NO      No         No     12
## 2770 5577-OTWWW Female            NO      No         No     15
## 2771 6100-QQHEB   Male            NO     Yes        Yes     17
## 2772 6366-XIVKZ Female            NO     Yes        Yes     13
## 2773 3470-OBUET Female            NO     Yes        Yes     67
## 2774 2770-NSVDG   Male            NO     Yes         No     24
## 2775 9375-MHRRS   Male            NO      No         No      6
## 2776 2634-HCZGT   Male           YES     Yes         No     53
## 2777 7503-QQRVF   Male           YES     Yes         No     16
## 2778 4860-YZGZM   Male            NO      No         No     10
## 2779 6599-GZWCM Female            NO      No         No     13
## 2780 2691-NZETQ   Male            NO      No         No      9
## 2781 4404-HIBDJ Female            NO      No         No     25
## 2782 5533-NHFRF   Male           YES      No         No      7
## 2783 7037-MTYVW   Male            NO     Yes        Yes     38
## 2784 4760-THGOT Female            NO     Yes         No     43
## 2785 7295-JOMMD Female            NO      No        Yes      4
## 2786 4016-BJKTZ Female            NO      No         No     25
## 2787 6584-VQMYT   Male            NO      No        Yes     27
## 2788 9838-BFCQT   Male            NO     Yes        Yes     72
## 2789 2790-XUYMV   Male            NO      No        Yes     71
## 2790 0581-MDMPW Female            NO      No         No     24
## 2791 5013-SBUIH Female            NO      No         No     50
## 2792 1023-BQXZE   Male            NO      No         No     57
## 2793 9163-GHAYE Female            NO      No         No     15
## 2794 3904-UKFRE   Male            NO      No         No      4
## 2795 5353-WILCI Female            NO      No         No     28
## 2796 0709-TVGUR Female           YES      No         No      9
## 2797 0058-EVZWM Female            NO     Yes         No     55
## 2798 6023-YEBUP   Male            NO      No         No      3
## 2799 7209-JCUDS   Male            NO      No         No     10
## 2800 7009-PCARS   Male            NO      No        Yes     55
## 2801 0519-DRGTI Female            NO     Yes        Yes     20
## 2802 1017-FBQMM Female            NO     Yes        Yes     62
## 2803 3001-CBHLQ   Male           YES     Yes         No     32
## 2804 1985-MBRYP Female            NO      No         No     43
## 2805 6158-DWPZT   Male            NO     Yes         No      9
## 2806 9372-TXXPS Female            NO     Yes         No     60
## 2807 3259-QMXUN   Male            NO     Yes         No     58
## 2808 1015-JPFYW   Male            NO      No        Yes      7
## 2809 6645-MXQJT   Male            NO     Yes        Yes      2
## 2810 4360-QRAVE   Male           YES      No         No     37
## 2811 8433-WPJTV Female           YES     Yes        Yes     65
## 2812 5804-JMYIO Female            NO     Yes        Yes     39
## 2813 3763-GCZHZ   Male            NO     Yes         No     66
## 2814 6484-LATFU   Male            NO      No         No     68
## 2815 7599-NTMDP Female            NO     Yes        Yes     62
## 2816 0772-GYEQQ   Male            NO      No         No      3
## 2817 0536-ACXIP Female            NO     Yes         No     72
## 2818 0936-NQLJU Female            NO     Yes         No     41
## 2819 4831-EOBFE   Male            NO     Yes        Yes     29
## 2820 1575-KRZZE Female            NO      No         No      4
## 2821 3251-YMVWZ   Male            NO      No         No     53
## 2822 4102-OQUPX   Male           YES     Yes         No      1
## 2823 9170-GYZJC Female            NO     Yes        Yes     41
## 2824 4884-LEVMQ   Male            NO     Yes         No     39
## 2825 8857-CUPFQ   Male            NO     Yes         No     63
## 2826 7610-TVOPG   Male            NO      No         No     15
## 2827 3638-DIMPH Female            NO     Yes         No     13
## 2828 1845-ZLLIG   Male            NO      No         No      1
## 2829 8559-WNQZS   Male            NO      No         No      1
## 2830 3999-QGRJH   Male           YES      No         No      8
## 2831 1699-UOTXU   Male            NO      No         No     60
## 2832 2454-RPBRZ Female           YES     Yes         No     12
## 2833 0635-WKOLD   Male            NO     Yes         No     40
## 2834 5993-JSUWV Female            NO      No         No     66
## 2835 4518-FZBSX   Male            NO     Yes        Yes     42
## 2836 5387-ASZNZ Female           YES      No         No     66
## 2837 6988-CJEYV   Male            NO      No         No     49
## 2838 2002-MZHWP Female            NO      No         No      1
## 2839 3097-FQTVJ Female            NO      No         No     41
## 2840 5465-BUBFA Female            NO     Yes        Yes     41
## 2841 7299-GNVPL Female            NO     Yes        Yes     23
## 2842 9743-DQKQW   Male            NO      No         No      3
## 2843 1215-VFYVK Female            NO      No         No      4
## 2844 9371-BITHB Female            NO     Yes        Yes     52
## 2845 2265-CYWIV Female           YES     Yes         No      4
## 2846 9093-FPDLG Female            NO      No         No     11
## 2847 0541-FITGH Female            NO     Yes         No      2
## 2848 6985-HAYWX Female            NO     Yes         No     26
## 2849 7508-KBIMB   Male            NO     Yes        Yes     24
## 2850 6838-HVLXG Female            NO      No         No     12
## 2851 2277-DJJDL   Male           YES     Yes         No     60
## 2852 1897-OKVMW Female            NO     Yes        Yes     64
## 2853 5485-ITNPC   Male            NO     Yes         No     66
## 2854 0233-FTHAV Female            NO      No         No     60
## 2855 4644-PIZRT   Male            NO     Yes        Yes     17
## 2856 8922-NPKBJ   Male            NO     Yes        Yes     42
## 2857 2740-TVLFN   Male            NO      No         No      1
## 2858 7771-CFQRQ Female            NO     Yes        Yes     47
## 2859 9512-PHSMG Female            NO     Yes         No     10
## 2860 6963-EZQEE   Male           YES     Yes         No     70
## 2861 2452-KDRRH   Male           YES      No         No     67
## 2862 2004-OCQXK Female            NO      No         No      1
## 2863 5027-QPKTE   Male            NO     Yes         No      7
## 2864 4146-SVFUD   Male            NO      No         No      1
## 2865 1564-HJUVY   Male            NO      No         No      4
## 2866 3617-XLSGQ Female            NO     Yes        Yes     66
## 2867 7517-LDMPS Female            NO      No         No     12
## 2868 7244-KXYZN Female            NO      No         No     24
## 2869 5226-NOZFC   Male            NO      No         No     26
## 2870 2672-HUYVI Female            NO      No         No      6
## 2871 1400-WIVLL   Male            NO     Yes         No     57
## 2872 7508-MYBOG   Male            NO     Yes         No     14
## 2873 8148-NLEGT Female            NO     Yes        Yes     42
## 2874 0148-DCDOS   Male            NO      No         No     25
## 2875 8347-GDTMP Female            NO     Yes         No     64
## 2876 9992-RRAMN   Male            NO     Yes         No     22
## 2877 6746-WAUWT   Male            NO      No         No     19
## 2878 0310-MVLET Female            NO     Yes        Yes     61
## 2879 0428-IKYCP   Male            NO     Yes         No     22
## 2880 4550-VBOFE   Male           YES     Yes         No     70
## 2881 2187-PKZAY   Male            NO      No         No     12
## 2882 4003-OCTMP Female            NO     Yes         No     31
## 2883 6652-YFFJO Female            NO      No         No     11
## 2884 7225-IILWY   Male            NO     Yes        Yes     68
## 2885 5248-RPYWW Female           YES     Yes        Yes     72
## 2886 7923-IYJWY   Male           YES      No         No     67
## 2887 3170-GWYKC Female            NO      No         No     60
## 2888 5696-QURRL   Male            NO      No         No      1
## 2889 7409-KIUTL Female           YES      No        Yes      1
## 2890 9830-ECLEN   Male            NO     Yes        Yes     58
## 2891 1732-VHUBQ Female           YES     Yes        Yes     47
## 2892 0495-RVCBF Female            NO      No         No      1
## 2893 2668-TZSPS   Male            NO      No         No      1
## 2894 7854-EDSSA   Male            NO      No         No     22
## 2895 8869-TORSS Female            NO      No         No     48
## 2896 7446-SFAOA Female            NO     Yes         No     37
## 2897 9522-ZSINC   Male            NO      No         No     13
## 2898 8234-GSZYK   Male            NO      No         No     43
## 2899 6505-OZNPG Female            NO      No         No      6
## 2900 6164-HAQTX   Male            NO      No         No     71
## 2901 0679-IDSTG Female           YES     Yes        Yes      1
## 2902 7765-LWVVH Female            NO     Yes        Yes     72
## 2903 1658-TJVOA Female           YES      No         No      6
## 2904 0953-LGOVU   Male            NO     Yes        Yes     12
## 2905 2115-BFTIW   Male            NO      No         No     25
## 2906 4692-NNQRU Female            NO     Yes         No     21
## 2907 7742-MYPGI Female            NO     Yes        Yes      6
## 2908 0611-DFXKO   Male            NO     Yes         No     20
## 2909 7780-OTDSO   Male            NO     Yes         No     18
## 2910 9619-GSATL Female            NO      No         No     43
## 2911 5622-UEJFI Female            NO     Yes        Yes     35
## 2912 9747-DDZOS Female            NO      No         No      1
## 2913 0674-DGMAQ   Male           YES     Yes         No     32
## 2914 6203-HBZPA   Male            NO      No         No     52
## 2915 0484-FFVBJ   Male            NO      No         No     32
## 2916 0301-FIDRB Female            NO     Yes        Yes     72
## 2917 4139-JPIAM   Male            NO      No         No     51
## 2918 2181-TIDSV   Male            NO     Yes        Yes     68
## 2919 2761-XECQW   Male           YES     Yes         No      8
## 2920 1936-CZAKF   Male            NO     Yes         No     49
## 2921 9453-PATOS Female            NO     Yes         No     72
## 2922 0564-JJHGS   Male            NO      No         No      9
## 2923 3348-CFRNX Female            NO     Yes         No     28
## 2924 4402-FTBXC   Male            NO      No         No     54
## 2925 1428-GTBJJ   Male            NO      No         No     11
## 2926 2931-XIQBR Female            NO     Yes        Yes     50
## 2927 0106-UGRDO Female            NO     Yes         No     69
## 2928 5542-TBBWB   Male            NO      No         No      1
## 2929 1930-QPBVZ   Male            NO     Yes        Yes     68
## 2930 2606-PKWJB   Male            NO      No        Yes     40
## 2931 5322-ZSMZY   Male            NO     Yes        Yes     31
## 2932 8059-UDZFY Female           YES      No        Yes     33
## 2933 7740-BTPUX   Male           YES     Yes         No     55
## 2934 5220-AGAAX   Male            NO     Yes        Yes     68
## 2935 0208-BPQEJ Female            NO     Yes        Yes     12
## 2936 9435-JMLSX   Male            NO     Yes         No     71
## 2937 3352-ALMCK   Male            NO      No         No     40
## 2938 5312-IRCFR Female            NO     Yes        Yes     64
## 2939 5294-IMHHT   Male            NO     Yes         No     53
## 2940 8802-UNOJF   Male           YES      No         No     12
## 2941 6313-GIDIT   Male           YES      No         No     53
## 2942 6176-YJWAS   Male            NO     Yes         No     72
## 2943 5310-NOOVA   Male            NO      No         No     46
## 2944 4526-EXKKN   Male            NO      No         No     40
## 2945 5311-IHLEI   Male            NO      No         No     12
## 2946 3987-KQDDU   Male            NO      No         No      9
## 2947 3404-JNXAX Female            NO     Yes        Yes     51
## 2948 5131-PONJI   Male            NO     Yes        Yes     49
## 2949 2845-AFFTX   Male           YES     Yes         No     41
## 2950 3489-VSFRD Female            NO      No         No     56
## 2951 3345-JHUEO   Male            NO      No         No      4
## 2952 5815-HGGHV   Male            NO     Yes         No     20
## 2953 5260-UMPWX Female            NO     Yes        Yes     26
## 2954 2249-YPRNG Female            NO     Yes        Yes     20
## 2955 7410-YTJIK Female            NO      No         No      7
## 2956 4626-GYCZP   Male            NO      No         No      7
## 2957 5649-RXQTV   Male            NO      No         No     51
## 2958 2674-MIAHT Female            NO      No         No      4
## 2959 2576-HXMPA Female            NO      No         No      1
## 2960 7587-AOVVU   Male            NO     Yes        Yes     27
## 2961 5590-BYNII   Male            NO      No         No     22
## 2962 6898-MDLZW   Male            NO      No         No     12
## 2963 3237-AJGEH Female            NO     Yes        Yes      3
## 2964 4707-YNOQA Female            NO     Yes        Yes     34
## 2965 9357-UJRUN   Male            NO     Yes         No     24
## 2966 1591-NFNLQ   Male            NO      No         No     51
## 2967 8648-PFRMP Female           YES      No         No     14
## 2968 7663-CUXZB   Male            NO     Yes         No     59
## 2969 0258-NOKBL   Male            NO      No         No      3
## 2970 1163-VIPRI Female            NO     Yes        Yes     65
## 2971 2815-CPTUL   Male           YES      No         No      5
## 2972 9348-ROUAI Female            NO     Yes        Yes     59
## 2973 9443-JUBUO   Male            NO     Yes        Yes     72
## 2974 0596-BQCEQ Female            NO     Yes        Yes     62
## 2975 1481-ZUWZA   Male            NO      No         No     28
## 2976 3043-TYBNO   Male            NO      No         No      3
## 2977 4830-FAXFM   Male            NO      No        Yes     19
## 2978 5906-BFOZT   Male            NO      No         No      1
## 2979 2960-NKRSO   Male            NO      No         No     24
## 2980 8996-ZROXE   Male           YES      No         No     57
## 2981 5598-IKHQQ Female            NO      No         No     72
## 2982 0397-ZXWQF   Male            NO      No         No     67
## 2983 5266-PFRQK   Male            NO     Yes        Yes     52
## 2984 4674-HGNUA   Male            NO     Yes        Yes     71
## 2985 6765-MBQNU Female            NO     Yes         No     26
## 2986 9786-IJYDL Female            NO      No         No     35
## 2987 1303-SRDOK Female            NO     Yes        Yes     55
## 2988 3769-MHZNV Female            NO     Yes        Yes     33
## 2989 6295-OSINB   Male            NO     Yes         No     72
## 2990 3308-MHOOC   Male            NO      No        Yes      1
## 2991 2309-OSFEU   Male            NO      No         No     10
## 2992 2207-QPJED Female           YES     Yes         No     37
## 2993 4177-JPDFU   Male            NO      No         No     12
## 2994 2239-CFOUJ   Male            NO     Yes        Yes      1
## 2995 8046-DNVTL   Male            NO     Yes         No     62
## 2996 2209-XADXF Female            NO      No         No      1
## 2997 6620-JDYNW Female            NO      No         No     18
## 2998 1891-FZYSA   Male           YES     Yes         No     69
## 2999 4770-UEZOX   Male            NO      No         No      2
## 3000 1038-RQOST   Male            NO     Yes        Yes     19
## 3001 7613-LLQFO   Male            NO      No         No     12
## 3002 4568-TTZRT   Male            NO      No         No      9
## 3003 9513-DXHDA   Male            NO      No         No     27
## 3004 2640-PMGFL   Male            NO      No        Yes     27
## 3005 3801-HMYNL   Male            NO     Yes        Yes      1
## 3006 0516-QREYC Female           YES      No         No     24
## 3007 9685-WKZGT   Male           YES      No         No     14
## 3008 6022-UGGSO Female           YES      No         No     32
## 3009 8084-OIVBS Female            NO      No         No     11
## 3010 8896-BQTTI   Male            NO      No         No      1
## 3011 3865-QBWSJ   Male           YES      No        Yes     38
## 3012 3352-RICWQ Female            NO     Yes        Yes      9
## 3013 2160-GPFXD   Male            NO     Yes        Yes     54
## 3014 2065-MMKGR Female            NO      No         No     29
## 3015 5857-TYBCJ   Male           YES     Yes         No     44
## 3016 1498-NHTLT   Male            NO     Yes        Yes     59
## 3017 4484-CGXFK Female            NO      No         No      3
## 3018 1402-PTHGN Female            NO     Yes        Yes     18
## 3019 4176-RELJR   Male           YES      No         No     67
## 3020 6214-EDAKZ Female            NO     Yes        Yes     22
## 3021 5199-FPUSP   Male            NO      No        Yes     33
## 3022 6377-KSLXC   Male            NO      No         No      5
## 3023 1796-JANOW Female            NO      No         No      2
## 3024 0238-WHBIQ   Male            NO     Yes        Yes     72
## 3025 8735-NBLWT   Male            NO      No        Yes      9
## 3026 6651-RLGGM   Male            NO     Yes        Yes     67
## 3027 6127-ISGTU Female            NO     Yes         No     16
## 3028 1614-JBEBI Female            NO      No         No      8
## 3029 8740-XLHDR   Male            NO      No         No      5
## 3030 1208-DNHLN   Male            NO     Yes        Yes     23
## 3031 1761-AEZZR   Male            NO      No         No      1
## 3032 3923-CSIHK Female           YES     Yes         No     50
## 3033 5696-EXCYS   Male            NO      No         No     17
## 3034 5795-KTGUD Female            NO     Yes         No     68
## 3035 7120-RFMVS   Male            NO      No         No      1
## 3036 7924-GJZFI Female           YES     Yes         No     25
## 3037 4702-HDRKD   Male            NO      No         No     67
## 3038 8512-WIWYV   Male            NO      No         No     32
## 3039 5897-ZYEKH Female           YES     Yes         No     67
## 3040 5456-ITGIC   Male           YES     Yes         No     72
## 3041 7317-GGVPB   Male            NO     Yes         No     71
## 3042 1406-PUQVY   Male            NO      No        Yes      1
## 3043 1322-AGOQM   Male            NO      No         No     46
## 3044 3677-IYRBF Female           YES      No         No      2
## 3045 5692-FPTAH Female            NO      No         No      1
## 3046 9114-AAFQH Female            NO     Yes         No     48
## 3047 8715-KKTFG Female            NO     Yes         No     61
## 3048 1550-LOAHA Female            NO     Yes         No     32
## 3049 1728-BQDMA Female            NO      No         No      2
## 3050 0268-QKIWO Female            NO      No         No      3
## 3051 0876-WDUUZ Female            NO      No         No      5
## 3052 5117-ZSMHQ Female            NO     Yes        Yes     71
## 3053 5151-HQRDG   Male            NO     Yes         No     37
## 3054 0960-HUWBM   Male            NO     Yes        Yes     65
## 3055 6465-GSRCL Female            NO      No        Yes     67
## 3056 0617-FHSGK   Male            NO      No        Yes     49
## 3057 0263-FJTQO   Male            NO     Yes        Yes     50
## 3058 7319-ZNRTR   Male            NO     Yes        Yes     25
## 3059 2858-MOFSQ Female            NO      No        Yes     17
## 3060 7503-EPSZW Female            NO     Yes        Yes     64
## 3061 7089-XXAYG   Male            NO     Yes         No     25
## 3062 8118-LSUEL   Male           YES      No         No     23
## 3063 8070-AAWZP   Male           YES     Yes         No     24
## 3064 1666-JXLKU Female            NO      No         No     37
## 3065 7855-DIWPO Female            NO      No         No     21
## 3066 5133-POWUA   Male            NO      No         No      1
## 3067 5652-MSDEY Female            NO      No         No     10
## 3068 7005-CCBKV   Male            NO      No         No      6
## 3069 1810-BOHSY   Male            NO     Yes         No     51
## 3070 1784-BXEFA Female            NO      No         No     10
## 3071 7351-MHQVU Female            NO      No         No      6
## 3072 9224-VTYID   Male            NO     Yes        Yes     47
## 3073 9500-IWPXQ Female            NO     Yes        Yes     61
## 3074 5762-TJXGK Female            NO      No         No     52
## 3075 4504-YOULA Female            NO     Yes        Yes     35
## 3076 5569-IDSEY   Male            NO     Yes         No     71
## 3077 4250-FDVOU Female            NO      No         No      6
## 3078 7284-ZZLOH   Male            NO     Yes         No     45
## 3079 5277-ZLOOR Female           YES      No         No      2
## 3080 2141-RRYGO Female            NO      No         No      4
## 3081 1777-JYQPJ   Male            NO      No         No      2
## 3082 6376-GAHQE   Male            NO      No         No      4
## 3083 3401-URHDA   Male            NO      No         No     51
## 3084 1599-EAHXY   Male            NO     Yes        Yes     60
## 3085 8631-XVRZL   Male            NO      No         No      9
## 3086 5052-PNLOS   Male            NO      No         No      3
## 3087 3853-LYGAM   Male            NO      No         No     17
## 3088 6979-ZNSFF Female            NO      No         No      8
## 3089 5751-USDBL   Male            NO     Yes        Yes     46
## 3090 5680-LQOGP Female            NO      No         No     68
## 3091 2386-LAHRK   Male            NO      No         No      1
## 3092 8189-DUKMV Female            NO     Yes         No      4
## 3093 6032-IGALN Female            NO      No         No      1
## 3094 9931-DCEZH   Male            NO      No        Yes     28
## 3095 1898-JSNDC Female            NO      No         No     39
## 3096 0315-LVCRK   Male            NO      No         No     11
## 3097 3911-RSNHI Female            NO     Yes         No     71
## 3098 2410-CIYFZ   Male            NO      No        Yes      2
## 3099 4248-HCETZ   Male           YES     Yes         No     30
## 3100 5505-OVWQW Female            NO      No         No     17
## 3101 7271-AJDTL Female            NO     Yes         No     55
## 3102 1867-TJHTS Female            NO      No         No     58
## 3103 0516-WJVXC Female            NO      No         No      5
## 3104 9174-FKWZE Female           YES      No         No      1
## 3105 6860-YRJZP   Male           YES      No         No      9
## 3106 4429-WYGFR   Male            NO      No         No     26
## 3107 2817-LVCPP Female            NO      No         No     50
## 3108 5038-ETMLM Female            NO     Yes         No     72
## 3109 5056-FIMPT Female            NO      No        Yes     43
## 3110 4521-WFJAI   Male            NO      No         No     56
## 3111 6569-KTMDU Female            NO      No         No      1
## 3112 8809-RIHDD   Male            NO     Yes        Yes     72
## 3113 8809-XKHMD   Male            NO     Yes         No     72
## 3114 0396-YCHWO   Male            NO     Yes         No     36
## 3115 0867-LDTTC   Male            NO      No         No      5
## 3116 4822-NGOCH Female            NO      No         No     13
## 3117 9391-DXGGG Female           YES      No         No     44
## 3118 9844-FELAJ Female           YES     Yes        Yes     70
## 3119 2122-SZZZD   Male            NO      No         No     44
## 3120 5307-DZCVC Female           YES     Yes         No     32
## 3121 3148-AOIQT Female            NO     Yes         No     69
## 3122 8679-JOEVF Female           YES      No         No     16
## 3123 8395-ETZKQ   Male           YES     Yes        Yes     68
## 3124 6692-YQHXC   Male            NO      No         No     16
## 3125 3889-VWBID   Male            NO     Yes        Yes     68
## 3126 5222-JCXZT   Male            NO      No         No      4
## 3127 9754-CLVZW Female            NO     Yes        Yes     26
## 3128 1432-FPAXX Female            NO      No         No     29
## 3129 2739-CCZMB   Male            NO      No        Yes      5
## 3130 7080-TNUWP   Male            NO     Yes         No     70
## 3131 0496-AHOOK   Male            NO     Yes         No     24
## 3132 8336-TAVKX Female           YES     Yes         No     72
## 3133 2468-SJFLM   Male            NO      No         No      1
## 3134 3181-VTHOE   Male            NO     Yes         No     70
## 3135 7168-HDQHG Female            NO     Yes        Yes     36
## 3136 4803-AXVYP Female           YES      No         No     38
## 3137 3884-HCSWG Female            NO      No         No     17
## 3138 4567-AKPIA Female            NO     Yes        Yes     41
## 3139 5077-DXTCG Female            NO      No         No      1
## 3140 1142-WACZW   Male            NO      No         No      2
## 3141 7901-HXJVA   Male            NO      No         No     14
## 3142 5649-ANRML   Male           YES      No         No      2
## 3143 4892-VLANZ   Male            NO      No         No      1
## 3144 5924-IFQTT   Male            NO     Yes        Yes     13
## 3145 7968-QUXNS   Male            NO      No         No      6
## 3146 2919-HBCJO Female            NO      No         No      4
## 3147 4236-XPXAV Female            NO     Yes        Yes      5
## 3148 8903-WMRNW Female            NO     Yes         No     15
## 3149 2452-SNHFZ Female            NO      No         No     47
## 3150 3629-WEAAM Female            NO      No         No      8
## 3151 6029-CSMJE   Male            NO      No         No     17
## 3152 7993-NQLJE   Male            NO     Yes        Yes     15
## 3153 9909-DFRJA Female            NO      No         No     26
## 3154 9099-FTUHS Female            NO      No         No     23
## 3155 0581-BXBUB Female           YES      No         No      4
## 3156 4962-CHQPW   Male            NO      No        Yes     29
## 3157 9467-ROOLM Female            NO      No         No     25
## 3158 3030-YZADT   Male            NO      No         No      9
## 3159 7410-KTVFV   Male            NO     Yes         No     18
## 3160 5150-ITWWB   Male           YES      No         No      3
## 3161 2253-KPMNB Female            NO     Yes        Yes     69
## 3162 1345-ZUKID   Male            NO      No         No     14
## 3163 6429-SHBCB   Male            NO      No         No     19
## 3164 9281-OFDMF   Male           YES      No         No     39
## 3165 2603-HVKCG   Male            NO      No         No     31
## 3166 1834-WULEG   Male            NO     Yes        Yes     24
## 3167 9097-ZUBYC   Male            NO     Yes         No     14
## 3168 5148-ORICT Female            NO     Yes         No     64
## 3169 4893-GYUJU Female            NO      No         No     50
## 3170 4578-PHJYZ   Male            NO     Yes        Yes     52
## 3171 7272-QDCKA   Male            NO      No         No     28
## 3172 8908-SLFCJ Female            NO      No         No     21
## 3173 8393-DLHGA   Male            NO      No        Yes     25
## 3174 9766-HGEDE Female            NO     Yes         No     17
## 3175 6968-MHOMU   Male            NO     Yes         No     58
## 3176 7395-IGJOS   Male           YES     Yes         No     17
## 3177 5044-XDPYX Female            NO     Yes         No     51
## 3178 1814-WFGVS   Male            NO     Yes        Yes     72
## 3179 2834-SPCJV   Male            NO     Yes         No     52
## 3180 3721-WKIIL Female            NO      No         No     27
## 3181 6734-CKRSM Female            NO      No         No      3
## 3182 1265-ZFOSD Female            NO     Yes         No     64
## 3183 6568-POCUI Female            NO     Yes         No     45
## 3184 7890-VYYWG   Male           YES     Yes         No      3
## 3185 5197-LQXXH Female            NO     Yes         No     71
## 3186 9907-SWKKF Female           YES      No         No      1
## 3187 3457-PQBYH Female            NO     Yes        Yes     58
## 3188 7682-AZNDK   Male            NO     Yes        Yes     34
## 3189 0587-DMGBH Female            NO      No         No      8
## 3190 5384-ZTTWP Female            NO     Yes        Yes     15
## 3191 3745-HRPHI   Male            NO     Yes        Yes     66
## 3192 7636-OWBPG   Male           YES      No         No     12
## 3193 1231-YNDEK   Male            NO      No         No     58
## 3194 1407-DIGZV Female            NO     Yes        Yes      3
## 3195 6397-JNZZG Female           YES     Yes         No     43
## 3196 0570-BFQHT Female            NO      No         No      9
## 3197 4393-OBCRR Female            NO      No         No      3
## 3198 3523-QRQLL Female            NO     Yes        Yes     22
## 3199 8564-LDKFL   Male            NO     Yes         No     40
## 3200 3696-DFHHB Female            NO      No         No     68
## 3201 0895-DQHEW   Male            NO     Yes         No     54
## 3202 4717-GHADL Female            NO      No         No     50
## 3203 5501-TVMGM   Male            NO      No         No      1
## 3204 5879-HMFFH Female            NO     Yes         No     72
## 3205 6772-WFQRD   Male            NO      No        Yes     40
## 3206 3810-DVDQQ Female            NO     Yes        Yes     72
## 3207 6972-SNKKW Female            NO      No         No      6
## 3208 3694-GLTJM Female            NO      No         No      5
## 3209 8550-XSXUQ   Male            NO     Yes         No     48
## 3210 8149-RSOUN Female            NO      No         No      1
## 3211 9055-MOJJJ Female            NO     Yes        Yes     64
## 3212 4359-INNWN Female            NO      No         No     17
## 3213 0585-EGDDA   Male            NO     Yes         No     40
## 3214 4032-RMHCI Female            NO     Yes        Yes     41
## 3215 0549-CYCQN   Male           YES      No         No     51
## 3216 3481-JHUZH   Male            NO     Yes         No     41
## 3217 7250-EQKIY Female            NO     Yes        Yes      1
## 3218 3594-IVHJZ Female            NO      No         No      2
## 3219 6869-FGJJC   Male            NO      No         No     68
## 3220 3896-ZVNET Female            NO     Yes        Yes     24
## 3221 8205-VSLRB   Male            NO     Yes         No     70
## 3222 5960-MVTUK   Male            NO      No         No      3
## 3223 6817-WTYHE   Male            NO      No         No      2
## 3224 3082-VQXNH   Male            NO     Yes         No      3
## 3225 4013-UBXWQ Female            NO      No         No      7
## 3226 4931-TRZWN Female            NO      No         No     13
## 3227 0750-EKNGL   Male            NO      No         No      7
## 3228 7669-LCRSD   Male            NO     Yes        Yes     12
## 3229 3567-PQTSO   Male            NO     Yes        Yes     53
## 3230 5519-NPHVG Female            NO      No         No     12
## 3231 8043-PNYSD   Male            NO     Yes        Yes     63
## 3232 9938-EKRGF Female            NO      No         No     15
## 3233 2703-AMTUL   Male            NO     Yes        Yes     36
## 3234 0928-JMXNP   Male           YES     Yes         No      4
## 3235 8173-RXAYP Female            NO     Yes        Yes     24
## 3236 4825-XJGDM Female            NO      No         No     61
## 3237 5402-HTOTQ   Male            NO      No         No     16
## 3238 6734-JDTTV   Male            NO     Yes        Yes     65
## 3239 7850-THJMU Female            NO     Yes        Yes     26
## 3240 3890-RTCMS   Male            NO      No         No     16
## 3241 8849-GYOKR Female            NO     Yes         No     54
## 3242 3148-BLQJT   Male            NO      No         No      1
## 3243 3717-FDJFU   Male            NO      No        Yes      5
## 3244 3665-JATSN Female            NO      No         No     19
## 3245 7966-YOTQW   Male            NO      No         No     10
## 3246 0461-CVKMU Female            NO     Yes        Yes     23
## 3247 8806-EAGWC   Male            NO      No         No      3
## 3248 8853-TZDGH Female            NO      No         No     72
## 3249 7779-LGOVN   Male           YES     Yes         No     10
## 3250 4324-BZCKL Female            NO     Yes        Yes     10
## 3251 6924-TDGMT   Male            NO     Yes         No     11
## 3252 9710-ZUSHQ Female           YES      No         No     37
## 3253 1536-YHDOE   Male            NO     Yes        Yes     17
## 3254 8123-QBNAZ Female            NO     Yes        Yes     36
## 3255 3629-ZNKXA   Male           YES      No         No     17
## 3256 4827-LTQRJ Female           YES     Yes        Yes     66
## 3257 7711-YIJWC   Male            NO     Yes        Yes     61
## 3258 5482-VXSXJ   Male            NO      No         No     22
## 3259 7365-BVCJH   Male            NO      No         No      1
## 3260 9620-ENEJV Female            NO      No         No      6
## 3261 4183-WCSEP   Male            NO      No         No     31
## 3262 2378-YIZKA Female            NO     Yes        Yes     68
## 3263 5498-TXHLF Female            NO     Yes        Yes     34
## 3264 0689-DSXGL Female            NO     Yes        Yes     52
## 3265 6818-DJXAA Female            NO      No        Yes     10
## 3266 9722-UJOJR   Male            NO     Yes        Yes     29
## 3267 0464-WJTKO Female            NO     Yes        Yes     72
## 3268 8902-ZEOVF   Male            NO     Yes        Yes     47
## 3269 6778-EICRF   Male            NO     Yes        Yes     24
## 3270 2662-NNTDK   Male            NO      No         No     65
## 3271 4132-KALRO Female            NO      No         No      4
## 3272 3902-FOIGH   Male           YES     Yes         No     12
## 3273 6772-KSATR   Male            NO      No         No      1
## 3274 7112-OPOTK   Male            NO      No         No     33
## 3275 2874-YXVVA Female            NO      No         No     34
## 3276 1245-HARPS Female            NO     Yes         No     14
## 3277 4210-QFJMF Female            NO      No         No      4
## 3278 4323-ELYYB   Male            NO     Yes        Yes     13
## 3279 4293-ETKAP Female            NO     Yes        Yes     65
## 3280 6064-PUPMC   Male            NO     Yes        Yes     23
## 3281 6504-VBLFL   Male            NO     Yes         No     55
## 3282 6322-PJJDJ   Male            NO     Yes         No     49
## 3283 0330-BGYZE   Male            NO     Yes         No     60
## 3284 1085-LDWAM Female            NO     Yes        Yes     69
## 3285 7586-ZATGZ   Male            NO      No         No     40
## 3286 7197-VOJMM   Male            NO     Yes         No     67
## 3287 3318-OSATS   Male           YES      No         No     35
## 3288 5828-AVIPD   Male            NO     Yes        Yes     19
## 3289 1843-TLSGD Female            NO     Yes        Yes     13
## 3290 9626-VFRGG Female            NO      No        Yes     41
## 3291 7075-BNDVQ Female            NO      No         No      4
## 3292 9143-CANJF Female            NO     Yes        Yes     24
## 3293 7284-BUYEC Female            NO      No         No      5
## 3294 2041-JIJCI Female            NO      No         No      5
## 3295 1086-LXKFY Female            NO     Yes        Yes      1
## 3296 4900-MSOMT Female            NO     Yes        Yes     72
## 3297 2229-VWQJH Female            NO      No         No     24
## 3298 9194-GFVOI Female            NO     Yes         No     42
## 3299 1336-EZFZY Female            NO      No         No      4
## 3300 4282-MSACW   Male            NO      No         No     68
## 3301 1403-LKLIK Female            NO     Yes        Yes     33
## 3302 2636-ALXXZ Female           YES      No         No      1
## 3303 7774-OJSXI   Male            NO      No         No     31
## 3304 7786-WBJYI Female            NO      No         No      4
## 3305 0136-IFMYD   Male           YES     Yes         No     69
## 3306 5144-TVGLP   Male           YES      No         No     38
## 3307 9643-AVVWI Female            NO     Yes        Yes      3
## 3308 0253-ZTEOB Female            NO     Yes        Yes     48
## 3309 2706-QZIHY Female            NO     Yes         No     15
## 3310 6061-PQHMK Female            NO      No         No     25
## 3311 9885-CSMWE Female           YES      No         No      1
## 3312 6137-MFAJN Female            NO      No         No     48
## 3313 9122-UMROB   Male            NO      No         No      1
## 3314 4232-JGKIY   Male            NO      No         No      1
## 3315 2402-TAIRZ Female            NO      No         No     37
## 3316 9659-ZTWSM   Male           YES     Yes         No     66
## 3317 9139-TWBAS Female            NO     Yes         No     26
## 3318 6685-GBWJZ   Male            NO     Yes         No     63
## 3319 5016-ETTFF   Male            NO      No         No     10
## 3320 3866-MDTUB Female            NO      No         No      2
## 3321 2195-VVRJF   Male           YES     Yes         No     18
## 3322 3913-RDSJZ Female            NO     Yes         No     64
## 3323 8058-JMEQO Female           YES      No         No      9
## 3324 4203-QGNZA Female            NO      No        Yes     28
## 3325 5043-TRZWM Female            NO      No         No      1
## 3326 0697-ZMSWS   Male            NO      No         No      4
## 3327 7657-DYEPJ   Male           YES      No         No     38
## 3328 9494-BDNNC   Male            NO     Yes         No     66
## 3329 1640-PLFMP Female            NO      No         No      1
## 3330 5366-OBVMR Female            NO     Yes         No     18
## 3331 8276-MQBYC   Male           YES      No         No     51
## 3333 7593-XFKDI   Male            NO      No         No      1
## 3334 4573-JKNAE   Male            NO      No        Yes     12
## 3335 0337-CNPZE Female            NO      No         No     41
## 3336 9817-APLHW   Male            NO      No         No     12
## 3337 8380-MQINP Female            NO     Yes        Yes     55
## 3338 0840-DFEZH Female            NO      No         No      7
## 3339 1513-XNPPH Female            NO      No         No     12
## 3340 8690-ZVLCL Female            NO     Yes        Yes     68
## 3341 6015-VVHHE Female           YES      No         No      5
## 3342 1125-SNVCK Female           YES      No         No     49
## 3343 0384-LPITE   Male            NO      No         No     40
## 3344 4616-EWBNJ Female            NO      No         No     16
## 3345 6347-DCUIK   Male            NO      No         No     10
## 3346 1335-HQMKX Female            NO     Yes         No     72
## 3347 2545-EBUPK Female           YES      No         No      2
## 3348 6923-AQONU   Male            NO     Yes        Yes     23
## 3349 2172-EJXVF Female           YES      No         No     71
## 3350 0897-FEGMU Female            NO     Yes         No     11
## 3351 7663-RGWBC   Male            NO      No         No      1
## 3352 1120-BMWUB Female            NO      No         No     16
## 3353 9124-LHCJQ Female            NO      No         No      1
## 3354 4536-PLEQY   Male            NO     Yes         No     12
## 3355 7029-IJEJK Female            NO      No         No     54
## 3356 8871-JLMHM Female            NO     Yes         No     68
## 3357 2235-ZGKPT Female            NO     Yes        Yes      4
## 3358 3891-PUQOD Female            NO      No        Yes      1
## 3359 5447-VYTKW   Male            NO      No         No     27
## 3360 3623-FQBOX   Male            NO      No         No     21
## 3361 0689-NKYLF   Male            NO      No         No     13
## 3362 8659-HDIYE Female           YES      No         No     64
## 3363 3658-KIBGF Female            NO      No         No      1
## 3364 3474-BAFSJ   Male            NO     Yes         No     57
## 3365 5519-YLDGW Female            NO     Yes         No     21
## 3366 3865-ZFZIB   Male            NO      No         No     19
## 3367 1855-AGAWH   Male            NO     Yes         No     31
## 3368 7109-CQYUZ   Male            NO      No         No     52
## 3369 1370-GGAWX Female            NO      No         No     46
## 3370 4680-KUTAJ Female           YES      No         No     11
## 3371 5307-UVGNB Female            NO     Yes        Yes     53
## 3372 4946-EDSEW Female            NO     Yes        Yes     11
## 3373 2883-ILGWO   Male           YES      No         No     57
## 3374 2516-VQRRV Female           YES      No         No      2
## 3375 7580-UGXNC Female           YES      No         No      2
## 3376 3642-BYHDO Female            NO     Yes        Yes     71
## 3377 9629-NHXFW Female            NO     Yes        Yes      1
## 3378 2696-RZVZW   Male            NO     Yes         No     68
## 3379 5766-FTRTS   Male            NO     Yes         No     72
## 3380 0396-HUJBP Female            NO      No         No      2
## 3381 5178-LMXOP   Male           YES     Yes         No      1
## 3382 8879-ZKJOF Female            NO      No         No     41
## 3383 6285-FTQBF   Male            NO     Yes        Yes     72
## 3384 8185-UPYBR   Male            NO     Yes         No      6
## 3385 4585-HETAI Female            NO     Yes        Yes      4
## 3386 7526-BEZQB   Male            NO      No         No     12
## 3387 1474-JUWSM Female            NO     Yes         No     58
## 3388 3530-CRZSB Female            NO      No         No      7
## 3389 8498-XXGWA Female            NO     Yes         No     65
## 3390 9617-INGJY   Male            NO      No         No      1
## 3391 0621-TSSMU   Male            NO     Yes         No     56
## 3392 7234-KMNRQ   Male            NO      No         No      4
## 3393 7636-PEPNS Female            NO     Yes        Yes     58
## 3394 4683-WYDOU   Male            NO     Yes         No     62
## 3395 9052-DHNKM   Male            NO      No         No     26
## 3396 6794-HKIAJ   Male            NO      No         No     62
## 3397 5578-NKCXI Female            NO     Yes        Yes     58
## 3398 1642-HMARX Female            NO     Yes         No     68
## 3399 3096-WPXBT Female            NO     Yes        Yes     61
## 3400 8434-PNQZX Female            NO      No         No     42
## 3401 5950-AAAGJ   Male            NO      No         No     18
## 3402 4299-OPXEJ Female            NO      No         No     56
## 3403 4951-UKAAQ Female            NO      No         No      4
## 3404 9618-LFJRU Female            NO      No         No      4
## 3405 6693-DJWTY Female            NO      No        Yes     35
## 3406 0744-GKNGE Female            NO     Yes        Yes     64
## 3407 6447-EGDIV Female            NO      No         No     31
## 3408 1167-OYZJF Female           YES     Yes         No     67
## 3409 2108-YKQTY Female            NO      No         No      4
## 3410 4806-DXQCE Female           YES     Yes         No     70
## 3411 4918-QLLIW   Male            NO      No         No      3
## 3412 7056-IMHCC   Male           YES     Yes         No     53
## 3413 4854-SSLTN   Male            NO     Yes        Yes      2
## 3414 5294-DMSFH Female            NO     Yes        Yes     29
## 3415 4837-PZTIC Female            NO      No         No     47
## 3416 1625-JAIIY Female            NO     Yes        Yes     68
## 3417 0603-OLQDC   Male            NO      No        Yes     12
## 3418 3272-VUHPV Female            NO     Yes        Yes      8
## 3419 4176-FXYBO   Male            NO     Yes         No     54
## 3420 1063-DHQJF   Male            NO     Yes        Yes     69
## 3421 8663-UPDGF Female            NO      No         No     26
## 3422 6719-FGEDO Female            NO     Yes         No     72
## 3423 1837-YQUCE Female            NO      No         No     70
## 3424 2947-DOMLJ   Male            NO      No        Yes      1
## 3425 4112-LUEIZ   Male            NO      No         No     10
## 3426 0369-ZGOVK Female            NO     Yes        Yes     28
## 3427 4510-HIMLV   Male            NO      No         No      1
## 3428 9919-KNPOO Female            NO     Yes         No     21
## 3429 8749-JMNKX   Male           YES     Yes         No     51
## 3430 7872-BAAZR Female            NO     Yes        Yes     53
## 3431 9391-LMANN   Male            NO      No        Yes     53
## 3432 2430-USGXP   Male            NO     Yes         No     24
## 3433 8174-TBVCF Female            NO     Yes         No     70
## 3434 1698-XFZCI   Male            NO      No         No     61
## 3435 1877-HKBQX Female            NO      No         No     11
## 3436 4450-DLLMH   Male            NO      No         No      2
## 3437 0428-AXXLJ   Male            NO      No         No     25
## 3438 2746-DIJLO Female            NO      No         No     41
## 3439 5955-ERIHD   Male            NO     Yes         No     18
## 3440 0917-EZOLA   Male           YES     Yes         No     72
## 3441 3508-VLHCZ Female            NO     Yes        Yes     71
## 3442 4086-ATNFV Female            NO     Yes        Yes     34
## 3443 0468-YRPXN   Male            NO      No         No     29
## 3444 5996-NRVXR   Male           YES     Yes         No     40
## 3445 3739-YBWAB   Male            NO     Yes         No     36
## 3446 7047-FWEYA Female            NO     Yes         No     46
## 3447 2000-MPKCA Female            NO      No         No     58
## 3448 9762-YAQAA   Male            NO      No         No     39
## 3449 5949-EBSQK   Male            NO     Yes        Yes      4
## 3450 5473-KHBPS Female            NO     Yes        Yes     52
## 3451 0100-DUVFC   Male           YES     Yes         No     70
## 3452 5397-TUPSH   Male           YES     Yes         No     65
## 3453 8950-MTZNV   Male            NO      No         No      1
## 3454 0326-VDYXE Female            NO     Yes         No     70
## 3455 6773-LQTVT Female           YES     Yes        Yes     29
## 3456 7274-RTAPZ   Male            NO      No         No      1
## 3457 0436-TWFFZ Female            NO      No         No     67
## 3458 8566-YPRGL Female            NO      No         No      1
## 3459 0311-UNPFF Female            NO      No         No     26
## 3460 6609-MXJHJ Female            NO     Yes        Yes     30
## 3461 2669-OIDSD Female            NO     Yes         No     48
## 3462 8400-WZICQ Female            NO     Yes        Yes     55
## 3463 3834-XUIFC   Male            NO      No         No      7
## 3464 9576-SYUHJ   Male            NO      No         No     37
## 3465 0410-IPFTY Female            NO     Yes         No     31
## 3466 2831-EBWRN   Male            NO      No         No      4
## 3467 9430-NKQLY   Male            NO     Yes        Yes     72
## 3468 8414-MYSHR   Male           YES      No         No      5
## 3469 0247-SLUJI   Male            NO     Yes        Yes      1
## 3470 9402-ORRAH Female           YES      No         No     15
## 3471 6483-OATDN   Male            NO     Yes        Yes      8
## 3472 1293-HHSHJ Female            NO      No         No     35
## 3473 4840-ORQXB Female           YES      No         No     56
## 3474 7599-FKVXZ   Male            NO     Yes         No     42
## 3475 3982-DQLUS   Male           YES     Yes        Yes     65
## 3476 8610-ZIKJJ Female            NO     Yes        Yes      2
## 3477 3756-VNWDH   Male           YES     Yes         No     65
## 3478 7801-KICAO Female            NO      No         No     18
## 3479 7673-LPRNY Female            NO      No         No     23
## 3480 8229-TNIQA Female            NO      No         No      4
## 3481 6060-QBMGV   Male            NO     Yes         No     70
## 3482 7339-POGZN Female            NO      No         No      4
## 3483 2828-SLQPF   Male            NO      No         No     19
## 3484 4465-VDKIQ Female            NO      No         No     18
## 3485 2921-XWDJH Female           YES     Yes         No     38
## 3486 6221-AVQYL   Male            NO      No         No      2
## 3487 2558-BUOZZ   Male            NO      No         No     47
## 3488 9257-AZMTZ Female            NO     Yes        Yes     52
## 3489 0003-MKNFE   Male            NO      No         No      9
## 3490 0975-UYDTX Female            NO     Yes         No     26
## 3491 7743-EXURX   Male            NO     Yes        Yes      8
## 3492 4682-BLBUC   Male            NO     Yes         No     44
## 3493 0975-VOOVL Female            NO      No         No      3
## 3494 5968-VXZLG   Male            NO      No         No      2
## 3495 5569-KGJHX Female            NO     Yes        Yes      9
## 3496 4988-IQIGL   Male           YES      No         No      1
## 3497 5201-FRKKS   Male            NO      No         No     25
## 3498 9799-CAYJJ Female           YES     Yes         No      2
## 3499 7730-IUTDZ   Male            NO      No         No     43
## 3500 0426-TIRNE Female            NO      No         No      1
## 3501 5443-SCMKX Female            NO     Yes         No     58
## 3502 8295-KMENE Female            NO     Yes        Yes     59
## 3503 6738-ISCBM   Male            NO      No         No     44
## 3504 9821-BESNZ   Male            NO      No         No     66
## 3505 3678-MNGZX   Male            NO     Yes        Yes     68
## 3506 1335-NTIUC   Male            NO      No         No      9
## 3507 2916-BQZLN   Male            NO      No         No     19
## 3508 4558-CGYCZ   Male            NO      No         No      4
## 3509 2368-GAKKQ Female            NO      No         No     70
## 3510 8710-YGLWG   Male            NO      No         No      1
## 3511 3199-XGZCY Female            NO      No         No      8
## 3512 3785-KTYSH   Male            NO      No         No     53
## 3513 6814-ZPWFQ   Male           YES      No         No     51
## 3514 4063-EIKNQ   Male            NO     Yes        Yes     11
## 3515 6993-YCOBK   Male            NO     Yes        Yes     60
## 3516 5206-HPJKM   Male            NO      No         No     17
## 3517 7587-RZNME   Male            NO      No         No      3
## 3518 0748-RDGGM   Male            NO     Yes         No     70
## 3519 8393-JMVMB   Male            NO      No         No      1
## 3520 5019-GQVCR   Male           YES      No         No     43
## 3521 6036-TTFYU Female            NO     Yes         No     16
## 3522 2550-AEVRU Female            NO     Yes        Yes     57
## 3523 0969-RGKCU   Male            NO     Yes        Yes     37
## 3524 0378-CJKPV Female            NO     Yes         No     72
## 3525 4706-AXVKM Female           YES      No         No     11
## 3526 5889-JTMUL Female           YES     Yes         No     50
## 3527 9026-RNUJS   Male           YES      No         No      5
## 3528 3746-EUBYR   Male            NO     Yes         No      1
## 3529 2332-EFBJY   Male            NO      No         No     16
## 3530 2880-FPNAE   Male           YES     Yes         No      2
## 3531 1703-MGIAB Female            NO      No         No     17
## 3532 4311-QTTAI Female            NO      No         No     16
## 3533 9474-PHLYD Female            NO      No         No     15
## 3534 4318-RAJVY Female            NO      No         No     10
## 3535 2165-VOEGB Female            NO      No        Yes     46
## 3536 3612-YUNGG   Male            NO     Yes        Yes     64
## 3537 2254-DLXRI Female            NO      No         No      1
## 3538 5062-CJJKH   Male            NO     Yes        Yes     25
## 3539 9028-LIHRP   Male            NO     Yes        Yes     71
## 3540 2219-MVUSO   Male            NO      No         No      8
## 3541 1053-MXTTK Female            NO     Yes        Yes     72
## 3542 1530-ZTDOZ Female            NO     Yes         No     49
## 3543 1301-LOPVR   Male            NO     Yes        Yes     29
## 3544 0853-TWRVK   Male            NO     Yes         No     72
## 3545 8914-RBTSB   Male            NO     Yes         No     31
## 3546 6212-ATMLK Female            NO      No         No     50
## 3547 8200-LGKSR   Male            NO     Yes         No     71
## 3548 1568-BEKZM   Male           YES     Yes         No     70
## 3549 0670-ANMUU   Male            NO      No         No     71
## 3550 6897-RWMUB   Male            NO     Yes        Yes     61
## 3551 0963-ZBDRN   Male            NO      No         No     32
## 3552 7594-RQHXR Female            NO      No        Yes      1
## 3553 6999-CHVCF   Male            NO      No         No     68
## 3554 6134-KWTBV   Male            NO      No         No     62
## 3555 1077-HUUJM Female            NO      No        Yes      7
## 3556 6331-EWIEB   Male            NO      No         No     20
## 3557 0895-LNKRC   Male            NO     Yes        Yes      6
## 3558 2045-BMBTJ Female           YES      No         No     33
## 3559 8417-GSODA   Male            NO     Yes        Yes     28
## 3560 5171-EPLKN   Male            NO      No         No     27
## 3561 4452-QIIEB   Male            NO      No         No      7
## 3562 5998-VVEJY   Male            NO      No         No     26
## 3563 1624-NALOJ   Male           YES      No         No      5
## 3564 6741-EGCBI   Male           YES      No         No     30
## 3565 7820-ZYGNY   Male            NO      No         No     63
## 3566 4317-VTEOA   Male            NO      No         No      1
## 3567 9677-AVKED Female            NO      No        Yes     53
## 3568 1670-SVOWZ Female            NO     Yes        Yes     14
## 3569 2227-JRSJX Female            NO      No         No     21
## 3570 9847-HNVGP   Male            NO      No         No     17
## 3571 6696-YDAYZ   Male            NO     Yes        Yes     16
## 3572 8980-WQFWL Female            NO      No         No     35
## 3573 1730-ZMAME Female           YES      No         No     32
## 3574 6506-EYCNH Female            NO     Yes        Yes     28
## 3575 4634-JLRJT Female            NO      No         No      1
## 3576 9501-UKKNL   Male            NO      No         No     59
## 3577 2560-QTSBS Female            NO     Yes        Yes     72
## 3578 7541-YLXCL   Male            NO      No         No     36
## 3579 4795-WRNVT Female            NO      No         No     40
## 3580 6080-TCMYC   Male            NO     Yes        Yes     40
## 3581 0260-ZDLGK Female            NO      No        Yes      9
## 3582 7860-UXCRM   Male            NO     Yes        Yes     63
## 3583 6357-JJPQT Female            NO      No         No      3
## 3584 2292-XQWSV   Male            NO     Yes        Yes     40
## 3585 9552-TGUZV   Male            NO     Yes         No      8
## 3586 5913-INRQV   Male           YES     Yes         No     34
## 3587 8722-NGNBH   Male            NO      No         No      5
## 3588 6210-KBBPI   Male           YES      No         No      9
## 3589 9643-YBLUR   Male            NO     Yes         No      9
## 3590 8734-FNWVH   Male            NO     Yes        Yes     31
## 3591 9447-YPTBX Female            NO     Yes         No     50
## 3592 0133-BMFZO Female            NO      No         No      2
## 3593 6128-CZOMY Female            NO      No         No      1
## 3594 9540-JYROE   Male            NO      No         No      8
## 3595 9026-LHEVG Female            NO      No         No      9
## 3596 2260-USTRB Female           YES      No         No      2
## 3597 3656-TKRVZ Female            NO      No         No      3
## 3598 7011-CVEUC   Male            NO     Yes         No     25
## 3599 6185-TASNN   Male           YES      No         No      1
## 3600 7925-PNRGI Female            NO     Yes        Yes     45
## 3601 8623-TMRBY   Male           YES     Yes        Yes     51
## 3602 1552-CZCLL Female            NO     Yes        Yes     55
## 3603 3038-PQIUY Female            NO      No         No     38
## 3604 1501-SGHBW   Male            NO      No         No      2
## 3605 9313-CDOGY   Male            NO     Yes        Yes     38
## 3606 8148-BPLZQ   Male            NO      No         No     34
## 3607 2623-DRYAM Female            NO     Yes         No     70
## 3608 9987-LUTYD Female            NO      No         No     13
## 3609 3208-YPIOE   Male            NO      No         No     39
## 3610 4488-KQFDT Female            NO      No         No     61
## 3611 2612-RANWT Female            NO      No         No     12
## 3612 5693-PIPCS   Male            NO      No         No     41
## 3613 0491-KAPQG   Male            NO      No         No     21
## 3614 1925-LFCZZ   Male           YES      No         No     55
## 3615 8039-EQPIM   Male            NO     Yes         No     69
## 3616 6900-PXRMS   Male           YES     Yes        Yes     26
## 3617 8707-RMEZH Female           YES     Yes         No     69
## 3618 3346-BRMIS Female           YES     Yes         No     18
## 3619 3209-ZPKFI   Male            NO     Yes        Yes     47
## 3620 6479-VDGRK Female            NO     Yes        Yes     72
## 3621 9373-WSLOY   Male           YES     Yes         No     33
## 3622 2933-FILNV Female            NO     Yes        Yes      2
## 3623 3569-JFODW Female            NO     Yes        Yes     72
## 3624 9819-FBNSV   Male           YES     Yes         No     37
## 3625 9544-PYPSJ Female           YES     Yes        Yes     62
## 3626 1591-XWLGB Female            NO     Yes         No     71
## 3627 0396-UKGAI   Male            NO      No        Yes     23
## 3628 3243-ZHOHY Female            NO      No         No     16
## 3629 5186-EJEGL   Male            NO      No         No      9
## 3630 7527-QNRUS   Male            NO     Yes        Yes     17
## 3631 9986-BONCE Female            NO      No         No      4
## 3632 2722-JMONI Female           YES     Yes         No      1
## 3633 2203-GHNWN Female            NO     Yes         No     24
## 3634 3878-AVSOQ Female           YES      No         No      1
## 3635 3258-SYSWS   Male           YES      No         No     72
## 3636 5296-PSYVW Female            NO     Yes         No     72
## 3637 6319-QSUSR Female            NO      No        Yes     11
## 3638 4083-EUGRJ   Male            NO      No         No      9
## 3639 7579-OOPEC Female           YES     Yes         No      2
## 3640 0512-FLFDW Female           YES     Yes         No     60
## 3641 1771-OADNZ   Male           YES     Yes         No     29
## 3642 0487-CRLZF Female            NO      No         No     49
## 3643 2107-FBPTK Female           YES      No         No     30
## 3644 9451-WLYRI Female            NO     Yes         No     53
## 3645 8219-VYBVI   Male            NO      No        Yes     39
## 3646 1991-VOPLL Female            NO      No         No      9
## 3647 9738-QLWTP   Male            NO      No         No     39
## 3648 1016-DJTSV   Male           YES      No         No      8
## 3649 9419-IPPBE Female            NO     Yes        Yes     51
## 3650 0174-QRVVY   Male            NO     Yes        Yes     71
## 3651 5699-BNCAS   Male           YES      No         No     71
## 3652 2900-PHPLN Female           YES     Yes         No     70
## 3653 0612-RTZZA Female           YES      No         No      1
## 3654 8106-GWQOK   Male            NO     Yes         No     38
## 3655 8751-EDEKA Female            NO     Yes         No     28
## 3656 6878-GGDWG Female            NO     Yes         No     32
## 3657 4039-PIMHX   Male           YES     Yes         No     49
## 3658 8450-LUGUK Female            NO     Yes        Yes     37
## 3659 3604-WLABM Female            NO      No         No     10
## 3660 0795-GMVQO   Male            NO     Yes         No     67
## 3661 2259-OUUSZ   Male            NO      No         No      7
## 3662 1142-IHLOO Female            NO      No         No     51
## 3663 6410-LEFEN Female            NO      No         No      9
## 3664 4633-MKHYU Female            NO      No         No      9
## 3665 6257-RJOHI   Male            NO      No         No      4
## 3666 1545-JFUML   Male            NO     Yes         No     71
## 3667 3194-ORPIK Female            NO     Yes        Yes     50
## 3668 7826-VVKWT Female           YES     Yes        Yes     24
## 3669 1353-GHZOS   Male            NO     Yes         No     22
## 3670 2587-EKXTS   Male            NO      No         No     44
## 3671 5442-BXVND Female            NO     Yes        Yes     33
## 3672 8816-VXNZD Female            NO      No         No      1
## 3673 9378-FXTIZ Female            NO     Yes         No     54
## 3674 1723-HKXJQ   Male            NO      No         No     42
## 3675 7825-GKXMW Female            NO      No         No      1
## 3676 9753-OYLBX Female            NO      No         No      1
## 3677 2364-UFROM   Male            NO      No         No     30
## 3678 6656-JWRQX Female            NO      No         No      1
## 3679 6473-ULUHT   Male            NO     Yes        Yes     16
## 3680 1240-KNSEZ   Male            NO      No         No      1
## 3681 0836-SEYLU   Male            NO     Yes         No      9
## 3682 4433-JCGCG   Male           YES     Yes         No     46
## 3683 3716-BDVDB   Male            NO      No         No      1
## 3684 7688-AWMDX   Male            NO     Yes         No     71
## 3685 2842-BCQGE   Male            NO      No         No     43
## 3686 7244-QWYHG   Male            NO     Yes         No     50
## 3687 5899-MQZZL Female            NO      No         No     13
## 3688 6849-OYAMU   Male            NO     Yes        Yes     19
## 3689 5312-UXESG Female            NO      No         No     41
## 3690 9488-HGMJH Female           YES      No         No      1
## 3691 6038-GCYEC Female            NO      No         No     24
## 3692 2150-WLKUW Female            NO     Yes         No     40
## 3693 7159-FVYPK Female            NO     Yes        Yes      3
## 3694 7032-LMBHI Female            NO      No         No     37
## 3695 1150-WFARN Female            NO     Yes        Yes     67
## 3696 6088-BXMRG Female            NO     Yes        Yes     32
## 3697 3144-AUDBS Female            NO     Yes         No      6
## 3698 4821-SJHJV Female            NO     Yes        Yes     32
## 3699 7346-MEDWM Female            NO      No         No     59
## 3700 1137-DGOWI Female            NO     Yes         No     30
## 3701 5616-PRTNT   Male            NO      No        Yes     20
## 3702 3812-LRZIR Female            NO     Yes        Yes     27
## 3703 4818-QIUFN Female           YES      No         No     20
## 3704 9483-GCPWE   Male            NO      No        Yes      9
## 3705 4227-OJHAL Female            NO     Yes        Yes     68
## 3706 9220-CXRSC Female            NO     Yes        Yes     69
## 3707 4993-JCRGJ   Male            NO      No         No     26
## 3708 9537-JALFH   Male            NO     Yes        Yes     69
## 3709 6698-OXETB   Male            NO      No         No     11
## 3710 2103-ZRXFN   Male            NO      No         No      1
## 3711 3724-BSCVH   Male            NO     Yes        Yes     10
## 3712 4877-TSOFF Female            NO     Yes        Yes     55
## 3713 9209-NWPGU   Male            NO      No         No     44
## 3714 6961-VCPMC   Male           YES     Yes         No     46
## 3715 7306-YDSOI   Male            NO     Yes        Yes     69
## 3716 5288-AHOUP   Male           YES      No         No     11
## 3717 6688-UZPWD Female            NO     Yes         No     11
## 3718 0655-YDGFJ   Male            NO      No         No     29
## 3719 8468-EHYJA Female            NO     Yes         No     57
## 3720 6823-SIDFQ   Male            NO      No         No     28
## 3721 1097-FSPVW Female            NO      No         No     42
## 3722 2839-RFSQE Female            NO      No         No      2
## 3723 8328-SKJNO   Male            NO      No        Yes     23
## 3724 7010-ZMVBF Female            NO     Yes        Yes     18
## 3725 5201-CBWYG   Male            NO     Yes        Yes     62
## 3726 0968-GSIKN Female            NO      No         No      1
## 3727 1965-DDBWU   Male            NO      No         No     16
## 3728 9057-SIHCH Female            NO      No         No      3
## 3729 6352-GIGGQ   Male            NO      No         No     67
## 3730 3635-QQRQD   Male            NO      No         No     62
## 3731 6771-XWBDM Female            NO     Yes         No     57
## 3732 2897-DOVND   Male            NO      No         No      2
## 3733 3082-YVEKW Female            NO     Yes        Yes     23
## 3734 0191-EQUUH Female            NO      No        Yes     25
## 3735 7134-HBPBS Female           YES      No         No     72
## 3736 3489-HHPFY Female            NO     Yes         No      2
## 3737 2926-JEJJC Female            NO      No         No      8
## 3738 8601-QACRS Female            NO      No         No      5
## 3739 4950-BDEUX   Male            NO      No         No     35
## 3740 5789-LDFXO   Male            NO      No         No     24
## 3741 0508-OOLTO Female            NO     Yes        Yes      2
## 3742 2984-TBYKU   Male            NO     Yes        Yes     72
## 3743 9822-WMWVG Female            NO      No         No     41
## 3744 2391-SOORI   Male            NO      No        Yes      4
## 3745 9040-KZVWO   Male            NO      No         No     26
## 3746 2645-QTLMB   Male            NO      No         No      7
## 3747 4806-HIPDW Female            NO     Yes         No      1
## 3748 1548-ARAGG Female            NO     Yes        Yes      4
## 3749 6339-RZCBJ   Male            NO      No         No     48
## 3750 4424-TKOPW   Male           YES      No         No      2
## 3751 4415-WNGVR Female           YES     Yes         No     12
## 3752 2522-AHJXR   Male            NO     Yes         No     60
## 3753 0412-UCCNP   Male            NO      No         No     55
## 3754 1816-FLZDK   Male            NO      No         No      1
## 3755 7096-UCLNH   Male            NO      No         No      1
## 3756 8443-ZRDBZ   Male            NO      No         No      4
## 3757 9136-ALYBR   Male            NO      No         No      1
## 3758 4615-PIVVU Female            NO      No         No     42
## 3759 8885-QSQBX Female            NO      No         No      1
## 3760 7479-NITWS   Male            NO      No         No      7
## 3761 8617-ENBDS   Male            NO      No         No      3
## 3762 9385-NXKDA Female            NO     Yes         No     72
## 3763 0430-IHCDJ   Male            NO      No         No     15
## 3764 2959-MJHIC   Male            NO     Yes         No      4
## 3765 6674-KVJHG Female            NO      No         No     11
## 3766 1814-DKOLC Female            NO      No         No      5
## 3767 4201-JMNGR Female           YES      No         No      1
## 3768 9351-HXDMR   Male            NO     Yes         No     72
## 3769 3537-HPKQT Female            NO     Yes         No     55
## 3770 2129-ALKBS Female            NO     Yes        Yes     40
## 3771 5821-MMEIL Female            NO     Yes         No     57
## 3772 5960-WPXQM   Male            NO      No         No      1
## 3773 0684-AOSIH   Male            NO     Yes         No      1
## 3774 8260-NGFNY Female            NO      No         No      1
## 3775 1309-XGFSN   Male           YES     Yes        Yes     52
## 3776 1866-RZZQS   Male           YES      No         No     41
## 3777 6968-URWQU   Male            NO     Yes         No     43
## 3778 4742-TXUEX Female            NO     Yes        Yes     47
## 3779 9631-XEYKE   Male            NO      No         No      3
## 3780 8631-NBHFZ   Male           YES     Yes        Yes     66
## 3781 1335-MXCSE   Male            NO     Yes        Yes     55
## 3782 8873-TMKGR   Male            NO      No         No     29
## 3783 8800-JOOCF Female            NO      No        Yes     12
## 3784 1469-LBJQJ Female            NO     Yes         No     66
## 3785 4958-XCBDQ   Male           YES      No         No     35
## 3786 8337-UPOAQ   Male           YES     Yes         No     10
## 3787 0064-YIJGF   Male            NO     Yes        Yes     27
## 3788 2386-OWURY Female            NO      No         No     58
## 3789 1725-IQNIY   Male            NO     Yes         No     54
## 3790 0310-VQXAM   Male            NO      No         No      9
## 3791 6598-RFFVI   Male            NO      No         No      2
## 3792 3453-RTHJQ   Male            NO      No         No      6
## 3793 6712-OAWRH Female           YES      No         No     26
## 3794 6278-FEPBZ Female            NO      No         No      9
## 3795 4280-DLSHD   Male            NO     Yes         No      8
## 3796 1508-DFXCU   Male            NO      No         No     12
## 3797 8614-VGMMV Female            NO      No         No     15
## 3798 7868-BGSZA   Male            NO     Yes         No     43
## 3799 2800-QQUSO   Male            NO      No         No     42
## 3800 2930-UOTMB Female            NO      No         No     31
## 3801 7973-DZRKH Female            NO      No        Yes     66
## 3802 5914-DVBWJ Female           YES      No         No     18
## 3803 7698-YFGEZ   Male            NO      No         No      1
## 3804 2533-QVMSK   Male            NO     Yes         No     61
## 3805 9773-PEQBZ   Male            NO      No         No     10
## 3806 8644-XLFBW   Male           YES      No         No      1
## 3807 0650-BWOZN Female           YES      No         No     18
## 3808 8625-AZYZY   Male            NO     Yes         No     24
## 3809 7785-RDVIG Female            NO     Yes        Yes      3
## 3810 9602-WCXPI   Male            NO      No         No     50
## 3811 2903-YYTBW   Male            NO     Yes        Yes      1
## 3812 3620-MWJNE   Male            NO      No         No      2
## 3813 8573-JGCZW   Male            NO      No         No     17
## 3814 6837-HAEVO   Male            NO     Yes        Yes     69
## 3815 6701-YVNQG   Male            NO     Yes         No     72
## 3816 9306-CPCBC Female            NO      No         No      3
## 3817 4304-XUMGI   Male           YES     Yes        Yes     50
## 3818 9504-YAZWB Female            NO      No         No     53
## 3819 8819-ZBYNA Female            NO     Yes         No     58
## 3820 6174-NRBTZ   Male            NO      No         No     46
## 3821 9481-IEBZY   Male           YES     Yes         No     72
## 3822 1833-VGRUM Female           YES      No         No      1
## 3823 6137-NICCO Female            NO     Yes        Yes      6
## 3824 9065-ZCPQX   Male            NO     Yes         No     72
## 3825 6402-EJMWF   Male            NO      No         No      4
## 3826 3620-EHIMZ Female            NO     Yes        Yes     52
## 3828 6870-ECSHE Female            NO      No         No      2
## 3829 8747-UDCOI Female            NO     Yes         No     65
## 3830 8374-XGEJJ   Male           YES     Yes         No     43
## 3831 2656-TABEH   Male            NO     Yes         No      4
## 3832 6946-LMSQS   Male           YES     Yes         No     25
## 3833 4626-OZDTJ Female            NO     Yes         No     51
## 3834 9169-BSVIN   Male            NO      No         No     12
## 3835 2325-ZUSFD Female            NO     Yes        Yes     57
## 3836 8194-PEEBY Female            NO     Yes        Yes     24
## 3837 6872-HXFNF Female            NO     Yes         No     64
## 3838 3932-CMDTD Female            NO      No         No      4
## 3839 7714-YXSMB Female            NO      No         No     26
## 3840 8387-UGUSU Female            NO     Yes        Yes     15
## 3841 1080-BWSYE   Male           YES     Yes         No     64
## 3842 4039-HEUNW   Male           YES     Yes         No     36
## 3843 1194-HVAIF Female            NO     Yes         No     27
## 3844 0812-WUPTB   Male           YES     Yes         No      1
## 3845 3594-UVONA Female            NO      No         No     35
## 3846 0004-TLHLJ   Male            NO      No         No      4
## 3847 1767-TGTKO Female            NO     Yes        Yes      8
## 3848 8439-LTUGF   Male            NO      No         No     10
## 3849 8805-JNRAZ Female            NO      No         No      2
## 3850 5089-IFSDP Female            NO     Yes         No     58
## 3851 6418-HNFED   Male            NO     Yes         No     51
## 3852 0206-OYVOC Female            NO     Yes        Yes     46
## 3853 7291-CDTMJ   Male            NO      No         No      1
## 3854 7128-GGCNO   Male            NO      No         No     46
## 3855 0237-YFUTL Female            NO     Yes         No     50
## 3856 7691-KGKGP   Male            NO     Yes        Yes     53
## 3857 6710-HSJRD   Male            NO     Yes         No     61
## 3858 3675-EQOZA   Male            NO      No         No      5
## 3859 0840-DCNZE   Male            NO      No         No     47
## 3860 1732-FEKLD Female            NO      No         No     54
## 3861 9862-KJTYK   Male            NO      No        Yes     19
## 3862 0479-HMSWA Female            NO      No        Yes     26
## 3863 5854-KSRBJ   Male            NO     Yes        Yes     70
## 3864 0365-BZUWY   Male            NO     Yes         No     17
## 3865 4817-VYYWS Female            NO      No         No     30
## 3866 5701-SVCWR Female            NO      No        Yes      1
## 3867 3129-AAQOU Female            NO     Yes        Yes     19
## 3868 4922-CVPDX Female            NO     Yes         No     26
## 3869 1396-QWFBJ Female            NO     Yes        Yes     21
## 3870 1357-BIJKI   Male            NO     Yes         No     50
## 3871 1099-BTKWT Female            NO     Yes         No     68
## 3872 5299-SJCZT   Male            NO      No         No      3
## 3873 2018-PZKMU   Male            NO     Yes        Yes      9
## 3874 7340-KEFQE Female            NO     Yes        Yes     51
## 3875 4570-QHXHL Female            NO      No         No      9
## 3876 2403-BCASL   Male           YES     Yes        Yes     41
## 3877 7392-YYPYJ   Male            NO      No         No     22
## 3878 2898-LSJGD Female            NO     Yes        Yes     21
## 3879 2223-GDSHL   Male            NO     Yes        Yes     71
## 3880 7359-PTSXY   Male            NO      No         No      1
## 3881 9470-RTWDV   Male            NO     Yes        Yes     26
## 3882 2176-OSJUV   Male            NO     Yes         No     71
## 3883 9348-YVOMK   Male            NO      No         No      4
## 3884 8104-OSKWT Female            NO      No         No     12
## 3885 4521-YEEHE Female            NO     Yes         No     18
## 3886 4090-KPJIP Female            NO      No         No      3
## 3887 3786-WOVKF Female           YES     Yes         No     72
## 3888 4503-BDXBD   Male            NO      No         No     11
## 3889 6086-ESGRL Female            NO      No         No      1
## 3890 2592-HODOV   Male            NO      No         No     13
## 3891 3886-CERTZ Female            NO     Yes         No     72
## 3892 7995-ZHHNZ   Male            NO     Yes         No     42
## 3893 3824-RHKVR Female            NO      No         No     17
## 3894 5816-SCGFC Female           YES      No         No      7
## 3895 5989-AXPUC Female            NO     Yes         No     68
## 3896 4979-HPRFL   Male            NO     Yes        Yes     56
## 3897 8590-OHDIW Female            NO     Yes        Yes     38
## 3898 8015-IHCGW Female            NO     Yes        Yes     72
## 3899 2332-TODQS Female            NO      No         No     48
## 3900 9278-VZKCD Female           YES     Yes         No     52
## 3901 8008-OTEZX Female            NO     Yes        Yes     35
## 3902 2773-OVBPK   Male            NO     Yes         No     67
## 3903 5999-LCXAO Female            NO      No         No      1
## 3904 5206-XZZQI   Male            NO      No         No     53
## 3905 4803-LBYPN   Male            NO     Yes        Yes     34
## 3906 5759-RCVCB Female            NO      No         No      3
## 3907 6372-RFVNS Female            NO     Yes         No      1
## 3908 2139-FQHLM   Male            NO      No         No     19
## 3909 8261-GWDBQ Female           YES     Yes         No     60
## 3910 1093-YSWCA   Male            NO      No         No     11
## 3911 8938-UMKPI Female            NO      No         No     47
## 3912 0991-BRRFB   Male            NO      No         No     18
## 3913 3882-IYOIJ Female            NO     Yes        Yes     60
## 3914 8749-TZYEC   Male            NO     Yes         No     72
## 3915 1755-FZQEC   Male            NO      No         No     39
## 3916 3115-JPJDD Female            NO     Yes         No     59
## 3917 5600-KTXFM   Male            NO     Yes        Yes      2
## 3918 3871-IKPYH   Male           YES      No         No      1
## 3919 6319-IEJWJ   Male            NO     Yes        Yes     20
## 3920 9025-AOMKI Female            NO      No         No      6
## 3921 6339-TBELP   Male            NO      No         No     71
## 3922 7964-YESJC Female            NO     Yes         No     24
## 3923 6173-GOLSU   Male           YES     Yes         No     67
## 3924 5275-SQEIZ   Male            NO      No         No      1
## 3925 7716-YTYHG Female            NO     Yes        Yes     48
## 3926 9938-ZREHM Female            NO     Yes         No     37
## 3927 7950-XWOVN   Male            NO      No         No     11
## 3928 4390-KYULV   Male            NO     Yes         No      3
## 3929 4647-MUZON Female            NO     Yes         No     18
## 3930 9702-AIUJO   Male            NO     Yes        Yes     50
## 3931 8849-PRIQJ Female            NO     Yes        Yes     67
## 3932 8851-RAGOV Female            NO     Yes         No     25
## 3933 1304-NECVQ Female           YES      No         No      2
## 3934 5396-IZEPB   Male            NO      No         No      9
## 3935 1729-VLAZJ Female            NO      No        Yes     10
## 3936 8285-ABVLB Female            NO     Yes         No     70
## 3937 0701-TJSEF   Male            NO      No         No      9
## 3938 5712-VBOXD Female            NO      No         No      4
## 3939 6629-LADHQ Female            NO      No         No      2
## 3940 8945-GRKHX Female            NO      No        Yes      1
## 3941 1559-DTODC   Male            NO      No         No     19
## 3942 4797-MIWUM   Male            NO     Yes        Yes      7
## 3943 6959-UWKHF   Male            NO      No         No      1
## 3944 8720-RQSBJ   Male           YES      No         No      1
## 3945 4537-CIBHB Female            NO     Yes        Yes      9
## 3946 3815-SLMEF Female            NO      No         No      3
## 3947 5154-VEKBL Female            NO      No         No      9
## 3948 4324-AHJKS Female            NO      No         No      5
## 3949 4355-CVPVS Female            NO     Yes        Yes     56
## 3950 4495-LHSSK Female            NO      No        Yes     18
## 3951 5655-JSMZM   Male           YES      No         No     49
## 3952 5915-ANOEI   Male            NO     Yes         No     70
## 3953 9861-PDSZP Female            NO      No         No     72
## 3954 4505-EXZHB Female           YES      No         No      6
## 3955 7225-CBZPL   Male           YES     Yes         No     17
## 3956 6704-UTUKK   Male            NO     Yes         No     29
## 3957 4587-VVTOX Female            NO     Yes         No      6
## 3958 2019-HDCZY   Male            NO     Yes         No     63
## 3959 4652-NNHNY   Male            NO     Yes         No     16
## 3960 8788-DOXSU   Male            NO      No         No     59
## 3961 7404-JLKQG Female            NO      No         No      3
## 3962 7421-ZLUPA Female            NO      No         No      8
## 3963 8972-HJWNV Female           YES     Yes         No      7
## 3964 3274-NSDWE Female            NO      No         No     68
## 3965 2632-IVXVF Female            NO     Yes        Yes     68
## 3966 3692-JHONH Female           YES     Yes         No     52
## 3967 8915-NNTRC   Male            NO     Yes        Yes     72
## 3968 5914-GXMDA Female            NO     Yes         No     32
## 3969 7463-IFMQU Female            NO     Yes         No     72
## 3970 2920-RNCEZ   Male            NO     Yes        Yes      1
## 3971 2541-YGPKE   Male            NO     Yes        Yes     42
## 3972 8515-OCTJS Female            NO      No         No     25
## 3973 5382-TEMLV   Male            NO      No         No     45
## 3974 3441-CGZJH Female            NO     Yes        Yes     43
## 3975 9592-ERDKV   Male            NO     Yes         No     37
## 3976 2860-RANUS Female           YES      No         No     20
## 3977 5261-QSHQM Female            NO      No         No      4
## 3978 4778-IZARL   Male            NO     Yes         No     63
## 3979 0432-CAJZV   Male            NO      No         No      3
## 3980 7008-LZVOZ   Male            NO     Yes        Yes     66
## 3981 8868-WOZGU   Male            NO      No         No     28
## 3982 1200-TUZHR Female           YES      No         No      8
## 3983 9365-CSLBQ   Male            NO      No        Yes     71
## 3984 1334-FJSVR   Male            NO      No         No      1
## 3985 5884-FBCTL Female            NO     Yes        Yes     72
## 3986 7130-CTCUS   Male           YES     Yes         No     16
## 3987 6242-FEGFD   Male            NO     Yes         No     66
## 3988 7625-XCQRH Female            NO      No         No     11
## 3989 6194-HBGQN   Male            NO      No         No     51
## 3990 7634-WSWDB Female            NO      No        Yes      8
## 3991 6986-IXNDM   Male            NO      No         No     14
## 3992 1731-TVIUK Female            NO      No         No      4
## 3993 2987-BJXIK Female            NO      No         No     70
## 3994 9769-TSBZE Female            NO      No        Yes     70
## 3995 0406-BPDVR Female           YES     Yes         No     54
## 3996 0618-XWMSS   Male            NO      No        Yes     28
## 3997 1395-WSWXR   Male            NO      No         No     24
## 3998 6023-GSSXW Female            NO     Yes         No     69
## 3999 6752-APNJL   Male            NO     Yes        Yes     42
## 4000 5276-KQWHG Female           YES      No         No      2
## 4001 0420-HLGXF Female           YES      No         No     39
## 4002 7446-KQISO   Male            NO     Yes        Yes     45
## 4003 9823-EALYC   Male            NO     Yes        Yes     72
## 4004 0582-AVCLN Female            NO      No         No     38
## 4005 5803-NQJZO   Male            NO     Yes         No     72
## 4006 2565-JSLRY   Male            NO      No         No      1
## 4007 2607-DHDAK   Male            NO     Yes        Yes     72
## 4008 1073-XXCZD   Male            NO     Yes         No     55
## 4009 0743-HRVFF Female            NO     Yes        Yes     51
## 4010 4006-HKYHO   Male            NO      No         No     63
## 4011 3727-JEZTU Female            NO      No         No      1
## 4012 8143-ETQTI Female            NO     Yes        Yes     23
## 4013 6689-KXGBO Female            NO      No         No      1
## 4014 9667-TKTVZ Female            NO      No         No      2
## 4015 3657-COGMW Female           YES      No         No     52
## 4016 8570-KLJYJ Female            NO      No         No     36
## 4017 7754-IXRMC Female            NO      No         No      1
## 4018 9473-CBZOP Female            NO      No         No     28
## 4019 2969-WGHQO Female            NO     Yes        Yes      7
## 4020 6615-NGGZJ   Male            NO      No         No     14
## 4021 4334-HOWRP   Male           YES     Yes         No     72
## 4022 4255-DDUOU Female            NO     Yes        Yes      1
## 4023 5863-OOKCL Female            NO      No         No     10
## 4024 1686-STUHN   Male            NO      No         No     42
## 4025 1329-VHWNP Female            NO      No         No      7
## 4026 2984-MIIZL   Male            NO      No         No      4
## 4027 0266-GMEAO   Male            NO     Yes        Yes     72
## 4028 5590-YRFJT Female            NO     Yes         No     20
## 4029 5574-NXZIU   Male            NO      No         No     63
## 4030 0019-GFNTW Female            NO      No         No     56
## 4031 4256-ZWTZI Female            NO      No        Yes      5
## 4032 8309-PPCED Female            NO     Yes         No     72
## 4033 4098-NAUKP   Male           YES     Yes        Yes     68
## 4034 5196-WPYOW   Male            NO     Yes        Yes     67
## 4035 4608-LCIMN   Male            NO     Yes        Yes      8
## 4036 1485-YDHMM   Male            NO     Yes        Yes     52
## 4037 4054-CUMIA Female            NO     Yes        Yes     18
## 4038 0603-TPMIB Female            NO     Yes        Yes     59
## 4039 2525-GVKQU Female            NO      No         No     60
## 4040 8161-QYMTT   Male            NO      No         No      7
## 4041 9581-GVBXT   Male            NO     Yes        Yes     59
## 4042 5862-BRIXZ   Male            NO      No         No     46
## 4043 5404-GGUKR   Male            NO      No         No      5
## 4044 3308-JSGML   Male           YES     Yes         No     59
## 4045 2126-GSEGL Female            NO     Yes         No     70
## 4046 3677-TNKIO Female            NO      No         No     14
## 4047 0440-QEXBZ Female            NO      No         No     44
## 4048 2434-EEVDB Female            NO     Yes         No     64
## 4049 6762-QVYJO Female            NO     Yes        Yes     58
## 4050 6199-IWKGC Female           YES     Yes         No     46
## 4051 2675-DHUTR   Male           YES     Yes         No     58
## 4052 8152-VETUR Female            NO     Yes         No     72
## 4053 9667-EQRXU Female           YES      No         No     30
## 4054 7446-YPODE   Male           YES      No         No     11
## 4055 9522-BNTHX Female           YES      No         No     34
## 4056 4676-WLUHT   Male            NO      No         No     54
## 4057 3329-WDIOK Female            NO      No         No      3
## 4058 7980-MHFLQ Female            NO     Yes        Yes     72
## 4059 2873-ZLIWT Female            NO     Yes        Yes     40
## 4060 3415-TAILE Female            NO     Yes        Yes      2
## 4061 0757-WCUUZ   Male            NO     Yes        Yes     54
## 4062 1629-DQQVB Female            NO      No         No     14
## 4063 1915-IOFGU Female            NO      No         No      1
## 4064 3045-XETSH Female            NO      No         No     10
## 4065 0374-AACSZ Female            NO      No         No      1
## 4066 7239-HZZCX   Male            NO      No         No      1
## 4067 4872-VXRIL   Male            NO      No         No     56
## 4068 9140-CZQZZ Female            NO     Yes         No     68
## 4069 3423-HHXAO Female            NO     Yes        Yes     14
## 4070 9938-TKDGL   Male            NO     Yes        Yes     68
## 4071 0531-ZZJWQ   Male           YES     Yes         No     55
## 4072 6537-QLGEX Female            NO      No         No     16
## 4073 2688-BHGOG   Male           YES      No         No      9
## 4074 7683-CBDKJ   Male            NO     Yes        Yes     14
## 4075 0946-CLJTI   Male           YES     Yes         No     58
## 4076 3160-TYXLT   Male            NO      No         No     53
## 4077 1325-USMEC   Male            NO     Yes         No     70
## 4078 0916-QOFDP Female           YES     Yes        Yes     14
## 4079 0628-CNQRM   Male            NO     Yes        Yes     22
## 4080 5606-AMZBO Female            NO     Yes         No     10
## 4081 6199-IPCAO Female            NO     Yes        Yes     29
## 4082 7665-TOALD Female            NO      No         No      1
## 4083 0112-QWPNC   Male            NO     Yes         No     49
## 4084 0324-BRPCJ Female           YES     Yes         No     68
## 4085 2777-PHDEI Female            NO      No         No      1
## 4086 5640-CAXOA Female            NO      No         No     30
## 4087 2235-EZAIK Female            NO     Yes         No     72
## 4088 3847-BAERP Female            NO      No         No     10
## 4089 1196-AMORA   Male            NO      No         No      7
## 4090 4282-YMKNA Female            NO      No         No      9
## 4091 1453-RZFON Female            NO      No        Yes      1
## 4092 8263-OKETD Female            NO      No         No     20
## 4093 0670-KDOMA Female            NO      No         No      1
## 4094 2476-YGEFM Female            NO      No         No     29
## 4095 8687-BAFGU   Male            NO      No         No      1
## 4096 0641-EVBOJ   Male            NO      No         No      3
## 4097 0829-XXPLX Female            NO      No         No     20
## 4098 9974-JFBHQ   Male            NO      No        Yes     64
## 4099 5356-RHIPP   Male            NO      No         No      1
## 4100 6624-JDRDS Female            NO      No         No      6
## 4101 0608-JDVEC   Male            NO     Yes         No     50
## 4102 9780-FKVVF   Male            NO      No         No      6
## 4103 1919-RTPQD   Male            NO     Yes        Yes      7
## 4104 5214-NLTIT   Male            NO     Yes        Yes     72
## 4105 3345-PBBFH   Male            NO     Yes         No      8
## 4106 5055-BRMNE Female            NO     Yes        Yes     67
## 4107 9189-JWSHV Female           YES     Yes         No     24
## 4108 2190-PHBHR Female            NO     Yes         No     72
## 4109 2650-GYRYL   Male            NO     Yes        Yes     33
## 4110 0746-JTRFU   Male            NO      No         No      2
## 4111 5208-FVQKB   Male            NO     Yes         No     70
## 4112 7184-LRUUR Female            NO      No         No     22
## 4113 6627-CFOSN Female            NO      No         No     59
## 4114 3982-JGSFD   Male            NO      No         No     36
## 4115 1574-DYCWE Female            NO     Yes        Yes     51
## 4116 7247-XOZPB   Male            NO     Yes         No     53
## 4117 2466-FCCPT Female            NO     Yes        Yes     20
## 4118 6211-WWLTF   Male            NO     Yes         No     63
## 4119 4826-TZEVA Female            NO      No         No     40
## 4120 6016-NXBNJ   Male            NO      No         No     35
## 4121 9138-EFSMO   Male            NO     Yes        Yes     26
## 4122 0576-WNXXC   Male           YES     Yes         No     27
## 4123 4632-XJMEX   Male            NO      No        Yes     53
## 4124 8910-LEDAG   Male           YES     Yes         No     34
## 4125 3452-GWUIN Female           YES     Yes         No     19
## 4126 2716-GFZOR   Male            NO     Yes         No     43
## 4127 3724-UCSHY   Male            NO     Yes        Yes      6
## 4128 8626-XHBIE   Male            NO      No        Yes     56
## 4129 4628-CTTLA   Male            NO      No         No     57
## 4130 3192-LNKRK   Male            NO     Yes        Yes     34
## 4131 4439-YRNVD Female            NO      No         No     10
## 4132 2876-VBBBL Female            NO      No         No      1
## 4133 6834-NXDCA Female            NO      No         No     13
## 4134 2208-UGTGR   Male            NO      No         No     56
## 4135 3005-TYFRD Female            NO     Yes         No     55
## 4136 8670-MEFCP Female            NO     Yes        Yes     36
## 4137 3079-BCHLN   Male            NO     Yes         No     47
## 4138 7777-UNYHB Female            NO     Yes        Yes     12
## 4139 5597-GLBUC Female            NO      No         No      1
## 4140 7278-CKDNC   Male           YES      No         No     24
## 4141 2748-MYRVK Female            NO      No         No     63
## 4142 8450-UYIBU Female           YES      No         No     35
## 4143 2969-VAPYH Female            NO      No         No     67
## 4144 4822-YCXMX   Male            NO      No         No     25
## 4145 7181-OQCUT   Male            NO      No         No     21
## 4146 8474-UMLNT Female            NO      No         No     13
## 4147 9821-POOTN   Male            NO     Yes         No     35
## 4148 3836-FZSDJ   Male           YES     Yes         No     71
## 4149 9142-XMYJH Female            NO      No         No     29
## 4150 6559-ILWKJ   Male            NO     Yes         No     71
## 4151 0187-QSXOE   Male           YES     Yes         No      7
## 4152 7733-UDMTP Female           YES      No         No     57
## 4153 2649-HWLYB   Male            NO     Yes         No     65
## 4154 5214-CHIWJ   Male            NO      No         No     27
## 4155 4229-CZMLL   Male            NO      No         No      6
## 4156 6904-JLBGY Female           YES      No         No     72
## 4157 2465-BLLEU   Male            NO      No         No      1
## 4158 1685-VAYJF   Male            NO      No         No     11
## 4159 8874-EJNSR   Male            NO     Yes        Yes     39
## 4160 6917-YACBP Female           YES      No         No     59
## 4161 5049-MUBWG   Male            NO      No         No     26
## 4162 4223-WOZCM   Male           YES      No         No      2
## 4163 0769-MURVM Female            NO     Yes        Yes     72
## 4164 9253-VIFJQ   Male            NO     Yes         No     65
## 4165 7030-FZTFM   Male            NO     Yes        Yes     72
## 4166 9741-YLNTD   Male            NO      No         No      6
## 4167 5917-RYRMG   Male           YES      No         No     32
## 4168 5120-ZBLAI Female            NO     Yes         No     50
## 4169 1194-BHJYC   Male            NO     Yes         No     61
## 4170 3663-MITLP Female            NO      No         No     15
## 4171 0906-QVPMS   Male            NO     Yes         No     72
## 4172 9025-ZRPVR   Male            NO      No         No      9
## 4173 1905-OEILC Female            NO      No         No      1
## 4174 7858-GTZSP Female            NO      No         No     12
## 4175 3285-UCQVC Female            NO      No         No     37
## 4176 6248-BSHKG   Male            NO     Yes        Yes     61
## 4177 4685-TFLLS   Male            NO     Yes        Yes     18
## 4178 3470-BTGQO   Male            NO      No        Yes     21
## 4179 1209-VFFOC   Male            NO     Yes        Yes     68
## 4180 8224-DWCKX   Male           YES      No         No     12
## 4181 5482-PLVPE Female           YES      No         No      2
## 4182 4553-DVPZG Female            NO     Yes         No     62
## 4183 4902-OHLSK Female           YES      No         No     29
## 4184 6917-IAYHD   Male            NO      No        Yes      1
## 4185 0495-ZBNGW   Male           YES     Yes         No      5
## 4186 8620-RJPZN Female            NO      No         No      1
## 4187 7572-KPVKK   Male            NO      No        Yes     62
## 4188 2642-MAWLJ Female            NO     Yes        Yes     36
## 4189 2357-COQEK Female           YES      No         No     28
## 4190 7103-ZGVNT Female            NO     Yes        Yes     69
## 4191 3737-GCSPV Female            NO     Yes         No     11
## 4192 2027-WKXMW Female            NO     Yes         No     63
## 4193 7137-NAXML   Male            NO      No         No     23
## 4194 2428-ZMCTB   Male            NO      No         No     10
## 4195 2961-VNFKL Female            NO     Yes         No     71
## 4196 1768-HNVGJ Female           YES      No         No     45
## 4197 6963-KQYQB Female            NO     Yes        Yes     70
## 4198 5934-RMPOV Female            NO      No        Yes     22
## 4199 1207-BLKSA Female            NO     Yes        Yes     52
## 4200 4088-YLDSU   Male            NO     Yes         No     55
## 4201 8316-BBQAY Female            NO      No         No     65
## 4202 1166-PQLGG Female            NO     Yes        Yes     72
## 4203 3146-JTQHR   Male            NO     Yes         No     10
## 4204 4291-YZODP Female            NO      No        Yes      7
## 4205 4395-PZMSN   Male           YES      No         No      5
## 4206 6427-FEFIG Female            NO     Yes        Yes     24
## 4207 0017-IUDMW Female            NO     Yes        Yes     72
## 4208 8706-HRADD   Male            NO      No         No     21
## 4209 9955-QOPOY   Male            NO     Yes         No     69
## 4210 4385-ZKVNW   Male            NO     Yes        Yes     44
## 4211 5446-DKWYW Female           YES     Yes        Yes     61
## 4212 2034-CGRHZ   Male           YES      No         No     24
## 4213 5797-APWZC Female            NO      No         No      1
## 4214 3683-QKIUE Female            NO      No         No      6
## 4215 4228-ZGYUW   Male            NO      No         No      4
## 4216 9031-ZVQPT   Male            NO     Yes         No     72
## 4217 2990-IAJSV   Male            NO      No         No     72
## 4218 8107-KNCIM   Male           YES     Yes         No     14
## 4219 9027-YFHQJ   Male            NO      No         No      7
## 4220 5176-LDKUH Female            NO      No         No     48
## 4221 4644-OBGFZ   Male            NO     Yes        Yes     55
## 4222 7926-IJOOU   Male            NO      No         No      1
## 4223 6480-YAGIY   Male            NO      No         No     45
## 4224 4029-HPFVY   Male            NO      No         No      3
## 4225 7602-DBTOU Female            NO     Yes         No     71
## 4226 5345-BMKWB   Male            NO     Yes         No      8
## 4227 3519-ZKXGG Female            NO     Yes         No      3
## 4228 5457-COLHT   Male            NO     Yes        Yes     69
## 4229 6416-TVAIH   Male            NO     Yes        Yes      1
## 4230 5451-YHYPW Female           YES     Yes         No     72
## 4231 5108-ADXWO   Male            NO      No         No     11
## 4232 7998-WNZEM   Male            NO      No         No     71
## 4233 3066-RRJIO Female            NO      No         No      1
## 4234 4664-NJCMS Female            NO     Yes         No     33
## 4235 0307-BCOPK Female            NO      No         No     16
## 4236 7629-WFGLW Female           YES     Yes         No     56
## 4237 2542-HYGIQ Female            NO      No         No      1
## 4238 6715-OFDBP   Male            NO      No         No      5
## 4239 5016-LIPDW   Male            NO     Yes        Yes     57
## 4240 6481-LXPWL   Male            NO     Yes        Yes     56
## 4241 1567-DSCIC   Male            NO      No         No      8
## 4242 2150-UWTFY Female            NO     Yes        Yes     22
## 4243 6124-ACRHJ Female            NO      No         No      1
## 4244 9362-MWODR Female            NO      No        Yes     40
## 4245 9975-GPKZU   Male            NO     Yes        Yes     46
## 4246 9625-RZFUK   Male            NO     Yes        Yes     63
## 4247 5153-LXKDT   Male            NO     Yes        Yes     68
## 4248 5161-UBZXI   Male            NO     Yes        Yes     69
## 4249 1020-JPQOW Female            NO     Yes         No     56
## 4250 7919-ZODZZ Female            NO     Yes        Yes     10
## 4251 0565-JUPYD   Male            NO      No         No     63
## 4252 6867-ACCZI Female            NO     Yes        Yes     24
## 4253 5939-XAIXZ Female            NO      No         No     19
## 4254 9054-FOWNV   Male            NO     Yes        Yes     22
## 4255 2683-BPJSO   Male            NO     Yes         No     29
## 4256 2157-MXBJS   Male            NO     Yes         No     13
## 4257 8207-VVMYB Female            NO     Yes         No     70
## 4258 9732-EQMWY Female            NO     Yes         No     49
## 4259 9360-AHGNL Female           YES     Yes         No     43
## 4260 1087-UDSIH Female            NO      No         No      3
## 4261 5269-NRGDP   Male            NO     Yes        Yes     42
## 4262 6195-MELTI   Male            NO      No         No     57
## 4263 5485-WUYWF   Male           YES      No         No      2
## 4264 2121-JAFOM Female            NO     Yes         No     72
## 4265 8818-DOPVL Female           YES      No         No     46
## 4266 2632-UCGVD   Male           YES     Yes         No     66
## 4267 5445-PZWGX   Male            NO      No         No     62
## 4268 1227-UDMZR Female            NO     Yes         No     72
## 4269 5198-HQAEN   Male            NO     Yes        Yes     35
## 4270 9170-CCKOU   Male            NO     Yes         No     17
## 4271 2167-FQSTQ Female            NO     Yes         No     72
## 4272 2819-GWENI Female            NO     Yes        Yes     28
## 4273 1043-YCUTE   Male            NO     Yes         No     56
## 4274 3814-MLAXC Female            NO      No         No     31
## 4275 3572-UUHRS   Male            NO      No         No     45
## 4276 2692-PFYTJ Female            NO      No         No      1
## 4277 1226-UDFZR Female            NO      No         No      2
## 4278 5955-EPOAZ Female            NO      No         No      6
## 4279 6821-JPCDC Female            NO     Yes         No     48
## 4280 8815-LMFLX   Male            NO     Yes        Yes     25
## 4281 9135-HSWOC   Male            NO     Yes        Yes     64
## 4282 8582-KRHPJ   Male            NO      No         No     50
## 4283 5811-IWXYM Female            NO     Yes        Yes     52
## 4284 7044-YAACC   Male           YES     Yes         No      4
## 4285 8189-XRIKE Female           YES      No         No     32
## 4286 1506-YJTYT   Male            NO     Yes        Yes     45
## 4287 4123-DVHPH   Male            NO     Yes         No      9
## 4288 6425-YQLLO Female           YES     Yes         No     66
## 4289 5442-UTCVD   Male            NO      No        Yes      3
## 4290 2228-BZDEE Female            NO      No         No     54
## 4291 7734-DBOAI Female            NO     Yes        Yes      1
## 4292 2789-CZANW Female            NO     Yes        Yes     64
## 4293 2091-RFFBA Female           YES      No         No     31
## 4294 2114-MGINA Female            NO      No         No     14
## 4295 7596-LDUXP Female            NO      No         No     12
## 4296 3740-RLMVT   Male           YES     Yes         No     67
## 4297 4489-SNOJF Female            NO     Yes        Yes     35
## 4298 2192-OZITF Female            NO      No         No     45
## 4299 5651-CPDND   Male            NO      No         No     10
## 4300 2186-QZEYA Female           YES      No         No     29
## 4301 1131-ALZWV Female            NO      No         No     24
## 4302 7729-XBTWX   Male            NO     Yes        Yes     66
## 4303 9134-WYRVP   Male            NO      No         No     51
## 4304 3284-SVCRO Female            NO     Yes         No     45
## 4305 9732-OUYRN Female            NO     Yes         No     49
## 4306 0559-CKHUS Female            NO     Yes         No     29
## 4307 2931-SVLTV   Male            NO     Yes        Yes     40
## 4308 6899-PPEEA Female           YES      No         No     37
## 4309 7504-UWHNB   Male            NO      No         No     25
## 4310 2582-FFFZR Female            NO      No         No     22
## 4311 8908-NMQTX   Male            NO      No         No     72
## 4312 2187-LZGPL Female            NO      No         No      7
## 4313 1431-AIDJQ   Male            NO     Yes        Yes     33
## 4314 6288-LBEAR Female            NO      No         No     23
## 4315 4597-NUCQV   Male           YES      No         No     24
## 4316 9019-QVLZD Female            NO      No         No      1
## 4317 8413-YNHNV   Male            NO      No         No     69
## 4318 5808-TOTXO Female            NO      No        Yes      3
## 4319 4369-NYSCF   Male            NO      No         No     56
## 4320 6333-YDVLT   Male            NO      No         No     65
## 4321 5324-KTGCG   Male            NO     Yes         No     71
## 4322 5599-HVLTW Female           YES      No         No     14
## 4323 7394-LWLYN Female            NO      No         No      2
## 4324 3707-LRWZD Female            NO      No         No     32
## 4325 6873-UDNLD   Male            NO      No         No     40
## 4326 2700-LUEVA   Male            NO      No         No      1
## 4327 1455-ESIQH   Male            NO      No         No      1
## 4328 0958-YHXGP Female            NO      No         No      7
## 4329 1101-SSWAG Female            NO     Yes         No     15
## 4330 2979-SXESE Female            NO     Yes        Yes     17
## 4331 4013-TLDHQ   Male            NO      No         No     19
## 4332 5743-KHMNA   Male            NO      No         No     71
## 4333 4194-FJARJ Female            NO     Yes        Yes     54
## 4334 5325-UWTWJ   Male            NO     Yes         No     31
## 4335 3969-GYXEL Female            NO      No         No     11
## 4336 9208-OLGAQ Female           YES      No         No     18
## 4337 3244-CQPHU Female           YES      No         No     72
## 4338 2674-MLXMN Female           YES      No         No     71
## 4339 9708-HPXWZ   Male           YES      No         No      5
## 4340 6992-TKNYO   Male            NO     Yes         No     38
## 4341 4468-YDOVK   Male            NO      No        Yes      5
## 4342 3754-DXMRT   Male           YES      No         No      2
## 4343 5792-JALQC Female           YES      No         No     52
## 4344 7130-VTEWQ Female           YES      No         No      8
## 4345 2200-DSAAL Female            NO      No         No     68
## 4346 4302-ZYFEL   Male            NO     Yes        Yes     69
## 4347 9351-LZYGF Female            NO     Yes         No     42
## 4348 4366-CTOUZ Female            NO      No         No     50
## 4349 6121-VZNQB Female            NO      No         No      1
## 4350 7903-CMPEY   Male           YES     Yes         No      1
## 4351 1518-OMDIK   Male            NO     Yes         No     33
## 4352 6671-NGWON Female            NO      No         No      7
## 4353 0595-ITUDF   Male            NO     Yes        Yes     64
## 4354 6996-KNSML Female            NO      No         No      1
## 4355 1955-IBMMB   Male            NO      No         No     59
## 4356 0096-BXERS Female            NO     Yes         No      6
## 4357 3806-YAZOV Female            NO      No         No      3
## 4358 7998-ZLXWN Female            NO     Yes         No     15
## 4359 6253-WRFHY   Male            NO     Yes        Yes     13
## 4360 9133-AYJZG Female            NO      No         No     23
## 4361 2675-OTVVJ   Male           YES     Yes         No     31
## 4362 8680-CGLTP   Male            NO      No         No     29
## 4363 8430-TWCBX Female            NO     Yes         No     49
## 4364 5018-GWURO Female            NO     Yes         No     56
## 4365 6741-QRLUP Female            NO      No         No     63
## 4366 4737-HOBAX   Male            NO     Yes         No     63
## 4367 0537-QYZZN   Male           YES     Yes        Yes     24
## 4368 3340-QBBFM   Male           YES     Yes         No     36
## 4369 1704-NRWYE Female           YES      No         No      9
## 4370 2592-SEIFQ   Male            NO      No         No      3
## 4371 8200-KLNYW Female            NO     Yes         No     21
## 4372 3372-CDXFJ   Male            NO     Yes        Yes     13
## 4373 4781-ZXYGU   Male            NO     Yes        Yes      1
## 4374 7632-YUTXB Female            NO     Yes        Yes     25
## 4375 2718-YSKCS   Male            NO     Yes        Yes     71
## 4376 9896-UYMIE   Male            NO      No         No     66
## 4377 0853-NWIFK Female            NO      No         No     45
## 4378 8212-CRQXP Female            NO     Yes         No     22
## 4379 6980-CDGFC Female            NO     Yes         No     67
## 4380 7691-XVTZH Female            NO     Yes         No     68
## 4382 7481-ATQQS Female           YES      No         No     49
## 4383 2277-VWCNI Female           YES      No         No      4
## 4384 1088-CNNKB   Male            NO     Yes         No     63
## 4385 8642-GVWRF Female            NO     Yes         No      2
## 4386 1930-BZLHI   Male            NO      No         No     21
## 4387 3400-ESFUW   Male            NO     Yes        Yes     55
## 4388 5868-YTYKS   Male            NO      No        Yes      1
## 4389 3525-DVKFN Female            NO      No         No     17
## 4390 1482-OXZSY   Male            NO      No         No     30
## 4391 0377-JBKKT   Male            NO     Yes        Yes     22
## 4392 5778-BVOFB Female            NO      No         No      9
## 4393 3373-YZZYM   Male            NO     Yes        Yes      1
## 4394 2057-ZBLPD Female            NO     Yes         No     21
## 4395 0228-MAUWC   Male            NO      No         No     19
## 4396 5502-RLUYV Female            NO     Yes        Yes     69
## 4397 0023-HGHWL   Male           YES      No         No      1
## 4398 7663-YJHSN Female            NO     Yes         No     72
## 4399 4915-BFSXL   Male            NO     Yes        Yes     70
## 4400 3086-RUCRN Female            NO      No         No     66
## 4401 5215-LNLDJ Female            NO     Yes        Yes      7
## 4402 7576-JMYWV Female           YES     Yes        Yes     46
## 4403 9039-RBEEE   Male            NO      No         No     39
## 4404 0257-KXZGU Female            NO     Yes        Yes     32
## 4405 1307-ATKGB   Male            NO      No         No     24
## 4406 8417-FMLZI   Male            NO     Yes        Yes      6
## 4407 3714-XPXBW Female            NO      No         No     37
## 4408 1850-AKQEP   Male            NO      No        Yes      8
## 4409 2824-DXNKN Female            NO     Yes        Yes     72
## 4410 5227-JSCFE   Male           YES     Yes         No     71
## 4411 0848-ZGQIJ Female            NO     Yes         No     16
## 4412 3621-CHYVB Female            NO     Yes         No     57
## 4413 8042-RNLKO   Male            NO      No         No     66
## 4414 1792-UXAFY Female           YES      No         No     17
## 4415 5372-FBKBN Female            NO      No        Yes     21
## 4416 0420-TXVSG   Male            NO     Yes         No     66
## 4417 6217-TOWGS Female            NO     Yes         No     17
## 4418 0515-YPMCW   Male            NO      No        Yes      1
## 4419 0378-XSZPU   Male            NO     Yes         No     58
## 4420 1045-LTCYT Female            NO     Yes        Yes      8
## 4421 1544-JJMYL   Male            NO      No         No     27
## 4422 4636-JGAAI   Male            NO     Yes         No     34
## 4423 6874-SGLHU   Male            NO      No         No     30
## 4424 5951-AOFIH   Male            NO      No         No     33
## 4425 4729-XKASR   Male            NO      No        Yes      1
## 4426 3059-NGMXB   Male            NO     Yes        Yes     14
## 4427 8652-YHIYU Female            NO      No        Yes     16
## 4428 5278-PNYOX Female            NO      No         No     49
## 4429 5449-FIBXJ   Male            NO     Yes        Yes     19
## 4430 3486-HOOGQ Female            NO     Yes        Yes     70
## 4431 5061-PBXFW Female            NO     Yes        Yes     32
## 4432 8630-FJLIB Female            NO      No         No     18
## 4433 3891-NLXJB   Male            NO      No         No     37
## 4434 4749-OJKQU Female            NO      No         No      4
## 4435 0577-WHMEV Female            NO     Yes         No     16
## 4436 5453-AXEPF   Male            NO     Yes         No     17
## 4437 3639-XJHKQ Female            NO      No        Yes     19
## 4438 3716-LRGXK   Male            NO     Yes         No     60
## 4439 2263-SFSQZ   Male            NO     Yes        Yes     51
## 4440 9950-MTGYX   Male            NO     Yes        Yes     28
## 4441 3397-AVTKU   Male            NO      No         No     43
## 4442 4825-FUREZ   Male            NO     Yes         No     42
## 4443 9837-BMCLM   Male            NO      No         No      3
## 4444 2672-OJQZP Female            NO      No         No      1
## 4445 0137-UDEUO Female            NO      No         No      3
## 4446 3134-DSHVC Female            NO      No         No     63
## 4447 6161-UUUTA   Male           YES      No         No      3
## 4448 7821-DPRQE   Male            NO     Yes         No     68
## 4449 6543-XRMYR Female           YES      No         No     30
## 4450 2001-EWBQU Female            NO      No         No     60
## 4451 4925-LMHOK   Male            NO      No         No     15
## 4452 1608-GMEWB   Male           YES      No         No     45
## 4453 6695-AMZUF Female            NO     Yes         No     70
## 4454 1455-UGQVH   Male            NO     Yes         No     10
## 4455 8410-BGQXN   Male            NO      No         No      4
## 4456 8280-MQRQN Female            NO      No         No      1
## 4457 1619-YWUBB Female            NO     Yes         No     68
## 4458 7611-YKYTC   Male            NO     Yes        Yes     22
## 4459 2037-SGXHH   Male            NO     Yes        Yes     38
## 4460 3178-FESZO Female            NO      No         No      1
## 4461 0365-GXEZS   Male            NO     Yes         No     18
## 4462 0082-OQIQY   Male            NO      No         No     29
## 4463 6087-MVHJH Female            NO      No         No     16
## 4464 4603-JANFB   Male            NO      No         No      1
## 4465 3018-TFTSU   Male            NO      No         No     12
## 4466 3606-SBKRY   Male            NO      No         No     31
## 4467 4806-KEXQR   Male            NO      No         No      4
## 4468 0667-NSRGI Female            NO     Yes         No     48
## 4469 7083-YNSKY Female            NO      No         No     15
## 4470 6893-ODYYE   Male            NO      No         No     50
## 4471 8242-JSVBO   Male            NO      No         No      7
## 4472 2479-BRAMR   Male           YES     Yes         No     41
## 4473 9541-ZPSEA   Male            NO     Yes        Yes     68
## 4474 2665-NPTGL Female           YES     Yes         No     26
## 4475 1139-WUOAH   Male            NO      No         No     57
## 4476 4693-VWVBO Female            NO      No         No      3
## 4477 7434-SHXLS Female            NO      No         No      1
## 4478 6937-GCDGQ   Male            NO     Yes        Yes     19
## 4479 0988-JRWWP Female            NO      No         No      3
## 4480 5075-JSDKI Female            NO      No         No     59
## 4481 7908-QCBCA Female            NO     Yes         No      1
## 4482 8644-XYTSV   Male            NO     Yes         No     42
## 4483 6711-FLDFB Female            NO      No         No      7
## 4484 3873-WOSBC   Male            NO     Yes         No     67
## 4485 7465-ZZRVX   Male            NO      No         No      1
## 4486 7975-JMZNT   Male            NO     Yes         No     66
## 4487 7251-XFOIL Female            NO      No         No     61
## 4488 4116-IQRFR   Male            NO     Yes        Yes      4
## 4489 3714-JTVOV Female           YES     Yes         No     42
## 4490 8259-DZLIZ Female            NO     Yes        Yes     64
## 4491 0442-ZXKVS Female           YES     Yes         No     54
## 4492 7853-WNZSY   Male            NO      No         No      1
## 4493 3120-FAZKD   Male            NO     Yes        Yes     54
## 4494 8606-OEGQZ Female            NO      No        Yes     18
## 4495 0225-ZORZP   Male            NO      No         No      3
## 4496 4702-IOQDC Female            NO      No         No      1
## 4497 9489-JMTTN Female            NO     Yes        Yes     72
## 4498 0575-CUQOV   Male           YES     Yes         No     60
## 4499 0967-BMLBD Female            NO     Yes        Yes     11
## 4500 6178-KFNHS Female            NO      No        Yes     12
## 4501 2830-LEWOA   Male            NO     Yes        Yes     61
## 4502 5006-MXVRN Female            NO      No         No     39
## 4503 1264-BYWMS   Male            NO      No         No     55
## 4504 9658-WYUFB Female            NO      No         No     17
## 4505 8327-WKMIE   Male            NO      No         No     37
## 4506 6917-FIJHC Female            NO     Yes         No     72
## 4507 5329-KRDTM   Male           YES     Yes         No     72
## 4508 7797-EJMDP Female            NO      No         No      8
## 4509 3530-VWVGU Female            NO     Yes        Yes     22
## 4510 2013-SGDXK Female            NO      No         No      1
## 4511 6368-NWMCE Female            NO      No         No     38
## 4512 3633-CDBUW   Male            NO      No        Yes     17
## 4513 0707-HOVVN Female           YES      No         No     70
## 4514 8580-QVLOC Female           YES     Yes        Yes     72
## 4515 3956-MGXOG Female            NO      No         No     28
## 4516 9274-UARKJ Female            NO      No         No     15
## 4517 4077-HWUYD   Male            NO     Yes        Yes     72
## 4518 2012-NWRPA Female           YES     Yes         No     11
## 4519 8808-ELEHO   Male           YES      No         No      8
## 4520 0103-CSITQ Female            NO     Yes         No     57
## 4521 3506-LCJDC   Male            NO     Yes        Yes      1
## 4522 8671-KKKOS Female            NO     Yes         No     46
## 4523 7305-ZWMAJ   Male            NO     Yes         No     30
## 4524 9518-XXBXE   Male           YES     Yes         No     10
## 4525 3934-HXCFZ   Male            NO     Yes         No     23
## 4526 6578-KRMAW   Male            NO      No         No     32
## 4527 4860-IJUDE   Male            NO      No         No     13
## 4528 7666-WKRON Female            NO      No         No     39
## 4529 9688-YGXVR Female            NO      No         No     44
## 4530 0423-UDIJQ   Male           YES      No         No      9
## 4531 1945-XISKS Female            NO     Yes         No     67
## 4532 4910-AQFFX   Male            NO     Yes        Yes      9
## 4533 2154-KVJFF Female            NO      No         No     15
## 4534 5360-LJCNJ Female            NO     Yes         No     71
## 4535 2607-FBDFF   Male            NO      No         No      1
## 4536 9647-ERGBE Female            NO     Yes        Yes     30
## 4537 3428-XZMAZ   Male            NO      No         No      1
## 4538 1100-DDVRV   Male            NO     Yes         No     17
## 4539 0378-TOVMS Female            NO      No         No      3
## 4540 4355-HBJHH   Male            NO     Yes        Yes     67
## 4541 6728-WYQBC   Male            NO      No         No      1
## 4542 9058-CBREO Female           YES      No         No      1
## 4543 9029-FEGVJ Female           YES     Yes         No     32
## 4544 7216-KAOID   Male            NO     Yes        Yes     41
## 4545 0318-QUUOB   Male            NO     Yes         No      1
## 4546 6145-NNPNO Female            NO      No         No      1
## 4547 5520-FVEWJ Female            NO     Yes        Yes     12
## 4548 5339-TJFEK   Male            NO     Yes        Yes     62
## 4549 5572-ZDXHY Female            NO      No         No     22
## 4550 2074-GUHPQ Female            NO      No        Yes     17
## 4551 4625-XMOYM Female            NO     Yes        Yes     72
## 4552 5827-MWCZK   Male            NO     Yes        Yes     56
## 4553 1385-TQOZW Female            NO      No         No      9
## 4554 5914-XRFQB   Male            NO     Yes         No     72
## 4555 4329-YPDDQ   Male            NO      No         No     20
## 4556 4804-NCPET   Male            NO     Yes        Yes     19
## 4557 3750-CKVKH   Male            NO      No         No      2
## 4558 5944-UGLLK   Male            NO      No         No     53
## 4559 8063-GBATB Female           YES      No         No     27
## 4560 7787-BNTZM   Male            NO      No         No      6
## 4561 2252-ISRNH   Male            NO     Yes        Yes      9
## 4562 9415-TPKRV Female            NO     Yes        Yes      8
## 4563 5322-TEUJK Female            NO     Yes        Yes     71
## 4564 4547-KQRTM Female            NO      No         No     10
## 4565 4877-EVATK   Male            NO      No         No      1
## 4566 1866-DIOQZ Female            NO     Yes         No     71
## 4567 8375-KVTHK   Male            NO     Yes         No     68
## 4568 2697-NQBPF   Male            NO      No         No     34
## 4569 3709-OIJEA   Male            NO      No         No     26
## 4570 7639-SUPCW Female            NO      No         No     22
## 4571 1386-ZIKUV   Male            NO      No         No      7
## 4572 0599-XNYDO Female            NO     Yes         No     20
## 4573 6377-WHAOX Female            NO     Yes         No     60
## 4574 6855-VLGOS   Male            NO     Yes        Yes     72
## 4575 8999-XXGNS Female           YES     Yes         No     72
## 4576 8746-OQQRW   Male            NO      No         No      4
## 4577 3181-MIZBN   Male            NO     Yes        Yes     16
## 4578 0471-ARVMX Female           YES     Yes         No     62
## 4579 7766-CLTIC Female            NO      No         No     10
## 4580 5650-YLIBA   Male            NO      No         No     31
## 4581 0825-CPPQH Female            NO     Yes         No     71
## 4582 9084-OAYKL   Male            NO      No         No     58
## 4583 6122-LJADA   Male            NO     Yes        Yes     70
## 4584 2400-XIWIO Female            NO     Yes         No     71
## 4585 7524-VRLPL   Male           YES      No         No     69
## 4586 1069-XAIEM Female           YES      No         No      1
## 4587 7569-NMZYQ Female            NO     Yes        Yes     72
## 4588 5201-USSQZ Female            NO     Yes         No     26
## 4589 2105-PHWON Female            NO     Yes         No     33
## 4590 1494-EJZDW Female            NO     Yes        Yes     10
## 4591 4884-TVUQF Female           YES      No         No     57
## 4592 8003-EWNDZ Female            NO      No         No     10
## 4593 1897-RCFUM Female            NO     Yes        Yes     39
## 4594 9256-JTBNZ Female            NO      No         No     11
## 4595 4658-HCOHW Female            NO     Yes        Yes     21
## 4596 2211-RMNHO Female            NO     Yes        Yes     68
## 4597 2432-TFSMK   Male            NO      No         No     18
## 4598 3440-JPSCL Female            NO      No         No      6
## 4599 4929-ROART   Male            NO      No         No     18
## 4600 1834-ABKHQ Female            NO     Yes        Yes     52
## 4601 1741-WTPON   Male            NO     Yes        Yes     56
## 4602 3932-IJWDZ   Male            NO      No         No     45
## 4603 1240-HCBOH Female            NO      No         No     67
## 4604 3594-KADLU   Male            NO     Yes         No      3
## 4605 8065-BVEPF   Male           YES      No         No     65
## 4606 3796-ENZGF   Male            NO     Yes         No     63
## 4607 1734-ZMNTZ Female            NO     Yes        Yes     11
## 4608 2853-CWQFQ   Male            NO      No        Yes      1
## 4609 0813-TAXXS   Male            NO      No         No     55
## 4610 2519-TWKFS   Male            NO     Yes        Yes     25
## 4611 2889-FPWRM   Male            NO     Yes         No     72
## 4612 0626-QXNGV Female            NO     Yes         No     72
## 4613 6723-CEGQI Female            NO      No        Yes     65
## 4614 6987-XQSJT Female           YES      No         No     54
## 4615 4732-RRJZC   Male            NO     Yes        Yes      7
## 4616 9499-XPZXM Female            NO     Yes         No     72
## 4617 4338-EYCER   Male            NO     Yes         No     21
## 4618 3007-FDPEA Female            NO      No         No      2
## 4619 6350-XFYGW   Male           YES      No         No      4
## 4620 4290-BSXUX   Male            NO     Yes         No      3
## 4621 8513-OLYGY   Male            NO     Yes         No     72
## 4622 0311-QYWSS Female            NO      No         No      6
## 4623 8705-DWKTI   Male            NO      No         No     52
## 4624 8755-IWJHN   Male           YES     Yes         No     69
## 4625 0325-XBFAC   Male            NO      No         No      8
## 4626 4480-QQRHC Female           YES      No         No      8
## 4627 0929-PECLO Female           YES      No         No     63
## 4628 3680-CTHUH   Male            NO      No         No     60
## 4629 1202-KKGFU Female            NO     Yes         No     12
## 4630 6112-KTHFQ Female            NO      No         No     13
## 4631 1852-XEMDW   Male            NO      No         No     22
## 4632 2462-XIIJB   Male            NO      No         No      5
## 4633 4760-XOHVN Female            NO     Yes        Yes      1
## 4634 1820-DJFPH Female            NO     Yes        Yes     72
## 4635 9426-SXNHE Female            NO      No         No      2
## 4636 9068-FHQHD Female            NO     Yes        Yes     40
## 4637 1269-FOYWN   Male            NO     Yes        Yes     44
## 4638 9470-YFUYI   Male           YES     Yes         No     71
## 4639 7817-BOQPW Female            NO      No         No      2
## 4640 7402-EYFXX   Male           YES      No         No     26
## 4641 1853-UDXBW   Male            NO     Yes        Yes      1
## 4642 9895-VFOXH Female            NO      No         No      1
## 4643 5458-CQJTA   Male            NO     Yes        Yes     65
## 4644 1230-QAJDW   Male            NO      No         No      3
## 4645 5701-ZIKJE   Male            NO      No         No     13
## 4646 5219-YIPTK Female            NO     Yes         No     33
## 4647 5032-MIYKT Female            NO      No         No      1
## 4648 7396-VJUZB   Male            NO     Yes        Yes      4
## 4649 9717-QEBGU   Male            NO      No         No      2
## 4650 5172-RKOCB   Male            NO     Yes         No     72
## 4651 6509-TSGWN Female            NO     Yes        Yes     37
## 4652 3540-RZJYU Female            NO      No         No     15
## 4653 3178-CIFOT Female            NO      No         No     23
## 4654 2091-MJTFX Female            NO     Yes        Yes     30
## 4655 4530-NDRKU Female            NO     Yes        Yes     42
## 4656 5985-TBABQ Female            NO      No         No     32
## 4657 9800-ONTFE Female            NO     Yes        Yes     22
## 4658 6743-HHQPF   Male            NO     Yes         No     42
## 4659 8455-HIRAQ Female            NO      No         No      8
## 4660 6616-AALSR Female            NO     Yes        Yes     65
## 4661 0883-EIBTI Female            NO      No         No      2
## 4662 9415-ZNBSX Female            NO     Yes        Yes     70
## 4663 4018-KJYUY   Male            NO      No        Yes     22
## 4664 0722-TROQR Female           YES      No         No      4
## 4665 7571-YXDAD Female            NO      No         No      2
## 4666 3884-UEBXB Female            NO     Yes        Yes     67
## 4667 8780-RSYYU Female            NO      No         No     25
## 4668 5537-UXXVS Female            NO     Yes         No     20
## 4669 1791-PQHBB Female            NO      No        Yes      2
## 4670 8701-DGLVH   Male            NO      No         No     51
## 4671 8741-LQOBK Female            NO     Yes        Yes     46
## 4672 3393-FMZPV Female            NO      No         No     25
## 4673 8082-GHXOP   Male            NO      No        Yes     13
## 4674 6402-ZFPPI Female           YES      No         No     25
## 4675 0980-FEXWF   Male            NO     Yes        Yes     26
## 4676 7486-KSRVI   Male            NO      No         No     43
## 4677 3011-WQKSZ   Male            NO      No        Yes     19
## 4678 8443-WVPSS   Male            NO     Yes         No     10
## 4679 3006-XIMLN Female            NO      No        Yes      2
## 4680 8218-FFJDS Female            NO     Yes         No     72
## 4681 1986-PHGZF   Male           YES      No         No     18
## 4682 9965-YOKZB   Male           YES      No         No      9
## 4683 0504-HHAPI Female           YES      No         No     27
## 4684 9360-OMDZZ   Male            NO      No         No     24
## 4685 6305-YLBMM   Male            NO      No         No     69
## 4686 0345-XMMUG Female            NO     Yes         No     46
## 4687 8024-XNAFQ Female           YES      No         No     72
## 4688 3647-GMGDH   Male            NO     Yes         No     22
## 4689 2988-GBIVW Female           YES     Yes         No     70
## 4690 2832-SCUCO Female            NO      No         No      2
## 4691 7036-ZZKBD   Male            NO     Yes         No     31
## 4692 3791-LGQCY Female           YES     Yes         No     56
## 4693 0265-PSUAE Female            NO     Yes        Yes     16
## 4694 0463-TXOAK   Male            NO      No        Yes     52
## 4695 0594-UFTUL   Male            NO     Yes        Yes     13
## 4696 9509-MPYOD Female            NO      No         No     35
## 4697 9128-CPXKI Female            NO      No         No     59
## 4698 0129-KPTWJ   Male            NO     Yes         No     72
## 4699 8166-ZZTFS Female           YES     Yes         No     66
## 4700 5855-EIBDE Female            NO     Yes         No     49
## 4701 5365-LLFYV Female            NO      No         No      2
## 4702 5956-YHHRX   Male           YES      No         No     21
## 4703 6008-NAIXK   Male           YES      No         No     54
## 4704 2956-GGUCQ   Male           YES     Yes         No     24
## 4705 1928-BXYIV   Male            NO      No         No      1
## 4706 5760-FXFVO   Male            NO      No         No      6
## 4707 6595-COKXZ Female            NO      No         No      1
## 4708 0961-ZWLVI   Male            NO      No        Yes     49
## 4709 5181-OABFK Female            NO     Yes        Yes     56
## 4710 4007-NHVHI Female           YES      No         No     56
## 4711 7816-VGHTO Female            NO     Yes        Yes      6
## 4712 5871-DGTXZ   Male            NO      No         No     32
## 4713 7550-WIQVA   Male            NO     Yes        Yes     50
## 4714 7544-ZVIKX   Male            NO     Yes        Yes     58
## 4715 0016-QLJIS Female            NO     Yes        Yes     65
## 4716 7508-DQAKK Female            NO      No         No     64
## 4717 5176-OLSKT Female            NO     Yes         No     66
## 4718 9356-AXGMP   Male            NO     Yes         No     38
## 4719 3556-BVQGL Female            NO     Yes         No     20
## 4720 0362-ZBZWJ   Male            NO      No         No     36
## 4721 8979-CAMGB   Male           YES      No         No     64
## 4722 4211-MMAZN   Male            NO      No         No      1
## 4723 7581-EBBOU Female            NO      No         No     60
## 4724 4274-OWWYO   Male            NO      No         No      1
## 4725 5073-RZGBK Female            NO     Yes        Yes     50
## 4726 1541-ETJZO   Male            NO      No         No      1
## 4727 2192-CKRLV Female            NO     Yes         No     72
## 4728 3154-HMWUU   Male            NO     Yes         No     60
## 4729 6119-SPUDB   Male            NO      No         No     46
## 4730 6522-OIQSX Female            NO     Yes        Yes     69
## 4731 7813-ZGGAW   Male           YES      No         No     31
## 4732 8748-HFWBO   Male            NO     Yes        Yes     19
## 4733 1052-QJIBV Female            NO     Yes        Yes     71
## 4734 1319-YLZJG   Male            NO     Yes         No     12
## 4735 4106-HADHQ   Male            NO     Yes        Yes     39
## 4736 0723-FDLAY   Male            NO      No         No     44
## 4737 3050-RLLXC Female            NO     Yes        Yes     56
## 4738 9298-WGMRW Female            NO     Yes         No     72
## 4739 2369-UAPKZ   Male            NO      No         No      5
## 4740 3088-LHEFH Female            NO      No         No     11
## 4741 2778-OCLGR   Male           YES     Yes         No     24
## 4742 6583-KQJLK Female           YES     Yes         No     15
## 4743 8544-JNBOX   Male            NO      No         No     72
## 4744 6681-ZSEXG   Male            NO     Yes         No     56
## 4745 6139-ZZRBQ   Male           YES      No         No     64
## 4746 6116-RFVHN Female            NO     Yes         No     34
## 4747 0637-KVDLV   Male            NO      No         No      2
## 4748 8884-FEEWR   Male            NO      No         No     35
## 4749 3125-RAHBV   Male            NO      No         No     22
## 4750 6633-MPWBS   Male            NO      No         No      5
## 4751 0373-AIVNJ   Male            NO      No         No      9
## 4752 8785-EPNCG   Male            NO      No         No     11
## 4753 1682-VCOIO   Male            NO      No         No     23
## 4754 5729-KLZAR Female            NO     Yes        Yes      4
## 4755 2072-ZVJJX   Male            NO     Yes         No     68
## 4756 8849-AYPTR   Male            NO     Yes         No     33
## 4757 9518-IMLHK   Male            NO      No         No     31
## 4758 1582-RAFML   Male            NO      No         No      1
## 4759 3646-ITDGM Female            NO      No         No     56
## 4760 8740-CRYFY   Male            NO      No         No      1
## 4761 3569-VLDHH   Male            NO     Yes        Yes     66
## 4762 8224-KDLKN   Male            NO     Yes        Yes     72
## 4763 7594-LZNWR   Male           YES      No         No     34
## 4764 4001-TSBTV Female            NO     Yes        Yes     58
## 4765 2962-XPMCQ   Male            NO      No         No      2
## 4766 8727-XDPUD   Male            NO      No         No     37
## 4767 1043-UXOVO Female            NO      No         No     71
## 4768 1064-FBXNK   Male            NO     Yes        Yes      1
## 4769 3996-ZNWYK   Male           YES     Yes        Yes     71
##      PhoneService    MultipleLines InternetService      OnlineSecurity
## 1              No No phone service             DSL                  No
## 2             Yes               No             DSL                 Yes
## 3             Yes               No             DSL                 Yes
## 4              No No phone service             DSL                 Yes
## 5             Yes               No     Fiber optic                  No
## 6             Yes              Yes     Fiber optic                  No
## 7             Yes              Yes     Fiber optic                  No
## 8              No No phone service             DSL                 Yes
## 9             Yes              Yes     Fiber optic                  No
## 10            Yes               No             DSL                 Yes
## 11            Yes               No             DSL                 Yes
## 12            Yes               No              No No internet service
## 13            Yes              Yes     Fiber optic                  No
## 14            Yes              Yes     Fiber optic                  No
## 15            Yes               No     Fiber optic                 Yes
## 16            Yes              Yes     Fiber optic                 Yes
## 17            Yes               No              No No internet service
## 18            Yes              Yes     Fiber optic                 Yes
## 19            Yes               No             DSL                  No
## 20            Yes               No     Fiber optic                  No
## 21             No No phone service             DSL                  No
## 22            Yes               No              No No internet service
## 23            Yes               No              No No internet service
## 24            Yes              Yes             DSL                  No
## 25            Yes               No             DSL                 Yes
## 26            Yes               No             DSL                 Yes
## 27            Yes              Yes     Fiber optic                  No
## 28             No No phone service             DSL                  No
## 29            Yes              Yes             DSL                 Yes
## 30            Yes               No             DSL                  No
## 31            Yes              Yes     Fiber optic                 Yes
## 32            Yes               No     Fiber optic                  No
## 33            Yes               No             DSL                 Yes
## 34            Yes               No              No No internet service
## 35            Yes               No             DSL                  No
## 36            Yes              Yes     Fiber optic                 Yes
## 37            Yes               No     Fiber optic                  No
## 38            Yes               No     Fiber optic                  No
## 39            Yes              Yes     Fiber optic                  No
## 40            Yes              Yes     Fiber optic                  No
## 41            Yes               No             DSL                  No
## 42            Yes              Yes             DSL                 Yes
## 43            Yes               No              No No internet service
## 44            Yes              Yes             DSL                 Yes
## 45            Yes              Yes             DSL                 Yes
## 46            Yes              Yes     Fiber optic                  No
## 47            Yes               No             DSL                  No
## 48            Yes               No     Fiber optic                  No
## 49            Yes              Yes             DSL                 Yes
## 50            Yes              Yes             DSL                 Yes
## 51            Yes              Yes     Fiber optic                  No
## 52            Yes               No     Fiber optic                 Yes
## 53            Yes              Yes             DSL                 Yes
## 54            Yes              Yes     Fiber optic                  No
## 55            Yes               No             DSL                 Yes
## 56            Yes              Yes     Fiber optic                  No
## 57            Yes              Yes     Fiber optic                 Yes
## 58            Yes              Yes     Fiber optic                  No
## 59            Yes              Yes              No No internet service
## 60            Yes              Yes     Fiber optic                  No
## 61            Yes              Yes     Fiber optic                  No
## 62            Yes              Yes     Fiber optic                  No
## 63             No No phone service             DSL                 Yes
## 64            Yes               No             DSL                  No
## 65            Yes              Yes     Fiber optic                  No
## 66            Yes               No             DSL                  No
## 67            Yes              Yes     Fiber optic                  No
## 68            Yes               No             DSL                  No
## 69            Yes               No              No No internet service
## 70            Yes               No     Fiber optic                 Yes
## 71            Yes               No             DSL                  No
## 72            Yes               No              No No internet service
## 73            Yes              Yes     Fiber optic                 Yes
## 74            Yes              Yes              No No internet service
## 75            Yes               No             DSL                 Yes
## 76            Yes              Yes     Fiber optic                 Yes
## 77            Yes               No             DSL                  No
## 78            Yes               No             DSL                 Yes
## 79            Yes               No             DSL                 Yes
## 80            Yes              Yes              No No internet service
## 81            Yes               No     Fiber optic                  No
## 82             No No phone service             DSL                 Yes
## 83            Yes               No     Fiber optic                  No
## 84            Yes               No     Fiber optic                  No
## 85            Yes               No              No No internet service
## 86            Yes              Yes     Fiber optic                  No
## 87            Yes               No             DSL                 Yes
## 88            Yes               No              No No internet service
## 89            Yes               No              No No internet service
## 90             No No phone service             DSL                  No
## 91            Yes               No     Fiber optic                  No
## 92            Yes               No     Fiber optic                  No
## 93            Yes              Yes             DSL                 Yes
## 94            Yes              Yes     Fiber optic                 Yes
## 95            Yes              Yes     Fiber optic                  No
## 96            Yes              Yes     Fiber optic                 Yes
## 97            Yes              Yes             DSL                 Yes
## 98            Yes               No              No No internet service
## 99            Yes               No              No No internet service
## 100           Yes               No     Fiber optic                  No
## 101           Yes               No              No No internet service
## 102           Yes               No              No No internet service
## 103           Yes              Yes     Fiber optic                  No
## 104            No No phone service             DSL                  No
## 105           Yes              Yes     Fiber optic                  No
## 106            No No phone service             DSL                  No
## 107           Yes              Yes     Fiber optic                 Yes
## 108            No No phone service             DSL                 Yes
## 109           Yes              Yes     Fiber optic                  No
## 110           Yes               No              No No internet service
## 111           Yes              Yes     Fiber optic                 Yes
## 112           Yes               No             DSL                 Yes
## 113           Yes               No     Fiber optic                  No
## 114           Yes              Yes     Fiber optic                  No
## 115            No No phone service             DSL                  No
## 116           Yes               No     Fiber optic                 Yes
## 117            No No phone service             DSL                 Yes
## 118           Yes              Yes     Fiber optic                 Yes
## 119           Yes               No              No No internet service
## 120           Yes              Yes     Fiber optic                  No
## 121           Yes              Yes     Fiber optic                  No
## 122           Yes               No              No No internet service
## 123           Yes              Yes     Fiber optic                  No
## 124           Yes               No             DSL                 Yes
## 125           Yes               No              No No internet service
## 126           Yes               No     Fiber optic                 Yes
## 127           Yes              Yes     Fiber optic                  No
## 128           Yes              Yes              No No internet service
## 129           Yes               No              No No internet service
## 130            No No phone service             DSL                 Yes
## 131           Yes              Yes     Fiber optic                  No
## 132            No No phone service             DSL                 Yes
## 133           Yes               No             DSL                  No
## 134            No No phone service             DSL                  No
## 135           Yes               No             DSL                  No
## 136           Yes              Yes              No No internet service
## 137           Yes               No     Fiber optic                 Yes
## 138           Yes               No              No No internet service
## 139           Yes               No              No No internet service
## 140           Yes               No     Fiber optic                  No
## 141           Yes              Yes             DSL                 Yes
## 142           Yes              Yes             DSL                 Yes
## 143           Yes              Yes     Fiber optic                  No
## 144           Yes              Yes     Fiber optic                 Yes
## 145           Yes              Yes              No No internet service
## 146           Yes              Yes     Fiber optic                 Yes
## 147           Yes               No              No No internet service
## 148           Yes               No             DSL                  No
## 149           Yes               No             DSL                  No
## 150           Yes               No             DSL                  No
## 151           Yes               No             DSL                  No
## 152           Yes              Yes     Fiber optic                  No
## 153           Yes              Yes     Fiber optic                 Yes
## 154           Yes               No             DSL                 Yes
## 155           Yes               No              No No internet service
## 156           Yes               No     Fiber optic                  No
## 157           Yes              Yes     Fiber optic                  No
## 158           Yes               No              No No internet service
## 159           Yes               No             DSL                 Yes
## 160           Yes              Yes              No No internet service
## 161           Yes               No             DSL                 Yes
## 162           Yes              Yes     Fiber optic                 Yes
## 163           Yes               No     Fiber optic                  No
## 164           Yes              Yes             DSL                  No
## 165           Yes               No              No No internet service
## 166           Yes               No              No No internet service
## 167           Yes               No     Fiber optic                  No
## 168           Yes              Yes             DSL                 Yes
## 169            No No phone service             DSL                  No
## 170           Yes               No              No No internet service
## 171           Yes               No     Fiber optic                 Yes
## 172           Yes              Yes     Fiber optic                  No
## 173           Yes               No             DSL                  No
## 174           Yes               No     Fiber optic                  No
## 175           Yes               No              No No internet service
## 176           Yes              Yes              No No internet service
## 177           Yes              Yes     Fiber optic                  No
## 178           Yes               No     Fiber optic                 Yes
## 179           Yes              Yes     Fiber optic                  No
## 180           Yes               No              No No internet service
## 181            No No phone service             DSL                  No
## 182           Yes               No             DSL                  No
## 183           Yes              Yes     Fiber optic                  No
## 184           Yes               No             DSL                 Yes
## 185           Yes               No     Fiber optic                  No
## 186            No No phone service             DSL                  No
## 187           Yes               No             DSL                  No
## 188            No No phone service             DSL                  No
## 189           Yes               No              No No internet service
## 190           Yes              Yes             DSL                  No
## 191           Yes              Yes             DSL                 Yes
## 192           Yes               No     Fiber optic                  No
## 193           Yes               No              No No internet service
## 194           Yes              Yes     Fiber optic                 Yes
## 195           Yes               No              No No internet service
## 196           Yes               No     Fiber optic                 Yes
## 197           Yes              Yes              No No internet service
## 198           Yes              Yes     Fiber optic                  No
## 199           Yes              Yes     Fiber optic                  No
## 200           Yes               No              No No internet service
## 201           Yes               No     Fiber optic                 Yes
## 202           Yes               No     Fiber optic                  No
## 203           Yes              Yes     Fiber optic                 Yes
## 204           Yes               No     Fiber optic                  No
## 205           Yes               No     Fiber optic                  No
## 206           Yes               No     Fiber optic                  No
## 207            No No phone service             DSL                 Yes
## 208           Yes               No     Fiber optic                  No
## 209           Yes               No     Fiber optic                 Yes
## 210           Yes               No     Fiber optic                  No
## 211           Yes               No             DSL                  No
## 212            No No phone service             DSL                  No
## 213           Yes               No              No No internet service
## 214           Yes               No              No No internet service
## 215           Yes              Yes     Fiber optic                  No
## 216            No No phone service             DSL                 Yes
## 217            No No phone service             DSL                 Yes
## 218            No No phone service             DSL                 Yes
## 219           Yes              Yes             DSL                  No
## 220           Yes               No     Fiber optic                  No
## 221           Yes               No     Fiber optic                  No
## 222           Yes              Yes              No No internet service
## 223           Yes               No              No No internet service
## 224           Yes               No             DSL                  No
## 225           Yes               No              No No internet service
## 226            No No phone service             DSL                 Yes
## 227           Yes               No             DSL                 Yes
## 228           Yes               No             DSL                  No
## 229           Yes              Yes     Fiber optic                  No
## 230           Yes              Yes             DSL                 Yes
## 231           Yes              Yes     Fiber optic                 Yes
## 232           Yes               No     Fiber optic                 Yes
## 233           Yes               No     Fiber optic                 Yes
## 234           Yes               No              No No internet service
## 235           Yes              Yes              No No internet service
## 236           Yes              Yes             DSL                  No
## 237            No No phone service             DSL                  No
## 238           Yes              Yes     Fiber optic                  No
## 239           Yes               No     Fiber optic                  No
## 240           Yes               No              No No internet service
## 241           Yes              Yes             DSL                  No
## 242           Yes              Yes     Fiber optic                  No
## 243           Yes               No             DSL                 Yes
## 244           Yes               No     Fiber optic                 Yes
## 245           Yes               No             DSL                  No
## 246           Yes               No     Fiber optic                 Yes
## 247           Yes              Yes             DSL                  No
## 248           Yes               No     Fiber optic                  No
## 249           Yes               No             DSL                 Yes
## 250           Yes              Yes     Fiber optic                 Yes
## 251           Yes               No     Fiber optic                 Yes
## 252           Yes               No     Fiber optic                  No
## 253            No No phone service             DSL                  No
## 254           Yes              Yes             DSL                  No
## 255           Yes               No              No No internet service
## 256            No No phone service             DSL                  No
## 257           Yes              Yes     Fiber optic                 Yes
## 258           Yes              Yes     Fiber optic                 Yes
## 259           Yes               No             DSL                  No
## 260            No No phone service             DSL                 Yes
## 261            No No phone service             DSL                  No
## 262           Yes              Yes     Fiber optic                  No
## 263           Yes              Yes     Fiber optic                  No
## 264            No No phone service             DSL                 Yes
## 265           Yes              Yes     Fiber optic                 Yes
## 266           Yes              Yes             DSL                 Yes
## 267           Yes              Yes              No No internet service
## 268           Yes               No     Fiber optic                 Yes
## 269           Yes               No              No No internet service
## 270           Yes              Yes              No No internet service
## 271           Yes               No     Fiber optic                  No
## 272           Yes               No             DSL                 Yes
## 273            No No phone service             DSL                  No
## 274           Yes              Yes     Fiber optic                  No
## 275           Yes               No     Fiber optic                  No
## 276           Yes              Yes     Fiber optic                  No
## 277           Yes              Yes     Fiber optic                  No
## 278           Yes               No             DSL                 Yes
## 279            No No phone service             DSL                  No
## 280           Yes               No             DSL                  No
## 281           Yes               No             DSL                 Yes
## 282           Yes               No             DSL                  No
## 283           Yes              Yes              No No internet service
## 284           Yes              Yes             DSL                 Yes
## 285           Yes               No     Fiber optic                  No
## 286           Yes              Yes     Fiber optic                  No
## 287           Yes               No             DSL                  No
## 288           Yes               No     Fiber optic                  No
## 289           Yes               No     Fiber optic                  No
## 290           Yes               No             DSL                  No
## 291           Yes              Yes     Fiber optic                  No
## 292           Yes               No             DSL                 Yes
## 293           Yes               No     Fiber optic                  No
## 294           Yes               No     Fiber optic                  No
## 295           Yes               No              No No internet service
## 296           Yes               No              No No internet service
## 297           Yes               No     Fiber optic                  No
## 298           Yes              Yes     Fiber optic                  No
## 299           Yes              Yes             DSL                  No
## 300           Yes               No     Fiber optic                 Yes
## 301           Yes               No             DSL                  No
## 302           Yes              Yes     Fiber optic                  No
## 303           Yes               No     Fiber optic                  No
## 304            No No phone service             DSL                  No
## 305           Yes              Yes     Fiber optic                  No
## 306           Yes              Yes              No No internet service
## 307           Yes              Yes     Fiber optic                  No
## 308           Yes               No             DSL                  No
## 309           Yes              Yes     Fiber optic                  No
## 310           Yes              Yes             DSL                 Yes
## 311           Yes               No              No No internet service
## 312           Yes               No     Fiber optic                 Yes
## 313           Yes              Yes     Fiber optic                 Yes
## 314           Yes               No     Fiber optic                  No
## 315           Yes               No     Fiber optic                  No
## 316           Yes              Yes     Fiber optic                 Yes
## 317           Yes               No              No No internet service
## 318           Yes               No             DSL                 Yes
## 319           Yes               No     Fiber optic                  No
## 320           Yes              Yes     Fiber optic                  No
## 321           Yes              Yes             DSL                 Yes
## 322            No No phone service             DSL                  No
## 323           Yes               No             DSL                  No
## 324           Yes               No             DSL                 Yes
## 325            No No phone service             DSL                 Yes
## 326           Yes              Yes     Fiber optic                  No
## 327           Yes               No     Fiber optic                  No
## 328           Yes               No     Fiber optic                  No
## 329            No No phone service             DSL                  No
## 330           Yes              Yes     Fiber optic                  No
## 331           Yes               No              No No internet service
## 332           Yes               No              No No internet service
## 333           Yes              Yes     Fiber optic                  No
## 334           Yes              Yes     Fiber optic                  No
## 335           Yes              Yes     Fiber optic                  No
## 336           Yes              Yes             DSL                  No
## 337           Yes              Yes     Fiber optic                  No
## 338           Yes              Yes             DSL                 Yes
## 339           Yes               No     Fiber optic                  No
## 340           Yes              Yes     Fiber optic                  No
## 341           Yes               No             DSL                  No
## 342           Yes              Yes             DSL                 Yes
## 343           Yes              Yes             DSL                 Yes
## 344           Yes               No              No No internet service
## 345           Yes               No              No No internet service
## 346           Yes              Yes     Fiber optic                  No
## 347           Yes               No     Fiber optic                  No
## 348           Yes               No              No No internet service
## 349            No No phone service             DSL                  No
## 350           Yes               No     Fiber optic                 Yes
## 351           Yes              Yes             DSL                 Yes
## 352           Yes               No             DSL                  No
## 353           Yes               No     Fiber optic                  No
## 354           Yes              Yes     Fiber optic                  No
## 355            No No phone service             DSL                 Yes
## 356           Yes               No     Fiber optic                  No
## 357           Yes              Yes             DSL                 Yes
## 358           Yes              Yes     Fiber optic                  No
## 359            No No phone service             DSL                 Yes
## 360           Yes              Yes     Fiber optic                 Yes
## 361           Yes               No              No No internet service
## 362           Yes               No     Fiber optic                  No
## 363           Yes               No             DSL                  No
## 364           Yes               No              No No internet service
## 365           Yes               No     Fiber optic                  No
## 366           Yes               No     Fiber optic                  No
## 367           Yes               No             DSL                 Yes
## 368           Yes               No              No No internet service
## 369           Yes              Yes     Fiber optic                  No
## 370           Yes              Yes     Fiber optic                 Yes
## 371           Yes               No              No No internet service
## 372           Yes              Yes     Fiber optic                  No
## 373            No No phone service             DSL                 Yes
## 374           Yes              Yes     Fiber optic                  No
## 375           Yes               No     Fiber optic                  No
## 376           Yes              Yes             DSL                  No
## 377            No No phone service             DSL                  No
## 378           Yes              Yes     Fiber optic                  No
## 379           Yes              Yes             DSL                 Yes
## 380           Yes              Yes     Fiber optic                  No
## 381           Yes               No     Fiber optic                  No
## 382           Yes               No             DSL                  No
## 383            No No phone service             DSL                 Yes
## 384           Yes              Yes     Fiber optic                  No
## 385           Yes              Yes     Fiber optic                  No
## 386           Yes               No              No No internet service
## 387           Yes              Yes     Fiber optic                  No
## 388            No No phone service             DSL                 Yes
## 389           Yes              Yes     Fiber optic                  No
## 390           Yes               No             DSL                  No
## 391           Yes              Yes     Fiber optic                  No
## 392           Yes              Yes             DSL                  No
## 393           Yes               No             DSL                  No
## 394           Yes               No              No No internet service
## 395           Yes              Yes     Fiber optic                  No
## 396           Yes              Yes             DSL                 Yes
## 397           Yes              Yes     Fiber optic                 Yes
## 398           Yes               No     Fiber optic                  No
## 399            No No phone service             DSL                  No
## 400           Yes               No              No No internet service
## 401           Yes               No              No No internet service
## 402           Yes               No              No No internet service
## 403           Yes              Yes     Fiber optic                  No
## 404           Yes               No             DSL                 Yes
## 405           Yes               No              No No internet service
## 406           Yes               No              No No internet service
## 407           Yes              Yes     Fiber optic                 Yes
## 408           Yes               No     Fiber optic                  No
## 409           Yes               No              No No internet service
## 410           Yes               No              No No internet service
## 411           Yes              Yes     Fiber optic                  No
## 412           Yes              Yes              No No internet service
## 413           Yes              Yes     Fiber optic                  No
## 414           Yes              Yes     Fiber optic                  No
## 415           Yes               No     Fiber optic                  No
## 416           Yes               No     Fiber optic                  No
## 417           Yes              Yes     Fiber optic                  No
## 418           Yes              Yes              No No internet service
## 419           Yes               No     Fiber optic                  No
## 420           Yes               No     Fiber optic                  No
## 421           Yes              Yes              No No internet service
## 422           Yes               No     Fiber optic                  No
## 423           Yes              Yes     Fiber optic                  No
## 424           Yes              Yes              No No internet service
## 425            No No phone service             DSL                 Yes
## 426           Yes              Yes             DSL                  No
## 427           Yes              Yes     Fiber optic                  No
## 428           Yes              Yes     Fiber optic                  No
## 429           Yes              Yes     Fiber optic                  No
## 430           Yes              Yes             DSL                 Yes
## 431           Yes               No              No No internet service
## 432            No No phone service             DSL                 Yes
## 433           Yes               No             DSL                 Yes
## 434           Yes               No             DSL                  No
## 435           Yes               No              No No internet service
## 436            No No phone service             DSL                  No
## 437           Yes               No              No No internet service
## 438           Yes              Yes     Fiber optic                 Yes
## 439           Yes              Yes     Fiber optic                  No
## 440           Yes               No             DSL                  No
## 441           Yes              Yes     Fiber optic                 Yes
## 442           Yes              Yes     Fiber optic                 Yes
## 443           Yes              Yes     Fiber optic                 Yes
## 444           Yes              Yes             DSL                 Yes
## 445           Yes               No     Fiber optic                  No
## 446           Yes              Yes     Fiber optic                  No
## 447           Yes               No     Fiber optic                  No
## 448           Yes              Yes              No No internet service
## 449           Yes               No     Fiber optic                  No
## 450           Yes               No     Fiber optic                 Yes
## 451           Yes              Yes              No No internet service
## 452           Yes               No             DSL                 Yes
## 453            No No phone service             DSL                  No
## 454           Yes               No     Fiber optic                  No
## 455           Yes              Yes              No No internet service
## 456           Yes              Yes     Fiber optic                  No
## 457           Yes               No     Fiber optic                  No
## 458           Yes               No             DSL                  No
## 459           Yes               No              No No internet service
## 460           Yes              Yes     Fiber optic                  No
## 461           Yes               No              No No internet service
## 462           Yes               No             DSL                  No
## 463           Yes              Yes     Fiber optic                  No
## 464           Yes              Yes     Fiber optic                  No
## 465           Yes              Yes     Fiber optic                 Yes
## 466            No No phone service             DSL                  No
## 467           Yes              Yes     Fiber optic                  No
## 468           Yes              Yes     Fiber optic                  No
## 469           Yes               No              No No internet service
## 470           Yes               No             DSL                  No
## 471           Yes               No              No No internet service
## 472           Yes               No             DSL                  No
## 473           Yes               No             DSL                  No
## 474           Yes               No             DSL                 Yes
## 475           Yes               No     Fiber optic                  No
## 476           Yes              Yes     Fiber optic                  No
## 477           Yes               No             DSL                  No
## 478           Yes               No             DSL                 Yes
## 479           Yes               No     Fiber optic                  No
## 480           Yes               No     Fiber optic                  No
## 481           Yes               No              No No internet service
## 482            No No phone service             DSL                 Yes
## 483           Yes               No     Fiber optic                  No
## 484           Yes              Yes     Fiber optic                  No
## 485           Yes               No     Fiber optic                  No
## 486           Yes              Yes     Fiber optic                  No
## 487           Yes              Yes     Fiber optic                  No
## 488           Yes              Yes             DSL                  No
## 490           Yes              Yes     Fiber optic                  No
## 491           Yes              Yes     Fiber optic                  No
## 492           Yes               No             DSL                  No
## 493           Yes               No     Fiber optic                 Yes
## 494           Yes              Yes             DSL                  No
## 495           Yes               No              No No internet service
## 496            No No phone service             DSL                  No
## 497           Yes               No             DSL                 Yes
## 498           Yes               No              No No internet service
## 499            No No phone service             DSL                  No
## 500           Yes              Yes     Fiber optic                 Yes
## 501           Yes              Yes     Fiber optic                 Yes
## 502           Yes              Yes     Fiber optic                 Yes
## 503           Yes              Yes             DSL                 Yes
## 504           Yes               No     Fiber optic                 Yes
## 505           Yes              Yes             DSL                 Yes
## 506           Yes              Yes     Fiber optic                  No
## 507           Yes              Yes     Fiber optic                  No
## 508           Yes               No     Fiber optic                  No
## 509           Yes              Yes     Fiber optic                  No
## 510           Yes               No              No No internet service
## 511           Yes               No     Fiber optic                 Yes
## 512           Yes              Yes     Fiber optic                 Yes
## 513           Yes              Yes     Fiber optic                  No
## 514           Yes              Yes     Fiber optic                  No
## 515           Yes              Yes     Fiber optic                 Yes
## 516           Yes              Yes     Fiber optic                  No
## 517           Yes               No             DSL                 Yes
## 518           Yes               No     Fiber optic                  No
## 519           Yes               No     Fiber optic                 Yes
## 520           Yes               No              No No internet service
## 521           Yes              Yes     Fiber optic                  No
## 522           Yes              Yes             DSL                  No
## 523           Yes              Yes     Fiber optic                  No
## 524           Yes              Yes     Fiber optic                  No
## 525           Yes              Yes     Fiber optic                  No
## 526           Yes               No     Fiber optic                 Yes
## 527           Yes              Yes     Fiber optic                 Yes
## 528           Yes              Yes     Fiber optic                  No
## 529           Yes               No              No No internet service
## 530           Yes              Yes     Fiber optic                  No
## 531           Yes               No              No No internet service
## 532           Yes               No              No No internet service
## 533           Yes               No     Fiber optic                  No
## 534           Yes              Yes     Fiber optic                  No
## 535           Yes              Yes     Fiber optic                  No
## 536           Yes              Yes     Fiber optic                  No
## 537           Yes              Yes     Fiber optic                  No
## 538           Yes               No             DSL                 Yes
## 539           Yes               No     Fiber optic                  No
## 540           Yes               No             DSL                  No
## 541           Yes              Yes     Fiber optic                 Yes
## 542           Yes              Yes             DSL                  No
## 543           Yes               No              No No internet service
## 544           Yes              Yes     Fiber optic                  No
## 545            No No phone service             DSL                 Yes
## 546           Yes               No     Fiber optic                  No
## 547           Yes               No     Fiber optic                  No
## 548           Yes              Yes     Fiber optic                  No
## 549           Yes              Yes     Fiber optic                 Yes
## 550           Yes               No              No No internet service
## 551           Yes              Yes     Fiber optic                 Yes
## 552           Yes              Yes     Fiber optic                 Yes
## 553           Yes               No              No No internet service
## 554           Yes              Yes              No No internet service
## 555           Yes              Yes     Fiber optic                  No
## 556           Yes              Yes             DSL                 Yes
## 557           Yes               No              No No internet service
## 558           Yes               No             DSL                 Yes
## 559           Yes               No     Fiber optic                  No
## 560           Yes               No             DSL                  No
## 561           Yes              Yes     Fiber optic                  No
## 562           Yes              Yes              No No internet service
## 563           Yes               No             DSL                 Yes
## 564           Yes              Yes     Fiber optic                  No
## 565           Yes               No             DSL                  No
## 566           Yes               No             DSL                 Yes
## 567           Yes               No     Fiber optic                 Yes
## 568           Yes              Yes             DSL                 Yes
## 569           Yes              Yes     Fiber optic                  No
## 570            No No phone service             DSL                  No
## 571           Yes               No              No No internet service
## 572           Yes              Yes             DSL                  No
## 573           Yes               No             DSL                  No
## 574           Yes              Yes     Fiber optic                  No
## 575           Yes              Yes     Fiber optic                  No
## 576           Yes               No             DSL                 Yes
## 577           Yes              Yes     Fiber optic                 Yes
## 578           Yes               No     Fiber optic                  No
## 579           Yes              Yes     Fiber optic                 Yes
## 580           Yes               No              No No internet service
## 581           Yes               No              No No internet service
## 582           Yes               No     Fiber optic                 Yes
## 583           Yes              Yes     Fiber optic                  No
## 584           Yes               No              No No internet service
## 585           Yes               No              No No internet service
## 586           Yes              Yes     Fiber optic                  No
## 587           Yes               No             DSL                 Yes
## 588           Yes               No              No No internet service
## 589           Yes              Yes     Fiber optic                 Yes
## 590           Yes              Yes             DSL                 Yes
## 591           Yes              Yes     Fiber optic                 Yes
## 592           Yes              Yes              No No internet service
## 593           Yes              Yes             DSL                 Yes
## 594           Yes               No     Fiber optic                 Yes
## 595           Yes               No             DSL                  No
## 596           Yes              Yes             DSL                 Yes
## 597            No No phone service             DSL                 Yes
## 598           Yes              Yes             DSL                  No
## 599           Yes              Yes     Fiber optic                  No
## 600           Yes               No              No No internet service
## 601           Yes               No     Fiber optic                  No
## 602           Yes               No              No No internet service
## 603           Yes              Yes     Fiber optic                  No
## 604           Yes              Yes     Fiber optic                  No
## 605           Yes              Yes     Fiber optic                 Yes
## 606           Yes              Yes             DSL                 Yes
## 607           Yes               No             DSL                 Yes
## 608           Yes               No             DSL                  No
## 609           Yes              Yes     Fiber optic                 Yes
## 610           Yes              Yes     Fiber optic                 Yes
## 611            No No phone service             DSL                  No
## 612           Yes               No             DSL                 Yes
## 613           Yes               No              No No internet service
## 614           Yes              Yes     Fiber optic                 Yes
## 615           Yes              Yes             DSL                  No
## 616           Yes              Yes             DSL                  No
## 617            No No phone service             DSL                  No
## 618           Yes              Yes     Fiber optic                  No
## 619           Yes              Yes     Fiber optic                 Yes
## 620           Yes              Yes     Fiber optic                  No
## 621            No No phone service             DSL                  No
## 622           Yes              Yes     Fiber optic                 Yes
## 623           Yes               No     Fiber optic                  No
## 624           Yes               No              No No internet service
## 625           Yes               No              No No internet service
## 626           Yes               No     Fiber optic                  No
## 627           Yes              Yes     Fiber optic                  No
## 628           Yes              Yes     Fiber optic                  No
## 629           Yes              Yes     Fiber optic                  No
## 630           Yes              Yes     Fiber optic                  No
## 631           Yes              Yes     Fiber optic                  No
## 632           Yes              Yes             DSL                 Yes
## 633           Yes              Yes             DSL                 Yes
## 634           Yes               No              No No internet service
## 635            No No phone service             DSL                 Yes
## 636           Yes              Yes     Fiber optic                  No
## 637           Yes               No     Fiber optic                  No
## 638           Yes              Yes             DSL                 Yes
## 639           Yes              Yes     Fiber optic                 Yes
## 640           Yes              Yes     Fiber optic                  No
## 641           Yes              Yes              No No internet service
## 642           Yes               No             DSL                  No
## 643           Yes               No     Fiber optic                  No
## 644           Yes               No     Fiber optic                  No
## 645           Yes              Yes              No No internet service
## 646           Yes              Yes     Fiber optic                  No
## 647           Yes               No             DSL                  No
## 648           Yes              Yes             DSL                  No
## 649           Yes              Yes     Fiber optic                  No
## 650           Yes               No     Fiber optic                  No
## 651           Yes               No     Fiber optic                  No
## 652           Yes               No     Fiber optic                  No
## 653           Yes               No              No No internet service
## 654           Yes              Yes              No No internet service
## 655           Yes               No              No No internet service
## 656           Yes               No     Fiber optic                  No
## 657           Yes              Yes             DSL                 Yes
## 658           Yes               No             DSL                 Yes
## 659           Yes               No              No No internet service
## 660           Yes               No              No No internet service
## 661            No No phone service             DSL                  No
## 662           Yes               No             DSL                  No
## 663           Yes               No              No No internet service
## 664           Yes              Yes             DSL                 Yes
## 665           Yes               No              No No internet service
## 666           Yes               No     Fiber optic                  No
## 667           Yes               No     Fiber optic                  No
## 668            No No phone service             DSL                  No
## 669           Yes               No             DSL                  No
## 670            No No phone service             DSL                  No
## 671           Yes               No              No No internet service
## 672           Yes              Yes              No No internet service
## 673           Yes              Yes     Fiber optic                  No
## 674           Yes              Yes              No No internet service
## 675            No No phone service             DSL                  No
## 676           Yes              Yes     Fiber optic                 Yes
## 677           Yes              Yes              No No internet service
## 678            No No phone service             DSL                  No
## 679           Yes              Yes     Fiber optic                  No
## 680           Yes              Yes     Fiber optic                  No
## 681           Yes               No     Fiber optic                  No
## 682           Yes               No             DSL                  No
## 683           Yes               No             DSL                 Yes
## 684           Yes              Yes     Fiber optic                  No
## 685           Yes               No     Fiber optic                  No
## 686           Yes               No             DSL                  No
## 687           Yes              Yes              No No internet service
## 688           Yes               No             DSL                 Yes
## 689            No No phone service             DSL                  No
## 690           Yes              Yes     Fiber optic                  No
## 691           Yes               No              No No internet service
## 692           Yes              Yes             DSL                 Yes
## 693           Yes               No              No No internet service
## 694           Yes              Yes     Fiber optic                  No
## 695           Yes               No              No No internet service
## 696           Yes               No              No No internet service
## 697           Yes              Yes             DSL                  No
## 698           Yes               No             DSL                  No
## 699           Yes               No     Fiber optic                  No
## 700           Yes              Yes             DSL                 Yes
## 701           Yes              Yes             DSL                  No
## 702           Yes              Yes     Fiber optic                  No
## 703           Yes              Yes     Fiber optic                  No
## 704           Yes               No              No No internet service
## 705           Yes               No             DSL                  No
## 706           Yes               No     Fiber optic                 Yes
## 707           Yes               No             DSL                 Yes
## 708           Yes              Yes     Fiber optic                  No
## 709           Yes               No     Fiber optic                  No
## 710           Yes              Yes             DSL                  No
## 711           Yes               No              No No internet service
## 712           Yes               No     Fiber optic                  No
## 713           Yes              Yes              No No internet service
## 714           Yes              Yes     Fiber optic                 Yes
## 715           Yes              Yes              No No internet service
## 716           Yes              Yes     Fiber optic                 Yes
## 717            No No phone service             DSL                  No
## 718           Yes              Yes     Fiber optic                  No
## 719            No No phone service             DSL                  No
## 720           Yes              Yes     Fiber optic                  No
## 721           Yes               No              No No internet service
## 722           Yes               No              No No internet service
## 723           Yes              Yes     Fiber optic                  No
## 724           Yes               No             DSL                  No
## 725           Yes              Yes     Fiber optic                  No
## 726           Yes               No              No No internet service
## 727           Yes              Yes              No No internet service
## 728           Yes               No     Fiber optic                  No
## 729           Yes              Yes     Fiber optic                 Yes
## 730           Yes              Yes             DSL                  No
## 731           Yes              Yes     Fiber optic                  No
## 732           Yes               No              No No internet service
## 733           Yes               No     Fiber optic                  No
## 734           Yes              Yes     Fiber optic                 Yes
## 735           Yes              Yes     Fiber optic                  No
## 736            No No phone service             DSL                  No
## 737           Yes              Yes     Fiber optic                  No
## 738           Yes               No     Fiber optic                 Yes
## 739           Yes              Yes     Fiber optic                  No
## 740           Yes              Yes             DSL                 Yes
## 741           Yes              Yes             DSL                 Yes
## 742           Yes               No     Fiber optic                 Yes
## 743           Yes              Yes     Fiber optic                 Yes
## 744           Yes              Yes              No No internet service
## 745           Yes               No             DSL                  No
## 746           Yes              Yes     Fiber optic                  No
## 747           Yes              Yes     Fiber optic                 Yes
## 748           Yes               No     Fiber optic                  No
## 749           Yes               No              No No internet service
## 750           Yes               No     Fiber optic                  No
## 751           Yes               No             DSL                 Yes
## 752           Yes               No             DSL                 Yes
## 753           Yes               No             DSL                 Yes
## 755           Yes               No     Fiber optic                 Yes
## 756           Yes              Yes     Fiber optic                  No
## 757           Yes               No              No No internet service
## 758           Yes               No              No No internet service
## 759           Yes               No     Fiber optic                  No
## 760           Yes              Yes     Fiber optic                 Yes
## 761           Yes               No              No No internet service
## 762           Yes               No     Fiber optic                  No
## 763           Yes               No     Fiber optic                  No
## 764           Yes              Yes             DSL                 Yes
## 765           Yes               No              No No internet service
## 766            No No phone service             DSL                  No
## 767           Yes              Yes     Fiber optic                  No
## 768           Yes               No              No No internet service
## 769           Yes               No     Fiber optic                  No
## 770           Yes               No             DSL                 Yes
## 771           Yes               No              No No internet service
## 772           Yes              Yes     Fiber optic                  No
## 773           Yes               No              No No internet service
## 774           Yes               No     Fiber optic                 Yes
## 775           Yes               No     Fiber optic                  No
## 776           Yes              Yes     Fiber optic                 Yes
## 777            No No phone service             DSL                  No
## 778           Yes              Yes     Fiber optic                  No
## 779           Yes              Yes     Fiber optic                 Yes
## 780           Yes               No             DSL                  No
## 781           Yes               No             DSL                  No
## 782           Yes               No             DSL                  No
## 783           Yes               No             DSL                 Yes
## 784           Yes               No             DSL                  No
## 785            No No phone service             DSL                 Yes
## 786           Yes              Yes     Fiber optic                 Yes
## 787           Yes              Yes             DSL                 Yes
## 788           Yes              Yes             DSL                 Yes
## 789           Yes              Yes             DSL                 Yes
## 790           Yes              Yes             DSL                 Yes
## 791            No No phone service             DSL                 Yes
## 792           Yes              Yes             DSL                 Yes
## 793           Yes               No              No No internet service
## 794           Yes               No             DSL                 Yes
## 795            No No phone service             DSL                  No
## 796           Yes               No             DSL                  No
## 797           Yes              Yes     Fiber optic                  No
## 798           Yes              Yes              No No internet service
## 799           Yes               No              No No internet service
## 800           Yes              Yes     Fiber optic                  No
## 801           Yes              Yes     Fiber optic                  No
## 802           Yes              Yes     Fiber optic                  No
## 803           Yes              Yes              No No internet service
## 804           Yes               No             DSL                  No
## 805           Yes               No     Fiber optic                  No
## 806           Yes              Yes             DSL                  No
## 807           Yes               No             DSL                  No
## 808           Yes              Yes     Fiber optic                 Yes
## 809           Yes              Yes     Fiber optic                  No
## 810           Yes               No     Fiber optic                  No
## 811           Yes              Yes     Fiber optic                  No
## 812           Yes              Yes     Fiber optic                 Yes
## 813           Yes              Yes              No No internet service
## 814            No No phone service             DSL                 Yes
## 815           Yes               No              No No internet service
## 816           Yes              Yes     Fiber optic                  No
## 817           Yes               No     Fiber optic                  No
## 818           Yes               No     Fiber optic                  No
## 819           Yes              Yes     Fiber optic                  No
## 820           Yes              Yes     Fiber optic                 Yes
## 821           Yes              Yes     Fiber optic                  No
## 822           Yes               No             DSL                 Yes
## 823           Yes              Yes     Fiber optic                  No
## 824           Yes               No             DSL                  No
## 825           Yes              Yes              No No internet service
## 826           Yes               No     Fiber optic                  No
## 827           Yes              Yes     Fiber optic                  No
## 828           Yes              Yes              No No internet service
## 829           Yes               No     Fiber optic                  No
## 830            No No phone service             DSL                  No
## 831           Yes              Yes     Fiber optic                 Yes
## 832           Yes              Yes              No No internet service
## 833           Yes               No             DSL                 Yes
## 834           Yes              Yes     Fiber optic                  No
## 835           Yes               No     Fiber optic                  No
## 836           Yes              Yes     Fiber optic                 Yes
## 837           Yes               No             DSL                 Yes
## 838           Yes               No             DSL                  No
## 839           Yes               No             DSL                 Yes
## 840           Yes               No              No No internet service
## 841           Yes              Yes     Fiber optic                  No
## 842           Yes              Yes     Fiber optic                 Yes
## 843           Yes               No              No No internet service
## 844            No No phone service             DSL                 Yes
## 845           Yes               No     Fiber optic                  No
## 846           Yes               No              No No internet service
## 847           Yes               No             DSL                 Yes
## 848            No No phone service             DSL                 Yes
## 849           Yes              Yes             DSL                 Yes
## 850           Yes              Yes             DSL                 Yes
## 851           Yes              Yes     Fiber optic                 Yes
## 852           Yes              Yes             DSL                 Yes
## 853           Yes              Yes              No No internet service
## 854           Yes               No             DSL                 Yes
## 855           Yes               No              No No internet service
## 856           Yes              Yes     Fiber optic                  No
## 857           Yes              Yes             DSL                 Yes
## 858           Yes               No             DSL                  No
## 859           Yes              Yes     Fiber optic                 Yes
## 860            No No phone service             DSL                 Yes
## 861           Yes               No              No No internet service
## 862           Yes              Yes     Fiber optic                 Yes
## 863           Yes               No     Fiber optic                  No
## 864           Yes               No     Fiber optic                  No
## 865           Yes              Yes     Fiber optic                  No
## 866           Yes               No     Fiber optic                  No
## 867            No No phone service             DSL                  No
## 868           Yes               No              No No internet service
## 869           Yes              Yes     Fiber optic                  No
## 870           Yes              Yes              No No internet service
## 871           Yes              Yes     Fiber optic                 Yes
## 872           Yes               No     Fiber optic                  No
## 873           Yes               No              No No internet service
## 874            No No phone service             DSL                  No
## 875           Yes              Yes     Fiber optic                  No
## 876            No No phone service             DSL                  No
## 877           Yes               No     Fiber optic                 Yes
## 878            No No phone service             DSL                 Yes
## 879           Yes              Yes             DSL                 Yes
## 880           Yes              Yes             DSL                  No
## 881           Yes               No     Fiber optic                 Yes
## 882           Yes               No              No No internet service
## 883           Yes               No     Fiber optic                  No
## 884           Yes              Yes     Fiber optic                 Yes
## 885            No No phone service             DSL                 Yes
## 886           Yes               No              No No internet service
## 887           Yes               No     Fiber optic                  No
## 888           Yes              Yes     Fiber optic                 Yes
## 889           Yes               No     Fiber optic                  No
## 890           Yes              Yes     Fiber optic                 Yes
## 891           Yes              Yes     Fiber optic                 Yes
## 892           Yes              Yes     Fiber optic                  No
## 893           Yes              Yes     Fiber optic                  No
## 894            No No phone service             DSL                  No
## 895           Yes              Yes     Fiber optic                  No
## 896           Yes              Yes     Fiber optic                 Yes
## 897           Yes              Yes     Fiber optic                 Yes
## 898           Yes              Yes     Fiber optic                  No
## 899           Yes               No     Fiber optic                 Yes
## 900           Yes              Yes     Fiber optic                 Yes
## 901           Yes               No              No No internet service
## 902           Yes              Yes     Fiber optic                  No
## 903           Yes               No     Fiber optic                 Yes
## 904           Yes               No     Fiber optic                 Yes
## 905           Yes               No             DSL                 Yes
## 906           Yes              Yes     Fiber optic                  No
## 907           Yes               No             DSL                  No
## 908           Yes               No             DSL                  No
## 909           Yes               No              No No internet service
## 910           Yes              Yes     Fiber optic                  No
## 911           Yes               No     Fiber optic                  No
## 912           Yes              Yes     Fiber optic                  No
## 913           Yes              Yes     Fiber optic                 Yes
## 914           Yes               No              No No internet service
## 915           Yes              Yes              No No internet service
## 916           Yes              Yes     Fiber optic                  No
## 917           Yes               No     Fiber optic                 Yes
## 918            No No phone service             DSL                 Yes
## 919           Yes              Yes     Fiber optic                  No
## 920           Yes               No     Fiber optic                  No
## 921           Yes              Yes              No No internet service
## 922           Yes               No              No No internet service
## 923           Yes              Yes     Fiber optic                  No
## 924           Yes              Yes             DSL                 Yes
## 925           Yes               No     Fiber optic                 Yes
## 926           Yes               No             DSL                 Yes
## 927           Yes              Yes     Fiber optic                  No
## 928           Yes               No     Fiber optic                  No
## 929           Yes              Yes     Fiber optic                  No
## 930           Yes               No     Fiber optic                  No
## 931           Yes               No     Fiber optic                  No
## 932           Yes               No     Fiber optic                  No
## 933           Yes               No              No No internet service
## 934           Yes              Yes     Fiber optic                  No
## 935            No No phone service             DSL                 Yes
## 936           Yes              Yes     Fiber optic                  No
## 938           Yes              Yes     Fiber optic                 Yes
## 939           Yes              Yes     Fiber optic                  No
## 940           Yes               No              No No internet service
## 941           Yes               No              No No internet service
## 942            No No phone service             DSL                  No
## 943           Yes               No     Fiber optic                  No
## 944            No No phone service             DSL                 Yes
## 945           Yes              Yes     Fiber optic                 Yes
## 946           Yes              Yes     Fiber optic                  No
## 947           Yes               No              No No internet service
## 948           Yes              Yes     Fiber optic                  No
## 949           Yes              Yes     Fiber optic                  No
## 950           Yes               No              No No internet service
## 951           Yes               No             DSL                  No
## 952           Yes               No     Fiber optic                  No
## 953           Yes               No             DSL                 Yes
## 954           Yes               No             DSL                 Yes
## 955           Yes              Yes     Fiber optic                  No
## 956           Yes               No             DSL                  No
## 957           Yes              Yes              No No internet service
## 958           Yes               No             DSL                 Yes
## 959           Yes              Yes             DSL                 Yes
## 960           Yes               No     Fiber optic                  No
## 961            No No phone service             DSL                 Yes
## 962           Yes               No              No No internet service
## 963           Yes               No             DSL                 Yes
## 964           Yes              Yes             DSL                 Yes
## 965           Yes               No             DSL                  No
## 966           Yes               No     Fiber optic                 Yes
## 967           Yes               No              No No internet service
## 968           Yes               No              No No internet service
## 969           Yes               No             DSL                 Yes
## 970           Yes              Yes     Fiber optic                  No
## 971           Yes               No     Fiber optic                  No
## 972           Yes              Yes     Fiber optic                 Yes
## 973           Yes               No             DSL                  No
## 974            No No phone service             DSL                  No
## 975           Yes               No             DSL                  No
## 976           Yes              Yes     Fiber optic                 Yes
## 977           Yes               No     Fiber optic                  No
## 978           Yes              Yes     Fiber optic                  No
## 979           Yes              Yes     Fiber optic                  No
## 980           Yes               No             DSL                 Yes
## 981           Yes               No              No No internet service
## 982           Yes               No              No No internet service
## 983           Yes               No             DSL                 Yes
## 984           Yes              Yes     Fiber optic                  No
## 985           Yes              Yes              No No internet service
## 986           Yes              Yes     Fiber optic                  No
## 987           Yes               No             DSL                  No
## 988           Yes               No              No No internet service
## 989           Yes               No              No No internet service
## 990           Yes               No              No No internet service
## 991           Yes               No     Fiber optic                 Yes
## 992           Yes              Yes              No No internet service
## 993           Yes              Yes              No No internet service
## 994           Yes              Yes              No No internet service
## 995           Yes               No              No No internet service
## 996           Yes              Yes     Fiber optic                  No
## 997           Yes               No     Fiber optic                  No
## 998           Yes              Yes     Fiber optic                  No
## 999           Yes               No              No No internet service
## 1000          Yes               No             DSL                  No
## 1001          Yes               No     Fiber optic                  No
## 1002          Yes              Yes     Fiber optic                  No
## 1003          Yes               No     Fiber optic                  No
## 1004          Yes               No              No No internet service
## 1005          Yes               No              No No internet service
## 1006          Yes              Yes     Fiber optic                  No
## 1007          Yes              Yes     Fiber optic                  No
## 1008          Yes               No     Fiber optic                  No
## 1009          Yes              Yes     Fiber optic                 Yes
## 1010          Yes               No              No No internet service
## 1011          Yes               No             DSL                 Yes
## 1012           No No phone service             DSL                 Yes
## 1013          Yes               No     Fiber optic                  No
## 1014          Yes               No             DSL                  No
## 1015          Yes               No             DSL                  No
## 1016          Yes               No             DSL                  No
## 1017          Yes              Yes             DSL                 Yes
## 1018          Yes              Yes              No No internet service
## 1019           No No phone service             DSL                  No
## 1020          Yes               No              No No internet service
## 1021          Yes               No             DSL                 Yes
## 1022          Yes               No             DSL                 Yes
## 1023          Yes               No     Fiber optic                  No
## 1024          Yes               No     Fiber optic                  No
## 1025          Yes               No     Fiber optic                  No
## 1026          Yes               No     Fiber optic                 Yes
## 1027          Yes              Yes     Fiber optic                  No
## 1028          Yes              Yes     Fiber optic                 Yes
## 1029          Yes              Yes     Fiber optic                  No
## 1030          Yes               No     Fiber optic                 Yes
## 1031          Yes               No     Fiber optic                  No
## 1032          Yes              Yes             DSL                  No
## 1033          Yes               No     Fiber optic                  No
## 1034          Yes              Yes              No No internet service
## 1035          Yes               No             DSL                 Yes
## 1036          Yes              Yes              No No internet service
## 1037          Yes              Yes     Fiber optic                 Yes
## 1038           No No phone service             DSL                  No
## 1039          Yes               No     Fiber optic                  No
## 1040          Yes               No     Fiber optic                 Yes
## 1041          Yes               No     Fiber optic                  No
## 1042          Yes               No              No No internet service
## 1043          Yes               No     Fiber optic                  No
## 1044          Yes               No     Fiber optic                  No
## 1045          Yes               No             DSL                 Yes
## 1046          Yes              Yes     Fiber optic                  No
## 1047          Yes              Yes             DSL                 Yes
## 1048          Yes               No             DSL                  No
## 1049          Yes               No              No No internet service
## 1050          Yes               No              No No internet service
## 1051           No No phone service             DSL                  No
## 1052           No No phone service             DSL                  No
## 1053          Yes              Yes             DSL                  No
## 1054           No No phone service             DSL                  No
## 1055          Yes              Yes     Fiber optic                  No
## 1056          Yes               No              No No internet service
## 1057          Yes               No     Fiber optic                  No
## 1058          Yes               No     Fiber optic                 Yes
## 1059          Yes               No     Fiber optic                  No
## 1060          Yes              Yes     Fiber optic                  No
## 1061          Yes               No              No No internet service
## 1062          Yes              Yes     Fiber optic                 Yes
## 1063          Yes               No             DSL                  No
## 1064          Yes               No             DSL                 Yes
## 1065          Yes               No             DSL                 Yes
## 1066          Yes              Yes     Fiber optic                 Yes
## 1067          Yes               No              No No internet service
## 1068          Yes               No     Fiber optic                 Yes
## 1069          Yes              Yes     Fiber optic                  No
## 1070          Yes               No             DSL                 Yes
## 1071          Yes               No     Fiber optic                  No
## 1072          Yes               No             DSL                  No
## 1073           No No phone service             DSL                  No
## 1074          Yes              Yes     Fiber optic                  No
## 1075          Yes               No              No No internet service
## 1076          Yes              Yes     Fiber optic                  No
## 1077          Yes              Yes              No No internet service
## 1078          Yes              Yes     Fiber optic                 Yes
## 1079          Yes              Yes     Fiber optic                  No
## 1080          Yes               No     Fiber optic                  No
## 1081          Yes               No              No No internet service
## 1082          Yes              Yes     Fiber optic                  No
## 1084          Yes               No     Fiber optic                  No
## 1085          Yes               No              No No internet service
## 1086          Yes               No     Fiber optic                  No
## 1087          Yes               No     Fiber optic                  No
## 1088          Yes              Yes     Fiber optic                 Yes
## 1089          Yes              Yes     Fiber optic                  No
## 1090          Yes              Yes     Fiber optic                  No
## 1091          Yes              Yes     Fiber optic                 Yes
## 1092          Yes               No             DSL                  No
## 1093          Yes               No             DSL                 Yes
## 1094          Yes              Yes     Fiber optic                 Yes
## 1095          Yes              Yes             DSL                  No
## 1096          Yes               No     Fiber optic                  No
## 1097          Yes               No             DSL                 Yes
## 1098          Yes               No     Fiber optic                  No
## 1099          Yes              Yes     Fiber optic                 Yes
## 1100          Yes              Yes             DSL                  No
## 1101          Yes              Yes              No No internet service
## 1102          Yes               No              No No internet service
## 1103          Yes               No             DSL                  No
## 1104          Yes              Yes     Fiber optic                  No
## 1105          Yes               No              No No internet service
## 1106          Yes               No     Fiber optic                  No
## 1107          Yes              Yes     Fiber optic                  No
## 1108          Yes              Yes              No No internet service
## 1109          Yes              Yes              No No internet service
## 1110          Yes               No             DSL                  No
## 1111           No No phone service             DSL                 Yes
## 1112          Yes               No     Fiber optic                 Yes
## 1113          Yes              Yes             DSL                 Yes
## 1114          Yes              Yes     Fiber optic                  No
## 1115          Yes              Yes     Fiber optic                  No
## 1116          Yes              Yes             DSL                  No
## 1117          Yes              Yes              No No internet service
## 1118          Yes              Yes     Fiber optic                  No
## 1119          Yes              Yes     Fiber optic                 Yes
## 1120           No No phone service             DSL                 Yes
## 1121          Yes               No     Fiber optic                  No
## 1122          Yes              Yes             DSL                 Yes
## 1123           No No phone service             DSL                  No
## 1124          Yes               No             DSL                 Yes
## 1125          Yes               No             DSL                  No
## 1126          Yes              Yes     Fiber optic                  No
## 1127          Yes               No     Fiber optic                  No
## 1128          Yes               No             DSL                 Yes
## 1129          Yes               No              No No internet service
## 1130          Yes              Yes     Fiber optic                  No
## 1131          Yes               No              No No internet service
## 1132          Yes              Yes             DSL                 Yes
## 1133          Yes              Yes     Fiber optic                  No
## 1134          Yes               No              No No internet service
## 1135          Yes               No     Fiber optic                 Yes
## 1136          Yes              Yes     Fiber optic                 Yes
## 1137          Yes               No              No No internet service
## 1138          Yes               No              No No internet service
## 1139          Yes              Yes             DSL                 Yes
## 1140          Yes               No              No No internet service
## 1141          Yes              Yes             DSL                 Yes
## 1142          Yes               No              No No internet service
## 1143          Yes              Yes     Fiber optic                  No
## 1144          Yes              Yes             DSL                  No
## 1145           No No phone service             DSL                  No
## 1146          Yes               No     Fiber optic                 Yes
## 1147           No No phone service             DSL                 Yes
## 1148          Yes              Yes             DSL                  No
## 1149          Yes              Yes     Fiber optic                  No
## 1150          Yes               No     Fiber optic                  No
## 1151           No No phone service             DSL                  No
## 1152          Yes               No              No No internet service
## 1153          Yes               No             DSL                  No
## 1154          Yes               No             DSL                 Yes
## 1155          Yes              Yes              No No internet service
## 1156          Yes              Yes             DSL                  No
## 1157          Yes               No              No No internet service
## 1158          Yes              Yes     Fiber optic                  No
## 1159          Yes              Yes     Fiber optic                 Yes
## 1160          Yes               No     Fiber optic                  No
## 1161          Yes               No     Fiber optic                 Yes
## 1162           No No phone service             DSL                  No
## 1163          Yes               No             DSL                 Yes
## 1164          Yes              Yes     Fiber optic                  No
## 1165          Yes              Yes             DSL                 Yes
## 1166          Yes               No              No No internet service
## 1167          Yes              Yes             DSL                 Yes
## 1168          Yes              Yes             DSL                  No
## 1169          Yes               No              No No internet service
## 1170           No No phone service             DSL                  No
## 1171          Yes              Yes     Fiber optic                 Yes
## 1172          Yes               No     Fiber optic                  No
## 1173          Yes              Yes     Fiber optic                  No
## 1174          Yes               No              No No internet service
## 1175          Yes              Yes             DSL                  No
## 1176          Yes              Yes     Fiber optic                 Yes
## 1177          Yes              Yes     Fiber optic                  No
## 1178          Yes              Yes             DSL                 Yes
## 1179          Yes               No     Fiber optic                  No
## 1180          Yes              Yes     Fiber optic                  No
## 1181          Yes               No             DSL                  No
## 1182          Yes               No             DSL                  No
## 1183           No No phone service             DSL                 Yes
## 1184          Yes               No     Fiber optic                  No
## 1185          Yes               No     Fiber optic                 Yes
## 1186          Yes              Yes             DSL                  No
## 1187          Yes              Yes             DSL                 Yes
## 1188          Yes              Yes     Fiber optic                  No
## 1189          Yes               No     Fiber optic                  No
## 1190          Yes               No     Fiber optic                  No
## 1191          Yes              Yes     Fiber optic                 Yes
## 1192          Yes              Yes             DSL                 Yes
## 1193          Yes              Yes     Fiber optic                  No
## 1194          Yes               No             DSL                  No
## 1195          Yes               No             DSL                  No
## 1196          Yes               No             DSL                  No
## 1197          Yes              Yes             DSL                 Yes
## 1198          Yes               No              No No internet service
## 1199          Yes               No              No No internet service
## 1200          Yes              Yes     Fiber optic                 Yes
## 1201          Yes              Yes     Fiber optic                  No
## 1202          Yes               No             DSL                  No
## 1203          Yes               No     Fiber optic                  No
## 1204          Yes              Yes              No No internet service
## 1205           No No phone service             DSL                  No
## 1206          Yes              Yes     Fiber optic                  No
## 1207          Yes               No     Fiber optic                  No
## 1208          Yes               No             DSL                  No
## 1209          Yes               No     Fiber optic                  No
## 1210          Yes              Yes     Fiber optic                 Yes
## 1211          Yes               No     Fiber optic                  No
## 1212          Yes              Yes             DSL                  No
## 1213          Yes               No     Fiber optic                  No
## 1214          Yes               No              No No internet service
## 1215          Yes              Yes     Fiber optic                  No
## 1216          Yes               No     Fiber optic                  No
## 1217          Yes               No              No No internet service
## 1218          Yes              Yes              No No internet service
## 1219          Yes              Yes     Fiber optic                  No
## 1220          Yes              Yes             DSL                  No
## 1221          Yes              Yes             DSL                 Yes
## 1222           No No phone service             DSL                  No
## 1223          Yes               No             DSL                 Yes
## 1224          Yes              Yes     Fiber optic                  No
## 1225          Yes               No             DSL                  No
## 1226           No No phone service             DSL                  No
## 1227          Yes              Yes              No No internet service
## 1228          Yes              Yes     Fiber optic                 Yes
## 1229          Yes              Yes     Fiber optic                 Yes
## 1230          Yes              Yes             DSL                 Yes
## 1231          Yes              Yes     Fiber optic                  No
## 1232          Yes               No             DSL                 Yes
## 1233          Yes               No     Fiber optic                  No
## 1234          Yes              Yes              No No internet service
## 1235          Yes               No     Fiber optic                 Yes
## 1236          Yes              Yes     Fiber optic                  No
## 1237          Yes              Yes     Fiber optic                  No
## 1238          Yes               No              No No internet service
## 1239          Yes              Yes     Fiber optic                  No
## 1240          Yes               No             DSL                  No
## 1241          Yes               No              No No internet service
## 1242          Yes              Yes             DSL                 Yes
## 1243           No No phone service             DSL                 Yes
## 1244          Yes               No             DSL                  No
## 1245          Yes               No              No No internet service
## 1246          Yes               No     Fiber optic                  No
## 1247          Yes              Yes     Fiber optic                 Yes
## 1248          Yes              Yes     Fiber optic                  No
## 1249          Yes              Yes     Fiber optic                  No
## 1250          Yes               No             DSL                  No
## 1251          Yes              Yes     Fiber optic                  No
## 1252          Yes               No     Fiber optic                  No
## 1253          Yes               No              No No internet service
## 1254          Yes               No     Fiber optic                  No
## 1255          Yes               No     Fiber optic                  No
## 1256           No No phone service             DSL                  No
## 1257          Yes              Yes             DSL                 Yes
## 1258           No No phone service             DSL                  No
## 1259          Yes               No              No No internet service
## 1260          Yes               No     Fiber optic                  No
## 1261          Yes               No             DSL                  No
## 1262          Yes               No     Fiber optic                 Yes
## 1263          Yes               No             DSL                  No
## 1264          Yes              Yes     Fiber optic                  No
## 1265          Yes               No     Fiber optic                  No
## 1266          Yes               No     Fiber optic                 Yes
## 1267          Yes              Yes     Fiber optic                 Yes
## 1268          Yes              Yes             DSL                  No
## 1269          Yes              Yes     Fiber optic                 Yes
## 1270          Yes              Yes     Fiber optic                 Yes
## 1271          Yes              Yes              No No internet service
## 1272           No No phone service             DSL                 Yes
## 1273          Yes               No              No No internet service
## 1274          Yes              Yes     Fiber optic                 Yes
## 1275          Yes              Yes     Fiber optic                 Yes
## 1276          Yes               No             DSL                 Yes
## 1277          Yes               No     Fiber optic                 Yes
## 1278          Yes               No              No No internet service
## 1279           No No phone service             DSL                 Yes
## 1280          Yes               No              No No internet service
## 1281          Yes              Yes     Fiber optic                 Yes
## 1282          Yes               No              No No internet service
## 1283          Yes               No             DSL                  No
## 1284          Yes              Yes     Fiber optic                 Yes
## 1285          Yes               No              No No internet service
## 1286          Yes               No     Fiber optic                  No
## 1287          Yes               No             DSL                  No
## 1288          Yes              Yes     Fiber optic                  No
## 1289          Yes               No              No No internet service
## 1290          Yes              Yes             DSL                 Yes
## 1291          Yes              Yes             DSL                 Yes
## 1292          Yes               No     Fiber optic                 Yes
## 1293          Yes              Yes             DSL                  No
## 1294          Yes              Yes     Fiber optic                  No
## 1295          Yes               No             DSL                  No
## 1296          Yes              Yes             DSL                 Yes
## 1297          Yes               No     Fiber optic                  No
## 1298          Yes              Yes     Fiber optic                  No
## 1299           No No phone service             DSL                 Yes
## 1300          Yes               No             DSL                  No
## 1301          Yes              Yes     Fiber optic                  No
## 1302          Yes               No             DSL                 Yes
## 1303          Yes               No             DSL                 Yes
## 1304          Yes               No              No No internet service
## 1305          Yes              Yes     Fiber optic                  No
## 1306          Yes               No             DSL                  No
## 1307          Yes              Yes     Fiber optic                 Yes
## 1308          Yes               No             DSL                 Yes
## 1309          Yes              Yes     Fiber optic                  No
## 1310          Yes              Yes     Fiber optic                  No
## 1311          Yes              Yes     Fiber optic                  No
## 1312           No No phone service             DSL                  No
## 1313          Yes              Yes             DSL                 Yes
## 1314          Yes              Yes     Fiber optic                  No
## 1315          Yes              Yes     Fiber optic                  No
## 1316          Yes               No              No No internet service
## 1317          Yes               No              No No internet service
## 1318          Yes              Yes              No No internet service
## 1319          Yes               No             DSL                 Yes
## 1320          Yes               No              No No internet service
## 1321          Yes               No     Fiber optic                 Yes
## 1322          Yes               No             DSL                 Yes
## 1323          Yes               No              No No internet service
## 1324          Yes              Yes              No No internet service
## 1325          Yes               No              No No internet service
## 1326          Yes               No     Fiber optic                  No
## 1327           No No phone service             DSL                 Yes
## 1328          Yes              Yes     Fiber optic                  No
## 1329          Yes               No             DSL                  No
## 1330          Yes               No              No No internet service
## 1331          Yes               No             DSL                 Yes
## 1332           No No phone service             DSL                  No
## 1333          Yes              Yes              No No internet service
## 1334           No No phone service             DSL                 Yes
## 1335           No No phone service             DSL                  No
## 1336          Yes               No             DSL                  No
## 1337          Yes               No     Fiber optic                  No
## 1338          Yes               No              No No internet service
## 1339          Yes               No              No No internet service
## 1340          Yes              Yes     Fiber optic                  No
## 1342          Yes               No             DSL                  No
## 1343          Yes               No              No No internet service
## 1344          Yes               No             DSL                 Yes
## 1345          Yes               No              No No internet service
## 1346          Yes              Yes     Fiber optic                  No
## 1347          Yes              Yes     Fiber optic                  No
## 1348          Yes               No              No No internet service
## 1349          Yes               No     Fiber optic                  No
## 1350           No No phone service             DSL                  No
## 1351          Yes              Yes             DSL                 Yes
## 1352          Yes               No              No No internet service
## 1353           No No phone service             DSL                 Yes
## 1354          Yes               No              No No internet service
## 1355          Yes              Yes     Fiber optic                  No
## 1356          Yes               No              No No internet service
## 1357          Yes              Yes     Fiber optic                  No
## 1358          Yes              Yes     Fiber optic                 Yes
## 1359          Yes               No     Fiber optic                  No
## 1360          Yes              Yes     Fiber optic                  No
## 1361          Yes              Yes     Fiber optic                  No
## 1362          Yes              Yes     Fiber optic                  No
## 1363          Yes               No     Fiber optic                  No
## 1364          Yes              Yes             DSL                 Yes
## 1365          Yes               No             DSL                 Yes
## 1366           No No phone service             DSL                  No
## 1367          Yes              Yes     Fiber optic                  No
## 1368          Yes              Yes     Fiber optic                  No
## 1369          Yes               No     Fiber optic                 Yes
## 1370          Yes              Yes             DSL                 Yes
## 1371          Yes               No              No No internet service
## 1372          Yes               No     Fiber optic                  No
## 1373          Yes               No     Fiber optic                  No
## 1374          Yes               No              No No internet service
## 1375          Yes               No             DSL                 Yes
## 1376          Yes               No              No No internet service
## 1377          Yes               No             DSL                  No
## 1378          Yes              Yes             DSL                 Yes
## 1379          Yes              Yes             DSL                  No
## 1380           No No phone service             DSL                 Yes
## 1381          Yes               No     Fiber optic                  No
## 1382          Yes               No     Fiber optic                  No
## 1383          Yes              Yes              No No internet service
## 1384          Yes              Yes             DSL                  No
## 1385          Yes               No     Fiber optic                  No
## 1386          Yes               No     Fiber optic                 Yes
## 1387          Yes              Yes             DSL                  No
## 1388          Yes              Yes              No No internet service
## 1389          Yes               No             DSL                  No
## 1390          Yes              Yes     Fiber optic                  No
## 1391          Yes               No             DSL                 Yes
## 1392          Yes              Yes     Fiber optic                  No
## 1393          Yes               No              No No internet service
## 1394          Yes               No              No No internet service
## 1395          Yes              Yes     Fiber optic                  No
## 1396          Yes              Yes             DSL                  No
## 1397          Yes              Yes     Fiber optic                  No
## 1398          Yes               No     Fiber optic                  No
## 1399          Yes              Yes     Fiber optic                 Yes
## 1400          Yes               No              No No internet service
## 1401          Yes               No              No No internet service
## 1402          Yes               No     Fiber optic                  No
## 1403           No No phone service             DSL                  No
## 1404          Yes               No             DSL                  No
## 1405          Yes              Yes              No No internet service
## 1406          Yes              Yes     Fiber optic                  No
## 1407          Yes              Yes              No No internet service
## 1408           No No phone service             DSL                 Yes
## 1409          Yes              Yes     Fiber optic                 Yes
## 1410          Yes              Yes     Fiber optic                  No
## 1411          Yes              Yes     Fiber optic                  No
## 1412          Yes               No     Fiber optic                  No
## 1413          Yes               No     Fiber optic                  No
## 1414          Yes              Yes     Fiber optic                 Yes
## 1415          Yes              Yes     Fiber optic                  No
## 1416          Yes               No     Fiber optic                 Yes
## 1417           No No phone service             DSL                  No
## 1418          Yes               No             DSL                  No
## 1419          Yes              Yes     Fiber optic                  No
## 1420          Yes               No              No No internet service
## 1421          Yes              Yes     Fiber optic                  No
## 1422          Yes              Yes     Fiber optic                  No
## 1423          Yes              Yes     Fiber optic                 Yes
## 1424          Yes              Yes     Fiber optic                  No
## 1425          Yes               No              No No internet service
## 1426          Yes               No             DSL                  No
## 1427          Yes              Yes     Fiber optic                 Yes
## 1428          Yes               No     Fiber optic                  No
## 1429          Yes              Yes             DSL                  No
## 1430          Yes              Yes              No No internet service
## 1431          Yes              Yes              No No internet service
## 1432          Yes              Yes             DSL                  No
## 1433          Yes               No              No No internet service
## 1434          Yes               No             DSL                 Yes
## 1435          Yes              Yes     Fiber optic                  No
## 1436          Yes              Yes     Fiber optic                 Yes
## 1437          Yes              Yes     Fiber optic                  No
## 1438          Yes              Yes             DSL                  No
## 1439          Yes               No             DSL                  No
## 1440          Yes               No     Fiber optic                  No
## 1441          Yes               No              No No internet service
## 1442          Yes              Yes     Fiber optic                  No
## 1443          Yes               No     Fiber optic                 Yes
## 1444          Yes               No             DSL                  No
## 1445          Yes               No     Fiber optic                 Yes
## 1446          Yes              Yes     Fiber optic                  No
## 1447          Yes              Yes             DSL                  No
## 1448          Yes              Yes     Fiber optic                  No
## 1449          Yes               No              No No internet service
## 1450          Yes               No              No No internet service
## 1451          Yes               No              No No internet service
## 1452          Yes              Yes             DSL                 Yes
## 1453           No No phone service             DSL                 Yes
## 1454          Yes               No     Fiber optic                  No
## 1455          Yes               No              No No internet service
## 1456          Yes              Yes     Fiber optic                 Yes
## 1457          Yes              Yes     Fiber optic                  No
## 1458          Yes              Yes     Fiber optic                  No
## 1459          Yes               No              No No internet service
## 1460          Yes               No     Fiber optic                  No
## 1461          Yes              Yes     Fiber optic                  No
## 1462          Yes              Yes     Fiber optic                 Yes
## 1463          Yes               No              No No internet service
## 1464          Yes               No     Fiber optic                  No
## 1465          Yes               No             DSL                 Yes
## 1466          Yes               No     Fiber optic                  No
## 1467          Yes               No             DSL                 Yes
## 1468          Yes              Yes             DSL                  No
## 1469          Yes              Yes     Fiber optic                 Yes
## 1470          Yes              Yes     Fiber optic                  No
## 1471          Yes               No              No No internet service
## 1472          Yes              Yes     Fiber optic                  No
## 1473          Yes              Yes     Fiber optic                  No
## 1474          Yes              Yes     Fiber optic                  No
## 1475          Yes              Yes     Fiber optic                  No
## 1476          Yes              Yes     Fiber optic                  No
## 1477          Yes               No              No No internet service
## 1478          Yes              Yes     Fiber optic                 Yes
## 1479          Yes              Yes     Fiber optic                  No
## 1480           No No phone service             DSL                  No
## 1481           No No phone service             DSL                  No
## 1482           No No phone service             DSL                 Yes
## 1483          Yes               No     Fiber optic                  No
## 1484          Yes               No             DSL                 Yes
## 1485          Yes               No     Fiber optic                  No
## 1486          Yes              Yes     Fiber optic                  No
## 1487          Yes               No             DSL                  No
## 1488          Yes              Yes     Fiber optic                  No
## 1489          Yes               No             DSL                 Yes
## 1490          Yes               No             DSL                 Yes
## 1491          Yes              Yes             DSL                  No
## 1492          Yes               No              No No internet service
## 1493          Yes              Yes     Fiber optic                  No
## 1494          Yes               No     Fiber optic                 Yes
## 1495          Yes               No              No No internet service
## 1496          Yes              Yes     Fiber optic                 Yes
## 1497          Yes               No              No No internet service
## 1498          Yes               No     Fiber optic                 Yes
## 1499          Yes              Yes     Fiber optic                  No
## 1500          Yes              Yes     Fiber optic                  No
## 1501           No No phone service             DSL                  No
## 1502          Yes               No              No No internet service
## 1503          Yes              Yes             DSL                 Yes
## 1504          Yes              Yes     Fiber optic                  No
## 1505          Yes               No     Fiber optic                  No
## 1506          Yes              Yes     Fiber optic                  No
## 1507           No No phone service             DSL                 Yes
## 1508          Yes               No              No No internet service
## 1509          Yes               No     Fiber optic                  No
## 1510          Yes               No     Fiber optic                  No
## 1511          Yes              Yes             DSL                 Yes
## 1512          Yes               No              No No internet service
## 1513          Yes              Yes     Fiber optic                  No
## 1514           No No phone service             DSL                  No
## 1515          Yes               No              No No internet service
## 1516          Yes              Yes             DSL                  No
## 1517          Yes              Yes     Fiber optic                  No
## 1518          Yes              Yes     Fiber optic                 Yes
## 1519          Yes               No              No No internet service
## 1520           No No phone service             DSL                 Yes
## 1521          Yes               No              No No internet service
## 1522          Yes              Yes             DSL                 Yes
## 1523          Yes               No             DSL                 Yes
## 1524          Yes               No             DSL                  No
## 1525          Yes              Yes     Fiber optic                  No
## 1526          Yes               No              No No internet service
## 1527          Yes               No     Fiber optic                  No
## 1528          Yes               No              No No internet service
## 1529          Yes               No             DSL                  No
## 1530          Yes               No              No No internet service
## 1531          Yes               No     Fiber optic                  No
## 1532          Yes              Yes              No No internet service
## 1533          Yes               No              No No internet service
## 1534          Yes               No     Fiber optic                  No
## 1535          Yes               No              No No internet service
## 1536          Yes              Yes             DSL                 Yes
## 1537          Yes               No             DSL                 Yes
## 1538          Yes              Yes             DSL                  No
## 1539          Yes              Yes     Fiber optic                  No
## 1540          Yes               No             DSL                 Yes
## 1541          Yes               No     Fiber optic                  No
## 1542          Yes               No              No No internet service
## 1543          Yes               No              No No internet service
## 1544          Yes               No     Fiber optic                  No
## 1545          Yes               No             DSL                  No
## 1546          Yes              Yes     Fiber optic                  No
## 1547          Yes               No              No No internet service
## 1548          Yes              Yes     Fiber optic                  No
## 1549          Yes               No     Fiber optic                  No
## 1550          Yes               No             DSL                  No
## 1551          Yes              Yes     Fiber optic                  No
## 1552          Yes              Yes              No No internet service
## 1553          Yes              Yes             DSL                  No
## 1554          Yes               No     Fiber optic                  No
## 1555          Yes               No              No No internet service
## 1556          Yes               No     Fiber optic                 Yes
## 1557          Yes               No     Fiber optic                  No
## 1558          Yes              Yes             DSL                 Yes
## 1559          Yes              Yes     Fiber optic                  No
## 1560          Yes               No              No No internet service
## 1561           No No phone service             DSL                 Yes
## 1562          Yes              Yes     Fiber optic                  No
## 1563           No No phone service             DSL                 Yes
## 1564          Yes               No     Fiber optic                  No
## 1565          Yes              Yes     Fiber optic                  No
## 1566          Yes               No     Fiber optic                  No
## 1567          Yes               No             DSL                  No
## 1568          Yes               No             DSL                  No
## 1569          Yes              Yes     Fiber optic                  No
## 1570          Yes               No             DSL                  No
## 1571          Yes               No              No No internet service
## 1572          Yes               No              No No internet service
## 1573          Yes               No             DSL                  No
## 1574          Yes               No     Fiber optic                 Yes
## 1575          Yes               No              No No internet service
## 1576          Yes               No     Fiber optic                  No
## 1577          Yes               No             DSL                  No
## 1578          Yes               No     Fiber optic                  No
## 1579          Yes               No             DSL                  No
## 1580          Yes               No     Fiber optic                  No
## 1581          Yes              Yes             DSL                  No
## 1582           No No phone service             DSL                  No
## 1583          Yes              Yes             DSL                 Yes
## 1584          Yes              Yes             DSL                  No
## 1585           No No phone service             DSL                  No
## 1586          Yes              Yes             DSL                 Yes
## 1587          Yes              Yes     Fiber optic                 Yes
## 1588          Yes              Yes              No No internet service
## 1589          Yes              Yes     Fiber optic                  No
## 1590          Yes               No             DSL                  No
## 1591          Yes               No              No No internet service
## 1592          Yes               No              No No internet service
## 1593          Yes               No     Fiber optic                  No
## 1594          Yes               No              No No internet service
## 1595          Yes              Yes              No No internet service
## 1596          Yes               No     Fiber optic                  No
## 1597          Yes               No     Fiber optic                  No
## 1598          Yes              Yes     Fiber optic                 Yes
## 1599          Yes               No              No No internet service
## 1600          Yes               No             DSL                  No
## 1601          Yes              Yes     Fiber optic                  No
## 1602          Yes              Yes     Fiber optic                  No
## 1603          Yes               No     Fiber optic                  No
## 1604          Yes              Yes             DSL                 Yes
## 1605          Yes              Yes     Fiber optic                  No
## 1606          Yes               No              No No internet service
## 1607          Yes               No     Fiber optic                 Yes
## 1608          Yes               No     Fiber optic                  No
## 1609          Yes               No              No No internet service
## 1610          Yes              Yes     Fiber optic                 Yes
## 1611          Yes               No             DSL                 Yes
## 1612          Yes              Yes             DSL                 Yes
## 1613          Yes              Yes     Fiber optic                  No
## 1614          Yes               No              No No internet service
## 1615           No No phone service             DSL                 Yes
## 1616          Yes               No              No No internet service
## 1617          Yes               No              No No internet service
## 1618          Yes              Yes             DSL                  No
## 1619          Yes               No     Fiber optic                  No
## 1620          Yes              Yes             DSL                 Yes
## 1621           No No phone service             DSL                  No
## 1622          Yes              Yes     Fiber optic                  No
## 1623          Yes               No             DSL                 Yes
## 1624          Yes              Yes     Fiber optic                  No
## 1625          Yes              Yes     Fiber optic                  No
## 1626          Yes               No     Fiber optic                  No
## 1627          Yes              Yes             DSL                 Yes
## 1628          Yes               No     Fiber optic                  No
## 1629          Yes              Yes     Fiber optic                  No
## 1630          Yes               No             DSL                 Yes
## 1631          Yes              Yes     Fiber optic                  No
## 1632          Yes              Yes     Fiber optic                 Yes
## 1633          Yes              Yes     Fiber optic                  No
## 1634          Yes               No             DSL                  No
## 1635           No No phone service             DSL                 Yes
## 1636          Yes               No             DSL                  No
## 1637          Yes              Yes              No No internet service
## 1638           No No phone service             DSL                  No
## 1639          Yes              Yes     Fiber optic                  No
## 1640          Yes               No             DSL                  No
## 1641          Yes               No              No No internet service
## 1642          Yes              Yes             DSL                 Yes
## 1643          Yes               No              No No internet service
## 1644          Yes               No     Fiber optic                  No
## 1645          Yes              Yes     Fiber optic                 Yes
## 1646          Yes              Yes     Fiber optic                  No
## 1647          Yes              Yes             DSL                 Yes
## 1648          Yes               No     Fiber optic                  No
## 1649          Yes              Yes     Fiber optic                 Yes
## 1650          Yes               No             DSL                  No
## 1651          Yes              Yes     Fiber optic                  No
## 1652          Yes               No     Fiber optic                  No
## 1653           No No phone service             DSL                 Yes
## 1654          Yes               No              No No internet service
## 1655          Yes               No              No No internet service
## 1656          Yes               No             DSL                  No
## 1657          Yes              Yes     Fiber optic                 Yes
## 1658          Yes              Yes              No No internet service
## 1659          Yes              Yes     Fiber optic                 Yes
## 1660          Yes              Yes             DSL                  No
## 1661          Yes              Yes              No No internet service
## 1662          Yes              Yes     Fiber optic                  No
## 1663          Yes               No     Fiber optic                  No
## 1664          Yes              Yes     Fiber optic                  No
## 1665          Yes              Yes     Fiber optic                  No
## 1666          Yes              Yes     Fiber optic                  No
## 1667          Yes               No              No No internet service
## 1668          Yes              Yes              No No internet service
## 1669          Yes              Yes     Fiber optic                 Yes
## 1670          Yes              Yes     Fiber optic                  No
## 1671          Yes               No             DSL                  No
## 1672          Yes               No     Fiber optic                 Yes
## 1673          Yes              Yes             DSL                 Yes
## 1674          Yes              Yes     Fiber optic                 Yes
## 1675          Yes              Yes              No No internet service
## 1676          Yes               No     Fiber optic                  No
## 1677          Yes              Yes     Fiber optic                 Yes
## 1678          Yes              Yes              No No internet service
## 1679          Yes              Yes     Fiber optic                 Yes
## 1680          Yes               No             DSL                  No
## 1681          Yes              Yes              No No internet service
## 1682          Yes              Yes              No No internet service
## 1683          Yes              Yes             DSL                 Yes
## 1684          Yes               No              No No internet service
## 1685          Yes              Yes             DSL                  No
## 1686          Yes               No     Fiber optic                  No
## 1687          Yes              Yes             DSL                  No
## 1688          Yes              Yes              No No internet service
## 1689          Yes               No              No No internet service
## 1690           No No phone service             DSL                 Yes
## 1691          Yes              Yes     Fiber optic                 Yes
## 1692          Yes               No              No No internet service
## 1693           No No phone service             DSL                  No
## 1694          Yes              Yes     Fiber optic                 Yes
## 1695           No No phone service             DSL                  No
## 1696          Yes              Yes             DSL                  No
## 1697          Yes              Yes     Fiber optic                  No
## 1698          Yes               No             DSL                 Yes
## 1699          Yes              Yes     Fiber optic                  No
## 1700          Yes               No              No No internet service
## 1701          Yes               No              No No internet service
## 1702          Yes              Yes     Fiber optic                  No
## 1703          Yes              Yes     Fiber optic                 Yes
## 1704           No No phone service             DSL                  No
## 1705          Yes              Yes     Fiber optic                  No
## 1706          Yes              Yes     Fiber optic                  No
## 1707          Yes              Yes     Fiber optic                  No
## 1708          Yes               No     Fiber optic                  No
## 1709          Yes               No             DSL                  No
## 1710          Yes              Yes             DSL                  No
## 1711          Yes              Yes     Fiber optic                  No
## 1712          Yes              Yes              No No internet service
## 1713          Yes              Yes             DSL                  No
## 1714          Yes              Yes             DSL                  No
## 1715          Yes              Yes             DSL                 Yes
## 1716          Yes               No              No No internet service
## 1717          Yes               No             DSL                  No
## 1718          Yes               No              No No internet service
## 1719          Yes               No              No No internet service
## 1720          Yes               No     Fiber optic                  No
## 1721          Yes               No     Fiber optic                  No
## 1722          Yes               No     Fiber optic                 Yes
## 1723           No No phone service             DSL                  No
## 1724          Yes               No              No No internet service
## 1725          Yes              Yes     Fiber optic                  No
## 1726          Yes              Yes     Fiber optic                  No
## 1727          Yes              Yes             DSL                  No
## 1728          Yes              Yes             DSL                  No
## 1729          Yes               No             DSL                 Yes
## 1730          Yes              Yes     Fiber optic                 Yes
## 1731          Yes              Yes             DSL                  No
## 1732          Yes               No     Fiber optic                  No
## 1733          Yes              Yes     Fiber optic                  No
## 1734          Yes               No              No No internet service
## 1735           No No phone service             DSL                  No
## 1736          Yes              Yes     Fiber optic                 Yes
## 1737          Yes               No              No No internet service
## 1738          Yes               No             DSL                  No
## 1739          Yes              Yes     Fiber optic                  No
## 1740          Yes               No     Fiber optic                  No
## 1741          Yes               No              No No internet service
## 1742          Yes              Yes             DSL                  No
## 1743          Yes               No     Fiber optic                  No
## 1744          Yes              Yes              No No internet service
## 1745          Yes               No     Fiber optic                 Yes
## 1746          Yes               No              No No internet service
## 1747          Yes              Yes     Fiber optic                 Yes
## 1748          Yes              Yes     Fiber optic                  No
## 1749          Yes               No              No No internet service
## 1750          Yes              Yes     Fiber optic                  No
## 1751          Yes               No     Fiber optic                  No
## 1752          Yes              Yes     Fiber optic                  No
## 1753          Yes               No             DSL                 Yes
## 1754          Yes              Yes     Fiber optic                 Yes
## 1755          Yes               No             DSL                 Yes
## 1756          Yes               No             DSL                  No
## 1757          Yes               No             DSL                  No
## 1758          Yes               No     Fiber optic                  No
## 1759          Yes               No              No No internet service
## 1760          Yes               No              No No internet service
## 1761          Yes              Yes             DSL                  No
## 1762          Yes              Yes              No No internet service
## 1763          Yes              Yes     Fiber optic                  No
## 1764          Yes               No             DSL                  No
## 1765          Yes              Yes             DSL                 Yes
## 1766          Yes              Yes     Fiber optic                 Yes
## 1767          Yes               No              No No internet service
## 1768          Yes              Yes     Fiber optic                 Yes
## 1769          Yes               No             DSL                  No
## 1770          Yes              Yes     Fiber optic                  No
## 1771          Yes              Yes     Fiber optic                 Yes
## 1772          Yes               No     Fiber optic                  No
## 1773          Yes               No     Fiber optic                  No
## 1774          Yes               No              No No internet service
## 1775          Yes               No             DSL                 Yes
## 1776          Yes              Yes     Fiber optic                 Yes
## 1777          Yes              Yes              No No internet service
## 1778          Yes              Yes             DSL                  No
## 1779          Yes              Yes              No No internet service
## 1780          Yes               No     Fiber optic                 Yes
## 1781          Yes               No              No No internet service
## 1782          Yes              Yes     Fiber optic                  No
## 1783          Yes              Yes             DSL                  No
## 1784          Yes               No     Fiber optic                  No
## 1785          Yes               No              No No internet service
## 1786          Yes              Yes             DSL                 Yes
## 1787          Yes               No     Fiber optic                  No
## 1788          Yes              Yes     Fiber optic                 Yes
## 1789          Yes               No              No No internet service
## 1790           No No phone service             DSL                  No
## 1791          Yes               No     Fiber optic                  No
## 1792          Yes               No             DSL                 Yes
## 1793          Yes              Yes             DSL                 Yes
## 1794          Yes              Yes              No No internet service
## 1795          Yes              Yes             DSL                 Yes
## 1796          Yes              Yes     Fiber optic                  No
## 1797          Yes              Yes             DSL                  No
## 1798          Yes               No              No No internet service
## 1799          Yes              Yes              No No internet service
## 1800          Yes              Yes     Fiber optic                 Yes
## 1801          Yes               No             DSL                  No
## 1802          Yes               No     Fiber optic                  No
## 1803           No No phone service             DSL                 Yes
## 1804           No No phone service             DSL                 Yes
## 1805          Yes               No              No No internet service
## 1806          Yes              Yes             DSL                 Yes
## 1807          Yes              Yes              No No internet service
## 1808          Yes               No     Fiber optic                  No
## 1809          Yes              Yes     Fiber optic                  No
## 1810          Yes              Yes     Fiber optic                  No
## 1811          Yes              Yes     Fiber optic                 Yes
## 1812          Yes              Yes     Fiber optic                  No
## 1813          Yes               No     Fiber optic                  No
## 1814          Yes               No             DSL                  No
## 1815          Yes               No              No No internet service
## 1816          Yes               No              No No internet service
## 1817          Yes               No              No No internet service
## 1818          Yes              Yes     Fiber optic                  No
## 1819          Yes              Yes     Fiber optic                  No
## 1820           No No phone service             DSL                  No
## 1821          Yes               No             DSL                  No
## 1822          Yes              Yes     Fiber optic                  No
## 1823          Yes              Yes     Fiber optic                  No
## 1824          Yes               No     Fiber optic                  No
## 1825          Yes               No              No No internet service
## 1826          Yes              Yes             DSL                  No
## 1827          Yes              Yes     Fiber optic                  No
## 1828           No No phone service             DSL                 Yes
## 1829          Yes              Yes              No No internet service
## 1830          Yes              Yes     Fiber optic                  No
## 1831          Yes               No              No No internet service
## 1832          Yes              Yes             DSL                 Yes
## 1833           No No phone service             DSL                  No
## 1834          Yes               No             DSL                 Yes
## 1835          Yes               No             DSL                  No
## 1836          Yes               No             DSL                  No
## 1837          Yes               No     Fiber optic                  No
## 1838          Yes               No              No No internet service
## 1839          Yes              Yes     Fiber optic                  No
## 1840          Yes              Yes              No No internet service
## 1841          Yes              Yes     Fiber optic                 Yes
## 1842          Yes              Yes              No No internet service
## 1843          Yes               No             DSL                 Yes
## 1844          Yes               No              No No internet service
## 1845          Yes               No             DSL                 Yes
## 1846           No No phone service             DSL                  No
## 1847          Yes               No              No No internet service
## 1848          Yes               No              No No internet service
## 1849          Yes               No              No No internet service
## 1850          Yes               No             DSL                  No
## 1851          Yes              Yes             DSL                 Yes
## 1852           No No phone service             DSL                  No
## 1853          Yes               No             DSL                  No
## 1854          Yes               No             DSL                  No
## 1855           No No phone service             DSL                  No
## 1856          Yes               No              No No internet service
## 1857          Yes               No             DSL                 Yes
## 1858          Yes               No             DSL                 Yes
## 1859          Yes               No     Fiber optic                 Yes
## 1860          Yes               No     Fiber optic                  No
## 1861          Yes               No              No No internet service
## 1862          Yes               No             DSL                  No
## 1863           No No phone service             DSL                  No
## 1864          Yes              Yes              No No internet service
## 1865          Yes               No             DSL                  No
## 1866          Yes              Yes     Fiber optic                  No
## 1867          Yes              Yes     Fiber optic                 Yes
## 1868          Yes               No     Fiber optic                  No
## 1869          Yes               No             DSL                  No
## 1870          Yes              Yes              No No internet service
## 1871          Yes               No             DSL                  No
## 1872          Yes              Yes     Fiber optic                 Yes
## 1873          Yes               No              No No internet service
## 1874          Yes               No             DSL                 Yes
## 1875          Yes              Yes             DSL                 Yes
## 1876          Yes              Yes     Fiber optic                 Yes
## 1877          Yes              Yes     Fiber optic                  No
## 1878          Yes              Yes             DSL                 Yes
## 1879          Yes               No              No No internet service
## 1880          Yes               No     Fiber optic                  No
## 1881          Yes              Yes     Fiber optic                  No
## 1882           No No phone service             DSL                 Yes
## 1883          Yes               No             DSL                 Yes
## 1884          Yes              Yes     Fiber optic                 Yes
## 1885          Yes               No             DSL                 Yes
## 1886          Yes               No             DSL                 Yes
## 1887          Yes               No             DSL                 Yes
## 1888          Yes              Yes     Fiber optic                  No
## 1889          Yes               No             DSL                  No
## 1890           No No phone service             DSL                  No
## 1891          Yes               No              No No internet service
## 1892          Yes               No             DSL                  No
## 1893           No No phone service             DSL                  No
## 1894          Yes              Yes             DSL                 Yes
## 1895           No No phone service             DSL                  No
## 1896          Yes              Yes             DSL                 Yes
## 1897          Yes              Yes             DSL                 Yes
## 1898          Yes               No             DSL                  No
## 1899          Yes               No     Fiber optic                  No
## 1900          Yes               No     Fiber optic                  No
## 1901          Yes               No              No No internet service
## 1902          Yes               No              No No internet service
## 1903          Yes              Yes             DSL                 Yes
## 1904          Yes               No     Fiber optic                  No
## 1905          Yes              Yes     Fiber optic                  No
## 1906          Yes              Yes              No No internet service
## 1907           No No phone service             DSL                  No
## 1908          Yes               No             DSL                 Yes
## 1909          Yes               No              No No internet service
## 1910          Yes               No              No No internet service
## 1911           No No phone service             DSL                  No
## 1912          Yes              Yes     Fiber optic                 Yes
## 1913          Yes               No              No No internet service
## 1914          Yes              Yes     Fiber optic                  No
## 1915          Yes              Yes             DSL                  No
## 1916          Yes               No             DSL                  No
## 1917          Yes              Yes     Fiber optic                  No
## 1918          Yes              Yes             DSL                 Yes
## 1919          Yes               No             DSL                 Yes
## 1920          Yes               No             DSL                  No
## 1921          Yes               No              No No internet service
## 1922          Yes              Yes             DSL                  No
## 1923          Yes              Yes             DSL                  No
## 1924          Yes               No              No No internet service
## 1925          Yes              Yes     Fiber optic                  No
## 1926          Yes              Yes             DSL                  No
## 1927          Yes              Yes     Fiber optic                  No
## 1928          Yes              Yes     Fiber optic                  No
## 1929          Yes               No              No No internet service
## 1930          Yes               No     Fiber optic                  No
## 1931          Yes               No              No No internet service
## 1932          Yes              Yes     Fiber optic                  No
## 1933          Yes               No              No No internet service
## 1934          Yes               No              No No internet service
## 1935          Yes               No     Fiber optic                 Yes
## 1936          Yes               No              No No internet service
## 1937          Yes               No             DSL                 Yes
## 1938          Yes               No              No No internet service
## 1939          Yes               No              No No internet service
## 1940          Yes               No              No No internet service
## 1941          Yes              Yes             DSL                 Yes
## 1942          Yes               No             DSL                  No
## 1943          Yes               No              No No internet service
## 1944          Yes              Yes             DSL                  No
## 1945           No No phone service             DSL                  No
## 1946          Yes               No              No No internet service
## 1947          Yes              Yes     Fiber optic                  No
## 1948          Yes              Yes     Fiber optic                  No
## 1949          Yes               No     Fiber optic                  No
## 1950          Yes              Yes     Fiber optic                 Yes
## 1951          Yes              Yes     Fiber optic                  No
## 1952          Yes               No             DSL                  No
## 1953          Yes              Yes     Fiber optic                  No
## 1954          Yes               No     Fiber optic                  No
## 1955          Yes              Yes     Fiber optic                  No
## 1956          Yes              Yes     Fiber optic                  No
## 1957          Yes              Yes     Fiber optic                 Yes
## 1958          Yes              Yes             DSL                 Yes
## 1959          Yes              Yes     Fiber optic                  No
## 1960           No No phone service             DSL                  No
## 1961          Yes              Yes     Fiber optic                  No
## 1962          Yes              Yes             DSL                 Yes
## 1963          Yes               No     Fiber optic                 Yes
## 1964          Yes               No     Fiber optic                  No
## 1965          Yes               No             DSL                 Yes
## 1966          Yes               No             DSL                 Yes
## 1967          Yes              Yes             DSL                  No
## 1968          Yes              Yes             DSL                 Yes
## 1969          Yes               No     Fiber optic                  No
## 1970           No No phone service             DSL                 Yes
## 1971          Yes               No     Fiber optic                  No
## 1972          Yes               No              No No internet service
## 1973          Yes              Yes     Fiber optic                  No
## 1974          Yes               No             DSL                 Yes
## 1975          Yes              Yes     Fiber optic                  No
## 1976          Yes               No              No No internet service
## 1977          Yes              Yes     Fiber optic                  No
## 1978          Yes              Yes     Fiber optic                  No
## 1979          Yes               No             DSL                  No
## 1980          Yes               No              No No internet service
## 1981          Yes              Yes     Fiber optic                  No
## 1982          Yes              Yes     Fiber optic                  No
## 1983          Yes               No              No No internet service
## 1984          Yes              Yes             DSL                 Yes
## 1985          Yes              Yes     Fiber optic                  No
## 1986           No No phone service             DSL                  No
## 1987          Yes              Yes     Fiber optic                  No
## 1988          Yes               No     Fiber optic                  No
## 1989          Yes              Yes     Fiber optic                 Yes
## 1990           No No phone service             DSL                 Yes
## 1991          Yes              Yes     Fiber optic                  No
## 1992          Yes              Yes             DSL                  No
## 1993          Yes               No     Fiber optic                  No
## 1994          Yes               No             DSL                  No
## 1995          Yes               No              No No internet service
## 1996          Yes               No     Fiber optic                  No
## 1997          Yes               No             DSL                 Yes
## 1998          Yes              Yes     Fiber optic                  No
## 1999           No No phone service             DSL                  No
## 2000          Yes              Yes     Fiber optic                  No
## 2001          Yes               No     Fiber optic                  No
## 2002          Yes               No              No No internet service
## 2003           No No phone service             DSL                 Yes
## 2004          Yes               No     Fiber optic                  No
## 2005          Yes              Yes     Fiber optic                  No
## 2006          Yes              Yes     Fiber optic                  No
## 2007          Yes              Yes             DSL                  No
## 2008          Yes               No     Fiber optic                  No
## 2009          Yes              Yes     Fiber optic                  No
## 2010          Yes              Yes             DSL                 Yes
## 2011          Yes              Yes     Fiber optic                  No
## 2012          Yes              Yes             DSL                 Yes
## 2013          Yes              Yes     Fiber optic                 Yes
## 2014          Yes               No              No No internet service
## 2015          Yes               No             DSL                  No
## 2016          Yes              Yes             DSL                  No
## 2017          Yes              Yes     Fiber optic                  No
## 2018          Yes               No              No No internet service
## 2019          Yes               No             DSL                  No
## 2020          Yes              Yes     Fiber optic                  No
## 2021          Yes               No             DSL                 Yes
## 2022          Yes               No     Fiber optic                 Yes
## 2023          Yes               No     Fiber optic                  No
## 2024          Yes              Yes     Fiber optic                  No
## 2025          Yes               No     Fiber optic                  No
## 2026          Yes              Yes     Fiber optic                 Yes
## 2027          Yes              Yes     Fiber optic                  No
## 2028          Yes               No              No No internet service
## 2029          Yes               No              No No internet service
## 2030          Yes               No     Fiber optic                 Yes
## 2031          Yes              Yes             DSL                 Yes
## 2032           No No phone service             DSL                  No
## 2033          Yes               No     Fiber optic                  No
## 2034          Yes               No              No No internet service
## 2035          Yes               No             DSL                 Yes
## 2036          Yes               No             DSL                 Yes
## 2037          Yes              Yes     Fiber optic                  No
## 2038          Yes               No     Fiber optic                  No
## 2039          Yes               No     Fiber optic                  No
## 2040          Yes              Yes     Fiber optic                  No
## 2041          Yes              Yes             DSL                 Yes
## 2042          Yes               No              No No internet service
## 2043          Yes              Yes             DSL                  No
## 2044          Yes               No     Fiber optic                  No
## 2045          Yes               No              No No internet service
## 2046          Yes              Yes     Fiber optic                  No
## 2047           No No phone service             DSL                  No
## 2048          Yes               No             DSL                 Yes
## 2049          Yes               No     Fiber optic                  No
## 2050          Yes              Yes     Fiber optic                  No
## 2051           No No phone service             DSL                 Yes
## 2052          Yes               No              No No internet service
## 2053          Yes              Yes     Fiber optic                  No
## 2054          Yes              Yes     Fiber optic                  No
## 2055          Yes              Yes             DSL                  No
## 2056          Yes              Yes     Fiber optic                 Yes
## 2057          Yes              Yes     Fiber optic                  No
## 2058          Yes              Yes             DSL                 Yes
## 2059          Yes              Yes             DSL                 Yes
## 2060          Yes              Yes     Fiber optic                  No
## 2061          Yes              Yes             DSL                 Yes
## 2062          Yes               No             DSL                  No
## 2063          Yes              Yes              No No internet service
## 2064          Yes               No             DSL                 Yes
## 2065          Yes               No              No No internet service
## 2066          Yes              Yes     Fiber optic                  No
## 2067          Yes              Yes              No No internet service
## 2068          Yes              Yes     Fiber optic                  No
## 2069          Yes              Yes     Fiber optic                 Yes
## 2070          Yes               No     Fiber optic                 Yes
## 2071          Yes              Yes             DSL                 Yes
## 2072          Yes              Yes     Fiber optic                  No
## 2073          Yes               No              No No internet service
## 2074          Yes               No              No No internet service
## 2075          Yes               No     Fiber optic                 Yes
## 2076          Yes              Yes     Fiber optic                  No
## 2077          Yes               No             DSL                  No
## 2078          Yes               No     Fiber optic                  No
## 2079          Yes               No             DSL                 Yes
## 2080          Yes              Yes     Fiber optic                 Yes
## 2081          Yes              Yes             DSL                 Yes
## 2082          Yes               No     Fiber optic                  No
## 2083          Yes              Yes              No No internet service
## 2084          Yes               No              No No internet service
## 2085          Yes               No     Fiber optic                  No
## 2086          Yes              Yes     Fiber optic                  No
## 2087          Yes               No     Fiber optic                  No
## 2088           No No phone service             DSL                 Yes
## 2089          Yes              Yes             DSL                  No
## 2090           No No phone service             DSL                  No
## 2091           No No phone service             DSL                  No
## 2092          Yes               No              No No internet service
## 2093          Yes              Yes             DSL                 Yes
## 2094          Yes              Yes              No No internet service
## 2095          Yes               No              No No internet service
## 2096          Yes               No     Fiber optic                  No
## 2097          Yes               No              No No internet service
## 2098          Yes               No     Fiber optic                  No
## 2099          Yes              Yes     Fiber optic                 Yes
## 2100          Yes              Yes     Fiber optic                  No
## 2101          Yes              Yes     Fiber optic                  No
## 2102          Yes              Yes     Fiber optic                 Yes
## 2103          Yes              Yes     Fiber optic                  No
## 2104          Yes               No     Fiber optic                  No
## 2105          Yes              Yes     Fiber optic                  No
## 2106          Yes              Yes     Fiber optic                  No
## 2107          Yes               No             DSL                 Yes
## 2108          Yes              Yes     Fiber optic                  No
## 2109          Yes               No             DSL                  No
## 2110          Yes              Yes              No No internet service
## 2111          Yes               No              No No internet service
## 2112          Yes               No              No No internet service
## 2113          Yes              Yes             DSL                 Yes
## 2114          Yes              Yes     Fiber optic                  No
## 2115          Yes               No             DSL                 Yes
## 2116          Yes              Yes     Fiber optic                 Yes
## 2117          Yes              Yes             DSL                  No
## 2118           No No phone service             DSL                 Yes
## 2119          Yes               No     Fiber optic                  No
## 2120          Yes               No              No No internet service
## 2121          Yes               No              No No internet service
## 2122          Yes               No              No No internet service
## 2123          Yes              Yes             DSL                  No
## 2124          Yes              Yes     Fiber optic                  No
## 2125           No No phone service             DSL                  No
## 2126          Yes              Yes             DSL                 Yes
## 2127          Yes               No             DSL                  No
## 2128           No No phone service             DSL                 Yes
## 2129          Yes              Yes             DSL                 Yes
## 2130          Yes              Yes     Fiber optic                  No
## 2131          Yes              Yes     Fiber optic                 Yes
## 2132           No No phone service             DSL                 Yes
## 2133          Yes               No              No No internet service
## 2134          Yes               No     Fiber optic                  No
## 2135          Yes               No              No No internet service
## 2136          Yes              Yes     Fiber optic                 Yes
## 2137          Yes              Yes     Fiber optic                  No
## 2138          Yes              Yes              No No internet service
## 2139          Yes               No             DSL                 Yes
## 2140          Yes               No             DSL                  No
## 2141          Yes              Yes     Fiber optic                  No
## 2142          Yes               No              No No internet service
## 2143          Yes               No             DSL                 Yes
## 2144          Yes              Yes             DSL                  No
## 2145          Yes               No             DSL                  No
## 2146          Yes               No     Fiber optic                  No
## 2147          Yes              Yes     Fiber optic                 Yes
## 2148          Yes               No              No No internet service
## 2149          Yes               No              No No internet service
## 2150          Yes              Yes     Fiber optic                  No
## 2151          Yes              Yes     Fiber optic                  No
## 2152          Yes              Yes              No No internet service
## 2153          Yes              Yes             DSL                  No
## 2154          Yes               No     Fiber optic                  No
## 2155          Yes               No              No No internet service
## 2156          Yes              Yes     Fiber optic                  No
## 2157          Yes               No     Fiber optic                  No
## 2158          Yes              Yes     Fiber optic                  No
## 2159          Yes              Yes             DSL                 Yes
## 2160          Yes              Yes              No No internet service
## 2161          Yes               No             DSL                 Yes
## 2162          Yes               No     Fiber optic                  No
## 2163          Yes              Yes     Fiber optic                  No
## 2164          Yes              Yes     Fiber optic                  No
## 2165          Yes               No     Fiber optic                 Yes
## 2166          Yes               No              No No internet service
## 2167          Yes              Yes     Fiber optic                 Yes
## 2168          Yes              Yes     Fiber optic                  No
## 2169          Yes              Yes     Fiber optic                  No
## 2170          Yes               No             DSL                 Yes
## 2171          Yes               No             DSL                 Yes
## 2172          Yes               No             DSL                  No
## 2173          Yes               No             DSL                  No
## 2174          Yes               No     Fiber optic                  No
## 2175          Yes               No              No No internet service
## 2176          Yes               No     Fiber optic                  No
## 2177          Yes               No              No No internet service
## 2178          Yes              Yes     Fiber optic                 Yes
## 2179          Yes               No              No No internet service
## 2180          Yes               No              No No internet service
## 2181          Yes               No     Fiber optic                  No
## 2182          Yes              Yes             DSL                  No
## 2183          Yes              Yes     Fiber optic                  No
## 2184          Yes               No             DSL                  No
## 2185          Yes              Yes     Fiber optic                  No
## 2186          Yes              Yes             DSL                 Yes
## 2187          Yes               No              No No internet service
## 2188          Yes              Yes     Fiber optic                 Yes
## 2189           No No phone service             DSL                  No
## 2190          Yes              Yes              No No internet service
## 2191          Yes              Yes             DSL                  No
## 2192          Yes               No     Fiber optic                  No
## 2193          Yes               No             DSL                 Yes
## 2194          Yes               No              No No internet service
## 2195          Yes               No     Fiber optic                  No
## 2196          Yes              Yes              No No internet service
## 2197          Yes               No              No No internet service
## 2198          Yes              Yes             DSL                  No
## 2199          Yes              Yes             DSL                  No
## 2200          Yes              Yes              No No internet service
## 2201          Yes               No             DSL                  No
## 2202          Yes               No             DSL                 Yes
## 2203          Yes               No     Fiber optic                  No
## 2204          Yes              Yes     Fiber optic                 Yes
## 2205          Yes              Yes     Fiber optic                 Yes
## 2206          Yes               No     Fiber optic                  No
## 2207          Yes              Yes     Fiber optic                  No
## 2208          Yes               No     Fiber optic                  No
## 2209          Yes              Yes     Fiber optic                  No
## 2210          Yes               No              No No internet service
## 2211          Yes              Yes     Fiber optic                  No
## 2212          Yes              Yes     Fiber optic                 Yes
## 2213          Yes               No              No No internet service
## 2214          Yes              Yes              No No internet service
## 2215          Yes               No     Fiber optic                  No
## 2216           No No phone service             DSL                 Yes
## 2217          Yes              Yes     Fiber optic                 Yes
## 2218          Yes              Yes             DSL                 Yes
## 2219          Yes               No             DSL                 Yes
## 2220          Yes               No     Fiber optic                  No
## 2221          Yes               No             DSL                 Yes
## 2222          Yes               No             DSL                 Yes
## 2223          Yes              Yes     Fiber optic                  No
## 2224          Yes              Yes     Fiber optic                  No
## 2225          Yes               No     Fiber optic                  No
## 2226           No No phone service             DSL                  No
## 2227           No No phone service             DSL                 Yes
## 2228          Yes               No              No No internet service
## 2229          Yes              Yes     Fiber optic                  No
## 2230          Yes               No     Fiber optic                  No
## 2231          Yes               No              No No internet service
## 2232          Yes               No     Fiber optic                  No
## 2233          Yes               No              No No internet service
## 2234          Yes               No             DSL                 Yes
## 2235          Yes              Yes             DSL                  No
## 2236          Yes              Yes             DSL                 Yes
## 2237          Yes               No     Fiber optic                  No
## 2238           No No phone service             DSL                  No
## 2239          Yes               No     Fiber optic                  No
## 2240           No No phone service             DSL                 Yes
## 2241          Yes              Yes             DSL                 Yes
## 2242          Yes              Yes              No No internet service
## 2243          Yes              Yes              No No internet service
## 2244          Yes              Yes     Fiber optic                  No
## 2245          Yes              Yes             DSL                 Yes
## 2246          Yes              Yes     Fiber optic                  No
## 2247          Yes              Yes     Fiber optic                 Yes
## 2248          Yes               No              No No internet service
## 2249          Yes              Yes             DSL                 Yes
## 2250          Yes               No             DSL                  No
## 2251          Yes               No              No No internet service
## 2252          Yes               No             DSL                  No
## 2253          Yes               No              No No internet service
## 2254          Yes               No             DSL                 Yes
## 2255          Yes              Yes     Fiber optic                 Yes
## 2256          Yes               No             DSL                 Yes
## 2257          Yes               No             DSL                 Yes
## 2258          Yes              Yes             DSL                  No
## 2259          Yes               No             DSL                 Yes
## 2260          Yes               No              No No internet service
## 2261          Yes               No     Fiber optic                  No
## 2262          Yes              Yes             DSL                  No
## 2263          Yes               No     Fiber optic                  No
## 2264          Yes               No     Fiber optic                 Yes
## 2265          Yes              Yes     Fiber optic                 Yes
## 2266          Yes              Yes     Fiber optic                  No
## 2267          Yes               No     Fiber optic                 Yes
## 2268          Yes              Yes     Fiber optic                 Yes
## 2269          Yes               No              No No internet service
## 2270          Yes               No     Fiber optic                  No
## 2271          Yes               No     Fiber optic                  No
## 2272          Yes               No     Fiber optic                  No
## 2273          Yes               No             DSL                  No
## 2274          Yes               No              No No internet service
## 2275          Yes               No     Fiber optic                 Yes
## 2276          Yes              Yes     Fiber optic                  No
## 2277          Yes              Yes     Fiber optic                  No
## 2278          Yes              Yes     Fiber optic                  No
## 2279          Yes               No             DSL                 Yes
## 2280          Yes              Yes              No No internet service
## 2281          Yes              Yes     Fiber optic                  No
## 2282          Yes              Yes             DSL                  No
## 2283          Yes              Yes     Fiber optic                  No
## 2284          Yes               No     Fiber optic                  No
## 2285          Yes               No             DSL                 Yes
## 2286          Yes              Yes     Fiber optic                 Yes
## 2287          Yes               No             DSL                  No
## 2288          Yes              Yes     Fiber optic                  No
## 2289          Yes               No     Fiber optic                  No
## 2290          Yes              Yes     Fiber optic                 Yes
## 2291           No No phone service             DSL                  No
## 2292          Yes              Yes     Fiber optic                  No
## 2293          Yes              Yes             DSL                 Yes
## 2294          Yes              Yes             DSL                  No
## 2295          Yes              Yes     Fiber optic                  No
## 2296           No No phone service             DSL                  No
## 2297          Yes               No             DSL                  No
## 2298          Yes              Yes     Fiber optic                  No
## 2299          Yes              Yes     Fiber optic                  No
## 2300          Yes               No             DSL                 Yes
## 2301          Yes              Yes     Fiber optic                 Yes
## 2302          Yes              Yes     Fiber optic                  No
## 2303          Yes              Yes             DSL                 Yes
## 2304          Yes               No             DSL                 Yes
## 2305          Yes               No     Fiber optic                 Yes
## 2306          Yes              Yes     Fiber optic                  No
## 2307          Yes               No     Fiber optic                  No
## 2308          Yes               No             DSL                  No
## 2309          Yes               No     Fiber optic                 Yes
## 2310          Yes              Yes     Fiber optic                  No
## 2311           No No phone service             DSL                 Yes
## 2312          Yes               No     Fiber optic                 Yes
## 2313          Yes               No              No No internet service
## 2314          Yes              Yes     Fiber optic                  No
## 2315          Yes              Yes             DSL                 Yes
## 2316          Yes              Yes             DSL                  No
## 2317          Yes               No              No No internet service
## 2318          Yes              Yes              No No internet service
## 2319          Yes              Yes     Fiber optic                 Yes
## 2320          Yes               No     Fiber optic                  No
## 2321          Yes              Yes             DSL                 Yes
## 2322          Yes              Yes     Fiber optic                  No
## 2323          Yes               No              No No internet service
## 2324          Yes              Yes     Fiber optic                  No
## 2325          Yes              Yes     Fiber optic                  No
## 2326          Yes               No              No No internet service
## 2327          Yes              Yes     Fiber optic                  No
## 2328          Yes               No     Fiber optic                  No
## 2329          Yes              Yes     Fiber optic                  No
## 2330          Yes              Yes     Fiber optic                  No
## 2331          Yes              Yes             DSL                  No
## 2332          Yes              Yes              No No internet service
## 2333          Yes               No             DSL                 Yes
## 2334          Yes              Yes             DSL                 Yes
## 2335          Yes              Yes     Fiber optic                  No
## 2336          Yes               No             DSL                 Yes
## 2337          Yes               No     Fiber optic                  No
## 2338          Yes              Yes     Fiber optic                  No
## 2339          Yes               No              No No internet service
## 2340          Yes              Yes     Fiber optic                  No
## 2341           No No phone service             DSL                 Yes
## 2342          Yes              Yes     Fiber optic                 Yes
## 2343          Yes              Yes     Fiber optic                 Yes
## 2344          Yes               No             DSL                  No
## 2345           No No phone service             DSL                 Yes
## 2346          Yes               No              No No internet service
## 2347          Yes              Yes     Fiber optic                  No
## 2348          Yes              Yes              No No internet service
## 2349           No No phone service             DSL                 Yes
## 2350          Yes              Yes     Fiber optic                  No
## 2351          Yes              Yes     Fiber optic                  No
## 2352          Yes               No             DSL                 Yes
## 2353          Yes               No              No No internet service
## 2354          Yes               No     Fiber optic                  No
## 2355          Yes               No              No No internet service
## 2356          Yes               No             DSL                 Yes
## 2357          Yes               No             DSL                  No
## 2358          Yes              Yes             DSL                 Yes
## 2359          Yes               No              No No internet service
## 2360          Yes              Yes             DSL                 Yes
## 2361          Yes               No              No No internet service
## 2362          Yes               No             DSL                  No
## 2363           No No phone service             DSL                 Yes
## 2364          Yes               No             DSL                  No
## 2365          Yes              Yes     Fiber optic                  No
## 2366          Yes              Yes     Fiber optic                  No
## 2367          Yes               No     Fiber optic                  No
## 2368          Yes               No     Fiber optic                  No
## 2369          Yes              Yes     Fiber optic                 Yes
## 2370          Yes              Yes     Fiber optic                 Yes
## 2371          Yes              Yes     Fiber optic                 Yes
## 2372          Yes              Yes              No No internet service
## 2373          Yes              Yes             DSL                 Yes
## 2374          Yes               No             DSL                  No
## 2375          Yes               No              No No internet service
## 2376          Yes               No     Fiber optic                 Yes
## 2377          Yes               No             DSL                  No
## 2378          Yes               No             DSL                 Yes
## 2379          Yes               No     Fiber optic                  No
## 2380          Yes              Yes     Fiber optic                  No
## 2381          Yes              Yes     Fiber optic                  No
## 2382          Yes               No              No No internet service
## 2383           No No phone service             DSL                 Yes
## 2384           No No phone service             DSL                  No
## 2385          Yes              Yes     Fiber optic                  No
## 2386           No No phone service             DSL                  No
## 2387          Yes               No             DSL                  No
## 2388          Yes              Yes     Fiber optic                  No
## 2389          Yes               No             DSL                  No
## 2390          Yes              Yes             DSL                 Yes
## 2391          Yes               No              No No internet service
## 2392          Yes              Yes             DSL                  No
## 2393          Yes              Yes     Fiber optic                  No
## 2394          Yes              Yes     Fiber optic                 Yes
## 2395          Yes              Yes     Fiber optic                  No
## 2396          Yes              Yes     Fiber optic                  No
## 2397          Yes              Yes     Fiber optic                 Yes
## 2398          Yes               No     Fiber optic                  No
## 2399           No No phone service             DSL                  No
## 2400           No No phone service             DSL                  No
## 2401          Yes               No     Fiber optic                 Yes
## 2402          Yes               No             DSL                  No
## 2403          Yes               No              No No internet service
## 2404          Yes               No             DSL                 Yes
## 2405          Yes              Yes     Fiber optic                 Yes
## 2406          Yes               No     Fiber optic                  No
## 2407          Yes               No     Fiber optic                  No
## 2408          Yes               No     Fiber optic                  No
## 2409          Yes               No              No No internet service
## 2410           No No phone service             DSL                  No
## 2411          Yes              Yes     Fiber optic                  No
## 2412          Yes              Yes             DSL                 Yes
## 2413           No No phone service             DSL                  No
## 2414           No No phone service             DSL                 Yes
## 2415          Yes               No              No No internet service
## 2416          Yes              Yes     Fiber optic                  No
## 2417          Yes              Yes     Fiber optic                  No
## 2418           No No phone service             DSL                  No
## 2419          Yes              Yes     Fiber optic                  No
## 2420          Yes               No             DSL                  No
## 2421           No No phone service             DSL                 Yes
## 2422           No No phone service             DSL                  No
## 2423          Yes               No     Fiber optic                  No
## 2424          Yes               No              No No internet service
## 2425          Yes              Yes     Fiber optic                 Yes
## 2426          Yes               No              No No internet service
## 2427           No No phone service             DSL                  No
## 2428           No No phone service             DSL                  No
## 2429          Yes              Yes     Fiber optic                  No
## 2430          Yes               No     Fiber optic                 Yes
## 2431          Yes               No             DSL                 Yes
## 2432           No No phone service             DSL                  No
## 2433          Yes              Yes              No No internet service
## 2434           No No phone service             DSL                 Yes
## 2435          Yes               No              No No internet service
## 2436          Yes               No             DSL                  No
## 2437          Yes               No     Fiber optic                 Yes
## 2438          Yes               No             DSL                 Yes
## 2439          Yes              Yes     Fiber optic                 Yes
## 2440          Yes               No              No No internet service
## 2441          Yes               No              No No internet service
## 2442          Yes               No     Fiber optic                  No
## 2443          Yes              Yes     Fiber optic                  No
## 2444          Yes              Yes     Fiber optic                 Yes
## 2445          Yes              Yes     Fiber optic                  No
## 2446          Yes               No     Fiber optic                 Yes
## 2447          Yes              Yes     Fiber optic                  No
## 2448          Yes               No     Fiber optic                  No
## 2449          Yes              Yes     Fiber optic                  No
## 2450          Yes               No             DSL                  No
## 2451          Yes              Yes     Fiber optic                 Yes
## 2452          Yes              Yes     Fiber optic                 Yes
## 2453          Yes              Yes     Fiber optic                  No
## 2454          Yes              Yes     Fiber optic                  No
## 2455          Yes              Yes              No No internet service
## 2456          Yes               No     Fiber optic                  No
## 2457          Yes              Yes              No No internet service
## 2458          Yes               No     Fiber optic                  No
## 2459          Yes              Yes     Fiber optic                 Yes
## 2460          Yes               No              No No internet service
## 2461          Yes               No              No No internet service
## 2462          Yes               No              No No internet service
## 2463          Yes               No             DSL                 Yes
## 2464          Yes              Yes     Fiber optic                  No
## 2465          Yes              Yes     Fiber optic                  No
## 2466           No No phone service             DSL                  No
## 2467          Yes               No              No No internet service
## 2468          Yes              Yes     Fiber optic                  No
## 2469           No No phone service             DSL                  No
## 2470          Yes               No              No No internet service
## 2471          Yes              Yes              No No internet service
## 2472          Yes              Yes     Fiber optic                  No
## 2473          Yes              Yes             DSL                 Yes
## 2474          Yes               No              No No internet service
## 2475          Yes              Yes     Fiber optic                  No
## 2476          Yes               No     Fiber optic                 Yes
## 2477          Yes               No             DSL                 Yes
## 2478          Yes               No     Fiber optic                 Yes
## 2479          Yes               No             DSL                  No
## 2480          Yes              Yes             DSL                 Yes
## 2481          Yes              Yes     Fiber optic                  No
## 2482          Yes              Yes              No No internet service
## 2483          Yes               No             DSL                  No
## 2484          Yes              Yes     Fiber optic                 Yes
## 2485          Yes               No              No No internet service
## 2486          Yes              Yes     Fiber optic                  No
## 2487          Yes              Yes     Fiber optic                  No
## 2488          Yes               No             DSL                 Yes
## 2489          Yes               No             DSL                  No
## 2490          Yes              Yes             DSL                 Yes
## 2491          Yes              Yes     Fiber optic                  No
## 2492          Yes               No              No No internet service
## 2493           No No phone service             DSL                 Yes
## 2494          Yes              Yes     Fiber optic                  No
## 2495          Yes              Yes     Fiber optic                  No
## 2496          Yes               No              No No internet service
## 2497          Yes               No              No No internet service
## 2498          Yes               No              No No internet service
## 2499          Yes               No             DSL                  No
## 2500          Yes               No             DSL                 Yes
## 2501          Yes               No             DSL                 Yes
## 2502          Yes               No              No No internet service
## 2503          Yes              Yes              No No internet service
## 2504          Yes               No              No No internet service
## 2505          Yes               No     Fiber optic                 Yes
## 2506          Yes               No              No No internet service
## 2507          Yes              Yes              No No internet service
## 2508          Yes              Yes              No No internet service
## 2509          Yes              Yes     Fiber optic                  No
## 2510          Yes              Yes              No No internet service
## 2511          Yes              Yes     Fiber optic                  No
## 2512          Yes               No     Fiber optic                 Yes
## 2513          Yes               No             DSL                 Yes
## 2514          Yes               No              No No internet service
## 2515          Yes              Yes     Fiber optic                  No
## 2516          Yes              Yes     Fiber optic                 Yes
## 2517          Yes              Yes     Fiber optic                  No
## 2518          Yes               No     Fiber optic                  No
## 2519          Yes              Yes     Fiber optic                  No
## 2520          Yes              Yes     Fiber optic                  No
## 2521          Yes               No             DSL                 Yes
## 2522          Yes              Yes     Fiber optic                  No
## 2523          Yes              Yes             DSL                  No
## 2524          Yes               No              No No internet service
## 2525          Yes               No              No No internet service
## 2526          Yes              Yes     Fiber optic                 Yes
## 2527          Yes               No              No No internet service
## 2528          Yes              Yes     Fiber optic                  No
## 2529          Yes               No     Fiber optic                  No
## 2530          Yes               No             DSL                 Yes
## 2531          Yes               No     Fiber optic                  No
## 2532          Yes              Yes              No No internet service
## 2533          Yes               No     Fiber optic                  No
## 2534           No No phone service             DSL                 Yes
## 2535          Yes              Yes     Fiber optic                 Yes
## 2536          Yes              Yes             DSL                 Yes
## 2537          Yes              Yes              No No internet service
## 2538          Yes              Yes     Fiber optic                 Yes
## 2539           No No phone service             DSL                  No
## 2540          Yes              Yes              No No internet service
## 2541          Yes              Yes     Fiber optic                 Yes
## 2542           No No phone service             DSL                 Yes
## 2543          Yes               No             DSL                  No
## 2544          Yes              Yes     Fiber optic                 Yes
## 2545          Yes              Yes             DSL                 Yes
## 2546          Yes               No             DSL                 Yes
## 2547          Yes               No             DSL                 Yes
## 2548           No No phone service             DSL                 Yes
## 2549          Yes               No     Fiber optic                  No
## 2550          Yes               No              No No internet service
## 2551          Yes               No              No No internet service
## 2552          Yes               No              No No internet service
## 2553          Yes              Yes              No No internet service
## 2554          Yes               No              No No internet service
## 2555          Yes               No             DSL                  No
## 2556          Yes               No             DSL                 Yes
## 2557          Yes              Yes     Fiber optic                 Yes
## 2558          Yes               No             DSL                  No
## 2559          Yes               No              No No internet service
## 2560          Yes              Yes     Fiber optic                 Yes
## 2561          Yes              Yes     Fiber optic                 Yes
## 2562          Yes              Yes     Fiber optic                 Yes
## 2563           No No phone service             DSL                  No
## 2564          Yes              Yes     Fiber optic                  No
## 2565          Yes              Yes             DSL                  No
## 2566          Yes              Yes              No No internet service
## 2567          Yes              Yes             DSL                 Yes
## 2568          Yes              Yes     Fiber optic                  No
## 2569          Yes               No              No No internet service
## 2570          Yes              Yes              No No internet service
## 2571          Yes              Yes     Fiber optic                  No
## 2572          Yes               No     Fiber optic                  No
## 2573          Yes              Yes              No No internet service
## 2574          Yes               No             DSL                  No
## 2575          Yes              Yes     Fiber optic                  No
## 2576          Yes               No              No No internet service
## 2577          Yes               No     Fiber optic                  No
## 2578          Yes              Yes     Fiber optic                  No
## 2579          Yes               No     Fiber optic                  No
## 2580          Yes               No              No No internet service
## 2581          Yes              Yes     Fiber optic                  No
## 2582          Yes               No              No No internet service
## 2583          Yes              Yes     Fiber optic                  No
## 2584          Yes               No             DSL                 Yes
## 2585          Yes               No             DSL                 Yes
## 2586          Yes               No              No No internet service
## 2587          Yes               No              No No internet service
## 2588          Yes               No              No No internet service
## 2589          Yes               No             DSL                  No
## 2590          Yes              Yes     Fiber optic                  No
## 2591          Yes               No     Fiber optic                  No
## 2592          Yes              Yes     Fiber optic                  No
## 2593          Yes               No              No No internet service
## 2594          Yes               No              No No internet service
## 2595          Yes              Yes     Fiber optic                  No
## 2596          Yes              Yes             DSL                  No
## 2597          Yes               No             DSL                  No
## 2598          Yes              Yes     Fiber optic                 Yes
## 2599          Yes               No     Fiber optic                  No
## 2600          Yes               No             DSL                 Yes
## 2601          Yes               No     Fiber optic                  No
## 2602          Yes              Yes     Fiber optic                  No
## 2603          Yes              Yes     Fiber optic                  No
## 2604          Yes              Yes     Fiber optic                 Yes
## 2605          Yes              Yes     Fiber optic                  No
## 2606          Yes               No              No No internet service
## 2607          Yes              Yes     Fiber optic                 Yes
## 2608          Yes               No     Fiber optic                  No
## 2609           No No phone service             DSL                 Yes
## 2610          Yes              Yes     Fiber optic                  No
## 2611           No No phone service             DSL                  No
## 2612          Yes               No     Fiber optic                  No
## 2613          Yes              Yes             DSL                  No
## 2614          Yes              Yes     Fiber optic                  No
## 2615          Yes              Yes     Fiber optic                 Yes
## 2616          Yes              Yes             DSL                 Yes
## 2617          Yes               No             DSL                  No
## 2618          Yes               No              No No internet service
## 2619          Yes               No              No No internet service
## 2620          Yes              Yes     Fiber optic                  No
## 2621          Yes               No             DSL                 Yes
## 2622          Yes               No             DSL                  No
## 2623          Yes              Yes             DSL                  No
## 2624          Yes              Yes     Fiber optic                 Yes
## 2625          Yes              Yes             DSL                  No
## 2626          Yes              Yes     Fiber optic                 Yes
## 2627           No No phone service             DSL                 Yes
## 2628          Yes              Yes              No No internet service
## 2629          Yes               No     Fiber optic                 Yes
## 2630          Yes               No     Fiber optic                  No
## 2631          Yes              Yes     Fiber optic                 Yes
## 2632          Yes              Yes     Fiber optic                  No
## 2633          Yes               No             DSL                  No
## 2634          Yes              Yes     Fiber optic                 Yes
## 2635          Yes               No     Fiber optic                  No
## 2636          Yes              Yes              No No internet service
## 2637          Yes              Yes     Fiber optic                 Yes
## 2638           No No phone service             DSL                 Yes
## 2639          Yes               No     Fiber optic                  No
## 2640          Yes              Yes             DSL                 Yes
## 2641          Yes               No     Fiber optic                  No
## 2642          Yes               No             DSL                 Yes
## 2643          Yes               No     Fiber optic                  No
## 2644          Yes              Yes     Fiber optic                  No
## 2645           No No phone service             DSL                  No
## 2646          Yes               No              No No internet service
## 2647          Yes               No             DSL                  No
## 2648          Yes               No              No No internet service
## 2649          Yes              Yes             DSL                 Yes
## 2650          Yes              Yes              No No internet service
## 2651          Yes              Yes     Fiber optic                 Yes
## 2652          Yes               No     Fiber optic                  No
## 2653          Yes               No             DSL                  No
## 2654          Yes               No             DSL                 Yes
## 2655          Yes               No     Fiber optic                  No
## 2656          Yes              Yes     Fiber optic                  No
## 2657          Yes               No             DSL                  No
## 2658          Yes              Yes             DSL                 Yes
## 2659          Yes               No              No No internet service
## 2660          Yes              Yes             DSL                 Yes
## 2661          Yes               No             DSL                 Yes
## 2662           No No phone service             DSL                 Yes
## 2663           No No phone service             DSL                  No
## 2664          Yes              Yes     Fiber optic                 Yes
## 2665          Yes              Yes     Fiber optic                 Yes
## 2666          Yes               No     Fiber optic                 Yes
## 2667          Yes               No             DSL                  No
## 2668          Yes              Yes     Fiber optic                 Yes
## 2669          Yes               No              No No internet service
## 2670          Yes              Yes     Fiber optic                 Yes
## 2671          Yes              Yes     Fiber optic                 Yes
## 2672          Yes              Yes     Fiber optic                  No
## 2673          Yes               No              No No internet service
## 2674          Yes              Yes     Fiber optic                 Yes
## 2675          Yes               No              No No internet service
## 2676          Yes               No              No No internet service
## 2677          Yes               No              No No internet service
## 2678          Yes               No     Fiber optic                  No
## 2679          Yes               No              No No internet service
## 2680          Yes              Yes     Fiber optic                  No
## 2681          Yes               No             DSL                 Yes
## 2682           No No phone service             DSL                 Yes
## 2683          Yes              Yes             DSL                  No
## 2684          Yes              Yes     Fiber optic                 Yes
## 2685          Yes              Yes     Fiber optic                  No
## 2686          Yes              Yes     Fiber optic                 Yes
## 2687          Yes              Yes     Fiber optic                  No
## 2688          Yes               No     Fiber optic                  No
## 2689          Yes              Yes     Fiber optic                  No
## 2690          Yes              Yes     Fiber optic                 Yes
## 2691          Yes               No     Fiber optic                  No
## 2692          Yes               No             DSL                 Yes
## 2693          Yes               No             DSL                 Yes
## 2694          Yes               No              No No internet service
## 2695          Yes               No              No No internet service
## 2696          Yes              Yes             DSL                 Yes
## 2697           No No phone service             DSL                 Yes
## 2698          Yes              Yes             DSL                 Yes
## 2699          Yes               No              No No internet service
## 2700          Yes              Yes     Fiber optic                  No
## 2701           No No phone service             DSL                  No
## 2702          Yes               No              No No internet service
## 2703          Yes               No             DSL                  No
## 2704          Yes              Yes             DSL                  No
## 2705          Yes               No             DSL                  No
## 2706          Yes              Yes              No No internet service
## 2707          Yes               No     Fiber optic                  No
## 2708          Yes               No     Fiber optic                  No
## 2709          Yes              Yes     Fiber optic                 Yes
## 2710           No No phone service             DSL                  No
## 2711          Yes               No              No No internet service
## 2712          Yes               No     Fiber optic                  No
## 2713           No No phone service             DSL                 Yes
## 2714          Yes               No              No No internet service
## 2715          Yes              Yes     Fiber optic                  No
## 2716          Yes              Yes              No No internet service
## 2717          Yes               No             DSL                  No
## 2718          Yes              Yes             DSL                 Yes
## 2719           No No phone service             DSL                 Yes
## 2720          Yes               No             DSL                 Yes
## 2721          Yes              Yes             DSL                  No
## 2722          Yes               No     Fiber optic                  No
## 2723          Yes               No              No No internet service
## 2724          Yes               No              No No internet service
## 2725          Yes               No              No No internet service
## 2726           No No phone service             DSL                  No
## 2727          Yes               No              No No internet service
## 2728          Yes              Yes     Fiber optic                  No
## 2729           No No phone service             DSL                 Yes
## 2730          Yes              Yes     Fiber optic                  No
## 2731          Yes              Yes     Fiber optic                  No
## 2732          Yes              Yes     Fiber optic                 Yes
## 2733          Yes               No              No No internet service
## 2734          Yes               No             DSL                  No
## 2735          Yes               No              No No internet service
## 2736          Yes              Yes     Fiber optic                  No
## 2737          Yes              Yes     Fiber optic                  No
## 2738          Yes              Yes     Fiber optic                  No
## 2739          Yes               No             DSL                 Yes
## 2740          Yes              Yes     Fiber optic                  No
## 2741          Yes               No             DSL                  No
## 2742          Yes               No     Fiber optic                  No
## 2743          Yes              Yes             DSL                 Yes
## 2744          Yes               No     Fiber optic                 Yes
## 2745          Yes               No     Fiber optic                  No
## 2746          Yes              Yes     Fiber optic                  No
## 2747          Yes               No              No No internet service
## 2748          Yes               No              No No internet service
## 2749           No No phone service             DSL                  No
## 2750          Yes              Yes             DSL                  No
## 2751          Yes               No              No No internet service
## 2752           No No phone service             DSL                  No
## 2753           No No phone service             DSL                 Yes
## 2754          Yes              Yes     Fiber optic                  No
## 2755           No No phone service             DSL                 Yes
## 2756          Yes               No              No No internet service
## 2757          Yes               No              No No internet service
## 2758          Yes              Yes     Fiber optic                 Yes
## 2759          Yes               No              No No internet service
## 2760          Yes               No              No No internet service
## 2761          Yes               No              No No internet service
## 2762           No No phone service             DSL                  No
## 2763          Yes               No     Fiber optic                  No
## 2764          Yes               No     Fiber optic                 Yes
## 2765          Yes              Yes             DSL                 Yes
## 2766          Yes               No     Fiber optic                  No
## 2767          Yes              Yes     Fiber optic                 Yes
## 2768          Yes              Yes     Fiber optic                  No
## 2769          Yes               No              No No internet service
## 2770          Yes               No              No No internet service
## 2771          Yes              Yes     Fiber optic                  No
## 2772          Yes               No             DSL                 Yes
## 2773          Yes              Yes             DSL                 Yes
## 2774           No No phone service             DSL                  No
## 2775          Yes               No             DSL                  No
## 2776          Yes              Yes             DSL                 Yes
## 2777          Yes               No     Fiber optic                  No
## 2778          Yes               No              No No internet service
## 2779          Yes               No     Fiber optic                  No
## 2780          Yes              Yes     Fiber optic                  No
## 2781          Yes               No             DSL                 Yes
## 2782           No No phone service             DSL                  No
## 2783          Yes              Yes             DSL                 Yes
## 2784          Yes              Yes     Fiber optic                 Yes
## 2785          Yes               No     Fiber optic                  No
## 2786          Yes              Yes     Fiber optic                  No
## 2787          Yes               No             DSL                 Yes
## 2788          Yes              Yes              No No internet service
## 2789          Yes              Yes     Fiber optic                 Yes
## 2790          Yes              Yes     Fiber optic                  No
## 2791          Yes              Yes     Fiber optic                 Yes
## 2792          Yes               No             DSL                 Yes
## 2793          Yes               No             DSL                  No
## 2794          Yes              Yes     Fiber optic                 Yes
## 2795          Yes               No             DSL                 Yes
## 2796          Yes              Yes     Fiber optic                  No
## 2797          Yes              Yes     Fiber optic                 Yes
## 2798          Yes              Yes     Fiber optic                  No
## 2799          Yes               No     Fiber optic                  No
## 2800          Yes               No              No No internet service
## 2801          Yes               No              No No internet service
## 2802          Yes              Yes     Fiber optic                  No
## 2803          Yes              Yes     Fiber optic                  No
## 2804          Yes               No              No No internet service
## 2805           No No phone service             DSL                  No
## 2806          Yes               No             DSL                 Yes
## 2807          Yes              Yes             DSL                 Yes
## 2808          Yes               No              No No internet service
## 2809          Yes               No     Fiber optic                 Yes
## 2810           No No phone service             DSL                  No
## 2811          Yes              Yes     Fiber optic                  No
## 2812          Yes               No              No No internet service
## 2813          Yes              Yes     Fiber optic                  No
## 2814          Yes              Yes              No No internet service
## 2815           No No phone service             DSL                 Yes
## 2816          Yes               No     Fiber optic                  No
## 2817          Yes              Yes     Fiber optic                 Yes
## 2818          Yes               No              No No internet service
## 2819          Yes               No     Fiber optic                 Yes
## 2820          Yes               No             DSL                 Yes
## 2821          Yes              Yes              No No internet service
## 2822          Yes              Yes     Fiber optic                  No
## 2823          Yes              Yes             DSL                 Yes
## 2824          Yes               No              No No internet service
## 2825          Yes               No              No No internet service
## 2826          Yes              Yes              No No internet service
## 2827          Yes               No             DSL                  No
## 2828          Yes               No             DSL                  No
## 2829          Yes               No              No No internet service
## 2830          Yes               No     Fiber optic                  No
## 2831          Yes               No             DSL                 Yes
## 2832          Yes              Yes     Fiber optic                  No
## 2833          Yes              Yes             DSL                  No
## 2834          Yes               No             DSL                 Yes
## 2835          Yes               No              No No internet service
## 2836          Yes              Yes             DSL                 Yes
## 2837          Yes              Yes     Fiber optic                  No
## 2838          Yes               No              No No internet service
## 2839          Yes               No              No No internet service
## 2840          Yes               No              No No internet service
## 2841          Yes               No     Fiber optic                 Yes
## 2842           No No phone service             DSL                  No
## 2843           No No phone service             DSL                 Yes
## 2844          Yes               No              No No internet service
## 2845          Yes              Yes     Fiber optic                 Yes
## 2846          Yes               No     Fiber optic                  No
## 2847          Yes               No             DSL                 Yes
## 2848          Yes              Yes     Fiber optic                  No
## 2849          Yes               No             DSL                 Yes
## 2850          Yes               No              No No internet service
## 2851          Yes              Yes     Fiber optic                  No
## 2852          Yes              Yes             DSL                 Yes
## 2853          Yes               No             DSL                 Yes
## 2854          Yes              Yes     Fiber optic                  No
## 2855          Yes              Yes             DSL                 Yes
## 2856          Yes               No              No No internet service
## 2857          Yes              Yes             DSL                  No
## 2858          Yes               No             DSL                  No
## 2859          Yes               No              No No internet service
## 2860          Yes              Yes             DSL                 Yes
## 2861          Yes              Yes     Fiber optic                  No
## 2862          Yes               No     Fiber optic                  No
## 2863          Yes               No     Fiber optic                  No
## 2864          Yes               No             DSL                  No
## 2865          Yes               No             DSL                  No
## 2866          Yes              Yes     Fiber optic                 Yes
## 2867          Yes               No     Fiber optic                  No
## 2868          Yes               No              No No internet service
## 2869          Yes               No     Fiber optic                  No
## 2870          Yes               No     Fiber optic                  No
## 2871          Yes              Yes     Fiber optic                  No
## 2872          Yes              Yes     Fiber optic                  No
## 2873          Yes              Yes              No No internet service
## 2874          Yes              Yes     Fiber optic                  No
## 2875          Yes               No              No No internet service
## 2876          Yes              Yes     Fiber optic                  No
## 2877          Yes               No              No No internet service
## 2878          Yes              Yes     Fiber optic                  No
## 2879          Yes               No     Fiber optic                  No
## 2880          Yes              Yes     Fiber optic                  No
## 2881          Yes               No     Fiber optic                  No
## 2882          Yes               No             DSL                 Yes
## 2883          Yes               No             DSL                  No
## 2884          Yes              Yes              No No internet service
## 2885          Yes              Yes             DSL                 Yes
## 2886          Yes              Yes     Fiber optic                 Yes
## 2887          Yes               No     Fiber optic                 Yes
## 2888          Yes               No             DSL                  No
## 2889          Yes               No     Fiber optic                  No
## 2890           No No phone service             DSL                 Yes
## 2891          Yes               No     Fiber optic                  No
## 2892          Yes               No     Fiber optic                  No
## 2893          Yes               No              No No internet service
## 2894          Yes              Yes             DSL                 Yes
## 2895          Yes               No             DSL                 Yes
## 2896          Yes               No              No No internet service
## 2897          Yes               No              No No internet service
## 2898          Yes              Yes              No No internet service
## 2899           No No phone service             DSL                 Yes
## 2900           No No phone service             DSL                 Yes
## 2901          Yes               No     Fiber optic                  No
## 2902          Yes              Yes     Fiber optic                 Yes
## 2903          Yes               No     Fiber optic                 Yes
## 2904           No No phone service             DSL                  No
## 2905          Yes               No     Fiber optic                  No
## 2906          Yes               No     Fiber optic                  No
## 2907          Yes               No             DSL                  No
## 2908          Yes               No     Fiber optic                  No
## 2909          Yes              Yes     Fiber optic                 Yes
## 2910          Yes               No             DSL                  No
## 2911          Yes              Yes              No No internet service
## 2912          Yes               No     Fiber optic                  No
## 2913          Yes              Yes     Fiber optic                  No
## 2914           No No phone service             DSL                 Yes
## 2915          Yes               No             DSL                  No
## 2916           No No phone service             DSL                 Yes
## 2917           No No phone service             DSL                 Yes
## 2918          Yes               No              No No internet service
## 2919           No No phone service             DSL                  No
## 2920           No No phone service             DSL                  No
## 2921          Yes               No             DSL                 Yes
## 2922          Yes              Yes     Fiber optic                  No
## 2923          Yes               No     Fiber optic                 Yes
## 2924          Yes               No     Fiber optic                 Yes
## 2925          Yes               No     Fiber optic                  No
## 2926          Yes               No     Fiber optic                  No
## 2927          Yes              Yes     Fiber optic                 Yes
## 2928          Yes               No     Fiber optic                  No
## 2929          Yes               No     Fiber optic                 Yes
## 2930           No No phone service             DSL                 Yes
## 2931          Yes              Yes              No No internet service
## 2932          Yes              Yes     Fiber optic                  No
## 2933          Yes              Yes     Fiber optic                  No
## 2934          Yes              Yes              No No internet service
## 2935          Yes               No              No No internet service
## 2936          Yes               No             DSL                 Yes
## 2937          Yes              Yes     Fiber optic                  No
## 2938          Yes              Yes     Fiber optic                  No
## 2939          Yes              Yes     Fiber optic                  No
## 2940          Yes               No     Fiber optic                  No
## 2941           No No phone service             DSL                  No
## 2942          Yes              Yes     Fiber optic                 Yes
## 2943          Yes               No              No No internet service
## 2944          Yes              Yes              No No internet service
## 2945           No No phone service             DSL                 Yes
## 2946          Yes               No     Fiber optic                 Yes
## 2947          Yes              Yes     Fiber optic                  No
## 2948          Yes               No     Fiber optic                  No
## 2949          Yes              Yes     Fiber optic                  No
## 2950          Yes               No             DSL                 Yes
## 2951          Yes               No              No No internet service
## 2952          Yes               No             DSL                 Yes
## 2953          Yes               No              No No internet service
## 2954          Yes              Yes     Fiber optic                  No
## 2955          Yes              Yes     Fiber optic                  No
## 2956          Yes              Yes     Fiber optic                  No
## 2957          Yes               No     Fiber optic                  No
## 2958          Yes              Yes     Fiber optic                  No
## 2959          Yes               No              No No internet service
## 2960          Yes              Yes     Fiber optic                 Yes
## 2961          Yes              Yes     Fiber optic                 Yes
## 2962          Yes               No             DSL                  No
## 2963           No No phone service             DSL                  No
## 2964          Yes              Yes              No No internet service
## 2965          Yes              Yes             DSL                 Yes
## 2966          Yes              Yes     Fiber optic                  No
## 2967           No No phone service             DSL                  No
## 2968          Yes              Yes     Fiber optic                 Yes
## 2969          Yes               No     Fiber optic                  No
## 2970          Yes              Yes     Fiber optic                 Yes
## 2971          Yes               No     Fiber optic                  No
## 2972          Yes              Yes             DSL                 Yes
## 2973           No No phone service             DSL                 Yes
## 2974          Yes               No     Fiber optic                  No
## 2975          Yes              Yes     Fiber optic                 Yes
## 2976          Yes               No             DSL                  No
## 2977          Yes              Yes              No No internet service
## 2978          Yes               No              No No internet service
## 2979          Yes               No     Fiber optic                  No
## 2980          Yes               No             DSL                  No
## 2981          Yes              Yes              No No internet service
## 2982          Yes               No              No No internet service
## 2983          Yes               No              No No internet service
## 2984          Yes              Yes             DSL                 Yes
## 2985          Yes              Yes              No No internet service
## 2986          Yes              Yes     Fiber optic                 Yes
## 2987          Yes               No     Fiber optic                  No
## 2988          Yes               No              No No internet service
## 2989          Yes              Yes     Fiber optic                 Yes
## 2990          Yes               No              No No internet service
## 2991           No No phone service             DSL                  No
## 2992          Yes               No     Fiber optic                  No
## 2993           No No phone service             DSL                  No
## 2994          Yes               No              No No internet service
## 2995           No No phone service             DSL                 Yes
## 2996           No No phone service             DSL                  No
## 2997          Yes              Yes             DSL                 Yes
## 2998          Yes              Yes     Fiber optic                  No
## 2999          Yes               No     Fiber optic                  No
## 3000          Yes               No              No No internet service
## 3001          Yes              Yes     Fiber optic                  No
## 3002          Yes               No              No No internet service
## 3003          Yes               No             DSL                 Yes
## 3004          Yes              Yes     Fiber optic                  No
## 3005          Yes               No     Fiber optic                  No
## 3006          Yes               No              No No internet service
## 3007          Yes              Yes     Fiber optic                  No
## 3008          Yes               No     Fiber optic                  No
## 3009          Yes               No              No No internet service
## 3010          Yes              Yes              No No internet service
## 3011          Yes              Yes     Fiber optic                 Yes
## 3012          Yes               No              No No internet service
## 3013          Yes              Yes             DSL                 Yes
## 3014          Yes              Yes             DSL                  No
## 3015          Yes              Yes     Fiber optic                  No
## 3016          Yes               No             DSL                 Yes
## 3017          Yes               No             DSL                  No
## 3018          Yes               No             DSL                 Yes
## 3019          Yes              Yes              No No internet service
## 3020          Yes               No             DSL                  No
## 3021           No No phone service             DSL                 Yes
## 3022          Yes               No              No No internet service
## 3023          Yes               No              No No internet service
## 3024          Yes              Yes             DSL                 Yes
## 3025          Yes               No              No No internet service
## 3026          Yes              Yes              No No internet service
## 3027          Yes              Yes     Fiber optic                  No
## 3028          Yes               No              No No internet service
## 3029           No No phone service             DSL                 Yes
## 3030          Yes              Yes             DSL                  No
## 3031          Yes               No     Fiber optic                  No
## 3032          Yes               No     Fiber optic                  No
## 3033          Yes               No              No No internet service
## 3034          Yes              Yes     Fiber optic                 Yes
## 3035          Yes              Yes     Fiber optic                  No
## 3036          Yes               No     Fiber optic                  No
## 3037           No No phone service             DSL                 Yes
## 3038          Yes               No              No No internet service
## 3039          Yes              Yes     Fiber optic                 Yes
## 3040           No No phone service             DSL                 Yes
## 3041          Yes              Yes     Fiber optic                  No
## 3042          Yes               No             DSL                  No
## 3043           No No phone service             DSL                  No
## 3044           No No phone service             DSL                  No
## 3045          Yes               No             DSL                  No
## 3046          Yes               No             DSL                  No
## 3047          Yes              Yes     Fiber optic                  No
## 3048          Yes               No     Fiber optic                  No
## 3049          Yes               No             DSL                  No
## 3050          Yes               No              No No internet service
## 3051          Yes               No     Fiber optic                  No
## 3052          Yes              Yes             DSL                 Yes
## 3053          Yes              Yes             DSL                 Yes
## 3054          Yes              Yes     Fiber optic                  No
## 3055          Yes              Yes     Fiber optic                  No
## 3056          Yes              Yes     Fiber optic                  No
## 3057          Yes              Yes             DSL                 Yes
## 3058          Yes               No              No No internet service
## 3059          Yes              Yes             DSL                  No
## 3060          Yes              Yes              No No internet service
## 3061           No No phone service             DSL                  No
## 3062          Yes              Yes     Fiber optic                  No
## 3063           No No phone service             DSL                  No
## 3064          Yes              Yes     Fiber optic                  No
## 3065          Yes               No     Fiber optic                  No
## 3066          Yes               No             DSL                  No
## 3067          Yes              Yes     Fiber optic                  No
## 3068          Yes               No     Fiber optic                  No
## 3069          Yes              Yes     Fiber optic                 Yes
## 3070          Yes               No              No No internet service
## 3071           No No phone service             DSL                 Yes
## 3072          Yes              Yes             DSL                 Yes
## 3073          Yes              Yes             DSL                 Yes
## 3074           No No phone service             DSL                 Yes
## 3075          Yes              Yes             DSL                 Yes
## 3076          Yes              Yes     Fiber optic                  No
## 3077          Yes               No             DSL                 Yes
## 3078          Yes               No             DSL                 Yes
## 3079          Yes              Yes     Fiber optic                  No
## 3080          Yes               No             DSL                  No
## 3081           No No phone service             DSL                  No
## 3082          Yes               No     Fiber optic                  No
## 3083          Yes              Yes             DSL                 Yes
## 3084          Yes              Yes              No No internet service
## 3085          Yes               No              No No internet service
## 3086          Yes              Yes     Fiber optic                  No
## 3087          Yes              Yes     Fiber optic                  No
## 3088          Yes              Yes     Fiber optic                  No
## 3089          Yes               No             DSL                 Yes
## 3090          Yes               No             DSL                 Yes
## 3091          Yes               No             DSL                  No
## 3092          Yes               No              No No internet service
## 3093           No No phone service             DSL                  No
## 3094          Yes               No             DSL                  No
## 3095          Yes               No             DSL                  No
## 3096          Yes               No     Fiber optic                  No
## 3097           No No phone service             DSL                  No
## 3098          Yes               No              No No internet service
## 3099          Yes               No     Fiber optic                  No
## 3100          Yes               No              No No internet service
## 3101          Yes              Yes     Fiber optic                  No
## 3102          Yes              Yes     Fiber optic                 Yes
## 3103          Yes               No             DSL                 Yes
## 3104          Yes               No              No No internet service
## 3105          Yes              Yes     Fiber optic                  No
## 3106          Yes               No             DSL                  No
## 3107          Yes               No              No No internet service
## 3108          Yes              Yes     Fiber optic                 Yes
## 3109          Yes               No     Fiber optic                 Yes
## 3110          Yes              Yes              No No internet service
## 3111          Yes               No              No No internet service
## 3112          Yes              Yes     Fiber optic                  No
## 3113          Yes              Yes     Fiber optic                 Yes
## 3114          Yes              Yes     Fiber optic                  No
## 3115          Yes               No             DSL                  No
## 3116          Yes              Yes     Fiber optic                  No
## 3117          Yes               No     Fiber optic                  No
## 3118          Yes              Yes     Fiber optic                  No
## 3119          Yes               No              No No internet service
## 3120          Yes              Yes     Fiber optic                  No
## 3121          Yes              Yes              No No internet service
## 3122          Yes               No             DSL                  No
## 3123          Yes               No              No No internet service
## 3124          Yes               No     Fiber optic                  No
## 3125          Yes               No             DSL                 Yes
## 3126          Yes               No              No No internet service
## 3127           No No phone service             DSL                 Yes
## 3128           No No phone service             DSL                  No
## 3129          Yes               No              No No internet service
## 3130          Yes              Yes     Fiber optic                  No
## 3131          Yes               No             DSL                 Yes
## 3132          Yes              Yes             DSL                 Yes
## 3133          Yes               No     Fiber optic                  No
## 3134           No No phone service             DSL                  No
## 3135          Yes               No              No No internet service
## 3136          Yes              Yes     Fiber optic                  No
## 3137          Yes               No     Fiber optic                  No
## 3138          Yes              Yes     Fiber optic                  No
## 3139          Yes               No             DSL                  No
## 3140           No No phone service             DSL                  No
## 3141          Yes               No     Fiber optic                  No
## 3142          Yes               No     Fiber optic                  No
## 3143          Yes               No              No No internet service
## 3144          Yes              Yes             DSL                  No
## 3145          Yes               No              No No internet service
## 3146          Yes               No     Fiber optic                  No
## 3147          Yes               No     Fiber optic                  No
## 3148          Yes               No     Fiber optic                 Yes
## 3149          Yes               No     Fiber optic                 Yes
## 3150          Yes               No             DSL                  No
## 3151           No No phone service             DSL                  No
## 3152          Yes               No     Fiber optic                 Yes
## 3153          Yes               No     Fiber optic                 Yes
## 3154          Yes              Yes             DSL                 Yes
## 3155          Yes               No     Fiber optic                  No
## 3156          Yes               No              No No internet service
## 3157          Yes               No              No No internet service
## 3158          Yes               No             DSL                  No
## 3159          Yes               No             DSL                  No
## 3160          Yes              Yes     Fiber optic                  No
## 3161           No No phone service             DSL                 Yes
## 3162          Yes               No              No No internet service
## 3163          Yes              Yes             DSL                  No
## 3164          Yes              Yes     Fiber optic                  No
## 3165          Yes               No     Fiber optic                  No
## 3166          Yes               No              No No internet service
## 3167          Yes               No             DSL                  No
## 3168          Yes               No             DSL                 Yes
## 3169          Yes               No              No No internet service
## 3170          Yes               No             DSL                  No
## 3171          Yes              Yes     Fiber optic                  No
## 3172          Yes               No              No No internet service
## 3173          Yes               No     Fiber optic                  No
## 3174          Yes               No              No No internet service
## 3175           No No phone service             DSL                  No
## 3176          Yes               No     Fiber optic                  No
## 3177          Yes              Yes              No No internet service
## 3178           No No phone service             DSL                 Yes
## 3179          Yes               No     Fiber optic                 Yes
## 3180          Yes               No              No No internet service
## 3181          Yes               No              No No internet service
## 3182          Yes              Yes             DSL                 Yes
## 3183          Yes               No     Fiber optic                  No
## 3184           No No phone service             DSL                  No
## 3185          Yes              Yes             DSL                  No
## 3186           No No phone service             DSL                  No
## 3187          Yes               No              No No internet service
## 3188          Yes               No     Fiber optic                  No
## 3189          Yes               No             DSL                 Yes
## 3190          Yes               No              No No internet service
## 3191           No No phone service             DSL                  No
## 3192           No No phone service             DSL                  No
## 3193          Yes               No              No No internet service
## 3194          Yes               No              No No internet service
## 3195           No No phone service             DSL                  No
## 3196          Yes               No     Fiber optic                  No
## 3197          Yes               No              No No internet service
## 3198          Yes               No             DSL                  No
## 3199          Yes              Yes     Fiber optic                  No
## 3200          Yes              Yes              No No internet service
## 3201          Yes              Yes     Fiber optic                  No
## 3202          Yes              Yes             DSL                  No
## 3203          Yes               No             DSL                  No
## 3204          Yes              Yes             DSL                 Yes
## 3205          Yes               No              No No internet service
## 3206          Yes              Yes     Fiber optic                 Yes
## 3207          Yes               No              No No internet service
## 3208          Yes               No              No No internet service
## 3209          Yes              Yes             DSL                  No
## 3210          Yes              Yes     Fiber optic                  No
## 3211          Yes               No             DSL                 Yes
## 3212          Yes               No              No No internet service
## 3213          Yes               No     Fiber optic                  No
## 3214           No No phone service             DSL                 Yes
## 3215          Yes              Yes     Fiber optic                  No
## 3216          Yes              Yes     Fiber optic                  No
## 3217          Yes               No             DSL                  No
## 3218          Yes               No              No No internet service
## 3219          Yes               No     Fiber optic                  No
## 3220          Yes              Yes              No No internet service
## 3221          Yes              Yes             DSL                 Yes
## 3222           No No phone service             DSL                  No
## 3223          Yes               No             DSL                  No
## 3224           No No phone service             DSL                  No
## 3225          Yes              Yes             DSL                  No
## 3226          Yes               No             DSL                 Yes
## 3227          Yes               No              No No internet service
## 3228          Yes               No             DSL                  No
## 3229          Yes              Yes     Fiber optic                  No
## 3230          Yes              Yes     Fiber optic                  No
## 3231          Yes               No              No No internet service
## 3232          Yes               No             DSL                 Yes
## 3233          Yes               No             DSL                 Yes
## 3234           No No phone service             DSL                  No
## 3235          Yes               No              No No internet service
## 3236           No No phone service             DSL                 Yes
## 3237          Yes              Yes             DSL                  No
## 3238          Yes               No              No No internet service
## 3239          Yes               No              No No internet service
## 3240          Yes               No             DSL                  No
## 3241          Yes              Yes     Fiber optic                 Yes
## 3242          Yes               No              No No internet service
## 3243          Yes               No              No No internet service
## 3244           No No phone service             DSL                  No
## 3245          Yes              Yes             DSL                 Yes
## 3246          Yes               No     Fiber optic                  No
## 3247          Yes               No             DSL                  No
## 3248          Yes              Yes     Fiber optic                  No
## 3249          Yes              Yes     Fiber optic                  No
## 3250          Yes               No             DSL                  No
## 3251          Yes               No              No No internet service
## 3252          Yes              Yes     Fiber optic                 Yes
## 3253          Yes              Yes             DSL                 Yes
## 3254          Yes              Yes     Fiber optic                 Yes
## 3255          Yes               No     Fiber optic                  No
## 3256          Yes              Yes     Fiber optic                 Yes
## 3257          Yes               No             DSL                 Yes
## 3258          Yes               No     Fiber optic                  No
## 3259           No No phone service             DSL                  No
## 3260          Yes               No     Fiber optic                  No
## 3261          Yes               No     Fiber optic                  No
## 3262          Yes               No             DSL                 Yes
## 3263          Yes              Yes     Fiber optic                  No
## 3264          Yes               No     Fiber optic                  No
## 3265          Yes               No     Fiber optic                  No
## 3266          Yes               No     Fiber optic                  No
## 3267          Yes               No              No No internet service
## 3268          Yes               No              No No internet service
## 3269          Yes              Yes             DSL                 Yes
## 3270          Yes              Yes              No No internet service
## 3271          Yes              Yes     Fiber optic                  No
## 3272          Yes              Yes     Fiber optic                  No
## 3273          Yes              Yes     Fiber optic                 Yes
## 3274          Yes               No     Fiber optic                  No
## 3275          Yes               No     Fiber optic                  No
## 3276          Yes               No              No No internet service
## 3277          Yes               No     Fiber optic                  No
## 3278          Yes               No              No No internet service
## 3279          Yes              Yes             DSL                  No
## 3280          Yes               No             DSL                 Yes
## 3281          Yes               No             DSL                 Yes
## 3282          Yes               No     Fiber optic                  No
## 3283          Yes              Yes     Fiber optic                  No
## 3284          Yes               No              No No internet service
## 3285          Yes              Yes     Fiber optic                  No
## 3286          Yes               No             DSL                 Yes
## 3287          Yes              Yes     Fiber optic                  No
## 3288          Yes              Yes     Fiber optic                  No
## 3289          Yes               No              No No internet service
## 3290          Yes              Yes     Fiber optic                  No
## 3291           No No phone service             DSL                 Yes
## 3292          Yes               No             DSL                 Yes
## 3293           No No phone service             DSL                  No
## 3294          Yes              Yes             DSL                  No
## 3295          Yes               No     Fiber optic                  No
## 3296          Yes              Yes             DSL                 Yes
## 3297          Yes               No             DSL                  No
## 3298          Yes              Yes             DSL                 Yes
## 3299          Yes               No              No No internet service
## 3300          Yes              Yes     Fiber optic                 Yes
## 3301          Yes               No              No No internet service
## 3302          Yes               No     Fiber optic                  No
## 3303          Yes              Yes     Fiber optic                  No
## 3304          Yes              Yes     Fiber optic                  No
## 3305          Yes              Yes     Fiber optic                  No
## 3306          Yes              Yes     Fiber optic                  No
## 3307          Yes               No     Fiber optic                  No
## 3308          Yes              Yes             DSL                  No
## 3309          Yes              Yes              No No internet service
## 3310          Yes               No              No No internet service
## 3311          Yes               No     Fiber optic                  No
## 3312           No No phone service             DSL                 Yes
## 3313          Yes               No              No No internet service
## 3314          Yes               No              No No internet service
## 3315          Yes               No     Fiber optic                  No
## 3316          Yes              Yes     Fiber optic                  No
## 3317           No No phone service             DSL                 Yes
## 3318          Yes               No             DSL                 Yes
## 3319           No No phone service             DSL                  No
## 3320          Yes               No             DSL                 Yes
## 3321          Yes               No             DSL                 Yes
## 3322          Yes              Yes              No No internet service
## 3323          Yes              Yes     Fiber optic                  No
## 3324          Yes               No              No No internet service
## 3325          Yes               No     Fiber optic                  No
## 3326          Yes              Yes     Fiber optic                  No
## 3327          Yes               No             DSL                  No
## 3328          Yes              Yes     Fiber optic                  No
## 3329          Yes               No     Fiber optic                  No
## 3330          Yes               No             DSL                  No
## 3331          Yes              Yes     Fiber optic                  No
## 3333          Yes               No             DSL                  No
## 3334          Yes               No              No No internet service
## 3335          Yes              Yes     Fiber optic                  No
## 3336          Yes              Yes              No No internet service
## 3337          Yes               No              No No internet service
## 3338          Yes              Yes     Fiber optic                  No
## 3339          Yes               No     Fiber optic                  No
## 3340          Yes              Yes             DSL                 Yes
## 3341          Yes              Yes     Fiber optic                  No
## 3342          Yes               No             DSL                  No
## 3343           No No phone service             DSL                 Yes
## 3344          Yes               No              No No internet service
## 3345          Yes              Yes     Fiber optic                  No
## 3346          Yes              Yes     Fiber optic                  No
## 3347          Yes              Yes     Fiber optic                  No
## 3348          Yes               No              No No internet service
## 3349          Yes              Yes     Fiber optic                  No
## 3350          Yes              Yes     Fiber optic                  No
## 3351          Yes               No             DSL                  No
## 3352          Yes               No             DSL                  No
## 3353          Yes              Yes     Fiber optic                  No
## 3354          Yes               No     Fiber optic                  No
## 3355           No No phone service             DSL                 Yes
## 3356          Yes              Yes     Fiber optic                  No
## 3357          Yes              Yes             DSL                  No
## 3358          Yes               No             DSL                  No
## 3359          Yes               No             DSL                 Yes
## 3360          Yes               No              No No internet service
## 3361          Yes               No     Fiber optic                  No
## 3362          Yes              Yes             DSL                  No
## 3363          Yes               No             DSL                 Yes
## 3364           No No phone service             DSL                  No
## 3365          Yes              Yes     Fiber optic                 Yes
## 3366          Yes               No              No No internet service
## 3367          Yes               No     Fiber optic                  No
## 3368          Yes              Yes             DSL                 Yes
## 3369          Yes              Yes     Fiber optic                  No
## 3370          Yes              Yes             DSL                 Yes
## 3371           No No phone service             DSL                 Yes
## 3372          Yes               No              No No internet service
## 3373          Yes              Yes     Fiber optic                  No
## 3374          Yes              Yes     Fiber optic                  No
## 3375          Yes               No             DSL                 Yes
## 3376          Yes               No              No No internet service
## 3377          Yes               No              No No internet service
## 3378          Yes              Yes              No No internet service
## 3379          Yes               No             DSL                 Yes
## 3380          Yes               No              No No internet service
## 3381          Yes              Yes     Fiber optic                  No
## 3382          Yes               No             DSL                 Yes
## 3383          Yes              Yes              No No internet service
## 3384          Yes              Yes     Fiber optic                  No
## 3385          Yes               No     Fiber optic                  No
## 3386          Yes              Yes     Fiber optic                  No
## 3387          Yes              Yes             DSL                 Yes
## 3388          Yes               No              No No internet service
## 3389          Yes               No             DSL                 Yes
## 3390          Yes               No     Fiber optic                  No
## 3391          Yes               No              No No internet service
## 3392          Yes               No              No No internet service
## 3393          Yes               No             DSL                  No
## 3394          Yes              Yes     Fiber optic                  No
## 3395          Yes              Yes             DSL                 Yes
## 3396          Yes              Yes     Fiber optic                 Yes
## 3397          Yes               No     Fiber optic                 Yes
## 3398          Yes              Yes             DSL                 Yes
## 3399          Yes              Yes     Fiber optic                 Yes
## 3400          Yes              Yes             DSL                  No
## 3401          Yes              Yes     Fiber optic                  No
## 3402          Yes               No              No No internet service
## 3403          Yes              Yes     Fiber optic                  No
## 3404          Yes               No              No No internet service
## 3405          Yes               No             DSL                 Yes
## 3406          Yes              Yes     Fiber optic                 Yes
## 3407          Yes               No              No No internet service
## 3408          Yes               No              No No internet service
## 3409          Yes               No             DSL                  No
## 3410          Yes              Yes     Fiber optic                 Yes
## 3411          Yes               No             DSL                  No
## 3412          Yes              Yes     Fiber optic                  No
## 3413          Yes               No             DSL                 Yes
## 3414          Yes               No     Fiber optic                  No
## 3415           No No phone service             DSL                 Yes
## 3416          Yes              Yes     Fiber optic                  No
## 3417          Yes               No             DSL                 Yes
## 3418          Yes               No             DSL                  No
## 3419          Yes              Yes     Fiber optic                 Yes
## 3420          Yes               No     Fiber optic                  No
## 3421          Yes              Yes             DSL                 Yes
## 3422          Yes              Yes     Fiber optic                 Yes
## 3423           No No phone service             DSL                 Yes
## 3424          Yes               No             DSL                 Yes
## 3425          Yes               No     Fiber optic                  No
## 3426          Yes               No     Fiber optic                  No
## 3427          Yes               No     Fiber optic                  No
## 3428          Yes              Yes     Fiber optic                  No
## 3429          Yes              Yes     Fiber optic                 Yes
## 3430          Yes               No              No No internet service
## 3431          Yes               No     Fiber optic                 Yes
## 3432          Yes              Yes     Fiber optic                  No
## 3433          Yes              Yes             DSL                 Yes
## 3434          Yes              Yes     Fiber optic                 Yes
## 3435          Yes               No             DSL                 Yes
## 3436          Yes               No     Fiber optic                  No
## 3437          Yes               No              No No internet service
## 3438          Yes              Yes             DSL                  No
## 3439          Yes              Yes     Fiber optic                  No
## 3440          Yes              Yes     Fiber optic                  No
## 3441          Yes              Yes             DSL                 Yes
## 3442          Yes               No             DSL                 Yes
## 3443          Yes               No     Fiber optic                  No
## 3444          Yes               No     Fiber optic                 Yes
## 3445           No No phone service             DSL                 Yes
## 3446          Yes              Yes     Fiber optic                  No
## 3447          Yes              Yes     Fiber optic                 Yes
## 3448          Yes              Yes     Fiber optic                  No
## 3449          Yes               No             DSL                  No
## 3450          Yes              Yes     Fiber optic                  No
## 3451          Yes              Yes     Fiber optic                  No
## 3452          Yes               No     Fiber optic                  No
## 3453          Yes               No             DSL                  No
## 3454          Yes              Yes     Fiber optic                  No
## 3455           No No phone service             DSL                  No
## 3456          Yes               No     Fiber optic                  No
## 3457          Yes              Yes             DSL                 Yes
## 3458          Yes               No              No No internet service
## 3459          Yes               No     Fiber optic                  No
## 3460          Yes              Yes              No No internet service
## 3461          Yes               No     Fiber optic                  No
## 3462          Yes               No             DSL                 Yes
## 3463          Yes              Yes     Fiber optic                  No
## 3464          Yes              Yes     Fiber optic                 Yes
## 3465          Yes               No     Fiber optic                  No
## 3466          Yes               No             DSL                  No
## 3467          Yes              Yes              No No internet service
## 3468          Yes               No     Fiber optic                  No
## 3469          Yes               No              No No internet service
## 3470          Yes               No     Fiber optic                  No
## 3471          Yes               No             DSL                 Yes
## 3472          Yes               No              No No internet service
## 3473          Yes              Yes     Fiber optic                  No
## 3474          Yes              Yes     Fiber optic                  No
## 3475          Yes              Yes     Fiber optic                 Yes
## 3476          Yes               No              No No internet service
## 3477          Yes              Yes     Fiber optic                 Yes
## 3478          Yes              Yes     Fiber optic                  No
## 3479          Yes              Yes             DSL                 Yes
## 3480          Yes               No             DSL                  No
## 3481          Yes               No              No No internet service
## 3482          Yes              Yes             DSL                  No
## 3483          Yes               No             DSL                  No
## 3484          Yes               No     Fiber optic                  No
## 3485          Yes               No     Fiber optic                 Yes
## 3486          Yes              Yes     Fiber optic                  No
## 3487          Yes              Yes     Fiber optic                 Yes
## 3488          Yes               No              No No internet service
## 3489          Yes              Yes             DSL                  No
## 3490          Yes              Yes             DSL                 Yes
## 3491          Yes               No             DSL                  No
## 3492          Yes               No             DSL                  No
## 3493           No No phone service             DSL                  No
## 3494          Yes               No             DSL                  No
## 3495          Yes              Yes     Fiber optic                  No
## 3496          Yes              Yes     Fiber optic                  No
## 3497          Yes               No     Fiber optic                 Yes
## 3498          Yes               No     Fiber optic                  No
## 3499          Yes               No     Fiber optic                 Yes
## 3500          Yes               No              No No internet service
## 3501          Yes              Yes     Fiber optic                  No
## 3502          Yes              Yes             DSL                 Yes
## 3503           No No phone service             DSL                 Yes
## 3504          Yes              Yes     Fiber optic                  No
## 3505          Yes               No              No No internet service
## 3506           No No phone service             DSL                  No
## 3507          Yes              Yes     Fiber optic                 Yes
## 3508          Yes               No              No No internet service
## 3509          Yes              Yes     Fiber optic                 Yes
## 3510          Yes               No             DSL                  No
## 3511          Yes              Yes     Fiber optic                  No
## 3512          Yes              Yes              No No internet service
## 3513          Yes              Yes              No No internet service
## 3514          Yes               No              No No internet service
## 3515          Yes              Yes     Fiber optic                 Yes
## 3516          Yes               No             DSL                 Yes
## 3517          Yes               No             DSL                  No
## 3518          Yes               No     Fiber optic                 Yes
## 3519          Yes               No              No No internet service
## 3520          Yes              Yes     Fiber optic                  No
## 3521          Yes               No              No No internet service
## 3522          Yes               No             DSL                 Yes
## 3523          Yes               No              No No internet service
## 3524          Yes              Yes     Fiber optic                 Yes
## 3525          Yes              Yes     Fiber optic                  No
## 3526          Yes              Yes     Fiber optic                  No
## 3527          Yes               No             DSL                  No
## 3528          Yes              Yes     Fiber optic                  No
## 3529          Yes               No              No No internet service
## 3530          Yes               No     Fiber optic                  No
## 3531          Yes              Yes             DSL                  No
## 3532          Yes               No              No No internet service
## 3533          Yes               No             DSL                  No
## 3534          Yes               No              No No internet service
## 3535          Yes               No     Fiber optic                 Yes
## 3536          Yes              Yes     Fiber optic                  No
## 3537          Yes              Yes     Fiber optic                  No
## 3538          Yes               No             DSL                  No
## 3539          Yes               No     Fiber optic                 Yes
## 3540          Yes               No             DSL                  No
## 3541          Yes               No     Fiber optic                 Yes
## 3542           No No phone service             DSL                 Yes
## 3543           No No phone service             DSL                 Yes
## 3544          Yes              Yes     Fiber optic                 Yes
## 3545          Yes              Yes     Fiber optic                  No
## 3546          Yes              Yes     Fiber optic                  No
## 3547          Yes              Yes             DSL                 Yes
## 3548          Yes              Yes             DSL                 Yes
## 3549          Yes              Yes     Fiber optic                 Yes
## 3550          Yes               No             DSL                 Yes
## 3551          Yes               No     Fiber optic                  No
## 3552          Yes               No     Fiber optic                  No
## 3553          Yes              Yes     Fiber optic                 Yes
## 3554          Yes              Yes              No No internet service
## 3555          Yes               No     Fiber optic                  No
## 3556          Yes              Yes     Fiber optic                  No
## 3557          Yes               No              No No internet service
## 3558           No No phone service             DSL                 Yes
## 3559          Yes              Yes     Fiber optic                  No
## 3560          Yes               No              No No internet service
## 3561          Yes               No             DSL                  No
## 3562          Yes              Yes     Fiber optic                  No
## 3563          Yes              Yes     Fiber optic                  No
## 3564          Yes              Yes     Fiber optic                 Yes
## 3565          Yes              Yes     Fiber optic                  No
## 3566          Yes               No             DSL                  No
## 3567          Yes              Yes             DSL                  No
## 3568          Yes               No     Fiber optic                  No
## 3569          Yes               No     Fiber optic                  No
## 3570          Yes               No              No No internet service
## 3571          Yes               No              No No internet service
## 3572          Yes               No             DSL                  No
## 3573          Yes               No     Fiber optic                  No
## 3574          Yes               No              No No internet service
## 3575          Yes               No              No No internet service
## 3576           No No phone service             DSL                  No
## 3577          Yes              Yes              No No internet service
## 3578          Yes               No             DSL                  No
## 3579          Yes               No             DSL                 Yes
## 3580          Yes              Yes     Fiber optic                  No
## 3581          Yes               No             DSL                  No
## 3582          Yes               No             DSL                 Yes
## 3583          Yes               No     Fiber optic                  No
## 3584           No No phone service             DSL                  No
## 3585          Yes               No     Fiber optic                 Yes
## 3586          Yes               No     Fiber optic                 Yes
## 3587           No No phone service             DSL                 Yes
## 3588          Yes              Yes     Fiber optic                  No
## 3589          Yes              Yes             DSL                  No
## 3590          Yes              Yes             DSL                  No
## 3591          Yes               No              No No internet service
## 3592          Yes               No     Fiber optic                 Yes
## 3593          Yes               No             DSL                  No
## 3594          Yes               No     Fiber optic                  No
## 3595           No No phone service             DSL                  No
## 3596          Yes               No     Fiber optic                  No
## 3597          Yes               No             DSL                 Yes
## 3598          Yes               No     Fiber optic                  No
## 3599          Yes               No             DSL                  No
## 3600          Yes              Yes             DSL                 Yes
## 3601          Yes              Yes     Fiber optic                  No
## 3602          Yes               No              No No internet service
## 3603          Yes              Yes             DSL                 Yes
## 3604          Yes               No             DSL                  No
## 3605          Yes               No              No No internet service
## 3606          Yes               No             DSL                  No
## 3607          Yes              Yes     Fiber optic                  No
## 3608          Yes               No             DSL                 Yes
## 3609          Yes              Yes     Fiber optic                  No
## 3610          Yes              Yes     Fiber optic                  No
## 3611          Yes              Yes     Fiber optic                  No
## 3612          Yes               No     Fiber optic                  No
## 3613          Yes              Yes     Fiber optic                  No
## 3614           No No phone service             DSL                  No
## 3615           No No phone service             DSL                 Yes
## 3616          Yes              Yes     Fiber optic                  No
## 3617          Yes               No     Fiber optic                 Yes
## 3618           No No phone service             DSL                  No
## 3619          Yes              Yes             DSL                  No
## 3620          Yes               No             DSL                 Yes
## 3621           No No phone service             DSL                  No
## 3622           No No phone service             DSL                  No
## 3623          Yes              Yes             DSL                 Yes
## 3624          Yes               No     Fiber optic                  No
## 3625          Yes              Yes     Fiber optic                  No
## 3626          Yes               No              No No internet service
## 3627          Yes               No             DSL                  No
## 3628          Yes               No              No No internet service
## 3629          Yes               No             DSL                 Yes
## 3630          Yes              Yes              No No internet service
## 3631          Yes               No              No No internet service
## 3632          Yes               No             DSL                 Yes
## 3633          Yes              Yes     Fiber optic                  No
## 3634          Yes               No     Fiber optic                  No
## 3635          Yes              Yes     Fiber optic                 Yes
## 3636          Yes              Yes              No No internet service
## 3637          Yes               No              No No internet service
## 3638          Yes               No              No No internet service
## 3639          Yes               No             DSL                  No
## 3640          Yes              Yes     Fiber optic                  No
## 3641          Yes              Yes     Fiber optic                  No
## 3642          Yes               No             DSL                  No
## 3643          Yes              Yes     Fiber optic                  No
## 3644          Yes               No              No No internet service
## 3645          Yes              Yes              No No internet service
## 3646          Yes               No              No No internet service
## 3647          Yes               No     Fiber optic                  No
## 3648          Yes               No     Fiber optic                  No
## 3649          Yes              Yes     Fiber optic                  No
## 3650          Yes              Yes              No No internet service
## 3651          Yes              Yes              No No internet service
## 3652          Yes               No              No No internet service
## 3653           No No phone service             DSL                  No
## 3654           No No phone service             DSL                 Yes
## 3655          Yes               No     Fiber optic                  No
## 3656          Yes               No              No No internet service
## 3657          Yes               No             DSL                  No
## 3658          Yes              Yes              No No internet service
## 3659          Yes               No             DSL                  No
## 3660          Yes              Yes     Fiber optic                 Yes
## 3661           No No phone service             DSL                  No
## 3662          Yes               No     Fiber optic                  No
## 3663          Yes               No             DSL                  No
## 3664          Yes               No     Fiber optic                  No
## 3665          Yes               No             DSL                  No
## 3666          Yes              Yes     Fiber optic                 Yes
## 3667          Yes              Yes     Fiber optic                  No
## 3668          Yes               No     Fiber optic                  No
## 3669          Yes               No             DSL                 Yes
## 3670          Yes              Yes     Fiber optic                 Yes
## 3671          Yes              Yes              No No internet service
## 3672          Yes              Yes     Fiber optic                  No
## 3673          Yes              Yes             DSL                  No
## 3674          Yes              Yes     Fiber optic                  No
## 3675          Yes               No             DSL                  No
## 3676          Yes               No              No No internet service
## 3677          Yes               No             DSL                 Yes
## 3678           No No phone service             DSL                  No
## 3679          Yes              Yes             DSL                 Yes
## 3680          Yes               No              No No internet service
## 3681           No No phone service             DSL                  No
## 3682          Yes              Yes     Fiber optic                  No
## 3683          Yes               No     Fiber optic                  No
## 3684          Yes               No             DSL                 Yes
## 3685          Yes              Yes     Fiber optic                  No
## 3686           No No phone service             DSL                 Yes
## 3687          Yes              Yes     Fiber optic                  No
## 3688          Yes               No     Fiber optic                  No
## 3689          Yes              Yes     Fiber optic                  No
## 3690          Yes               No     Fiber optic                  No
## 3691           No No phone service             DSL                  No
## 3692          Yes              Yes             DSL                  No
## 3693          Yes              Yes             DSL                  No
## 3694          Yes              Yes             DSL                 Yes
## 3695          Yes              Yes     Fiber optic                 Yes
## 3696          Yes              Yes     Fiber optic                  No
## 3697          Yes               No             DSL                  No
## 3698          Yes              Yes     Fiber optic                 Yes
## 3699          Yes              Yes     Fiber optic                  No
## 3700          Yes               No             DSL                  No
## 3701          Yes               No              No No internet service
## 3702          Yes              Yes              No No internet service
## 3703          Yes              Yes     Fiber optic                 Yes
## 3704          Yes               No              No No internet service
## 3705          Yes              Yes             DSL                 Yes
## 3706          Yes              Yes             DSL                 Yes
## 3707          Yes              Yes     Fiber optic                  No
## 3708          Yes               No              No No internet service
## 3709          Yes               No              No No internet service
## 3710          Yes              Yes             DSL                  No
## 3711          Yes               No              No No internet service
## 3712          Yes              Yes             DSL                 Yes
## 3713          Yes               No             DSL                 Yes
## 3714          Yes               No     Fiber optic                  No
## 3715          Yes               No             DSL                 Yes
## 3716          Yes               No     Fiber optic                  No
## 3717          Yes              Yes     Fiber optic                  No
## 3718          Yes               No             DSL                  No
## 3719          Yes              Yes     Fiber optic                 Yes
## 3720          Yes               No              No No internet service
## 3721          Yes               No             DSL                 Yes
## 3722          Yes               No              No No internet service
## 3723           No No phone service             DSL                 Yes
## 3724          Yes               No              No No internet service
## 3725          Yes              Yes              No No internet service
## 3726          Yes               No     Fiber optic                  No
## 3727          Yes              Yes     Fiber optic                  No
## 3728          Yes              Yes     Fiber optic                  No
## 3729          Yes              Yes             DSL                 Yes
## 3730          Yes               No              No No internet service
## 3731          Yes              Yes     Fiber optic                  No
## 3732          Yes               No     Fiber optic                  No
## 3733          Yes              Yes             DSL                 Yes
## 3734           No No phone service             DSL                 Yes
## 3735          Yes              Yes     Fiber optic                  No
## 3736          Yes              Yes     Fiber optic                  No
## 3737          Yes               No              No No internet service
## 3738          Yes              Yes             DSL                  No
## 3739           No No phone service             DSL                  No
## 3740          Yes              Yes              No No internet service
## 3741          Yes               No     Fiber optic                  No
## 3742          Yes              Yes     Fiber optic                 Yes
## 3743          Yes              Yes     Fiber optic                 Yes
## 3744          Yes               No             DSL                 Yes
## 3745          Yes               No     Fiber optic                  No
## 3746          Yes               No     Fiber optic                  No
## 3747          Yes               No     Fiber optic                  No
## 3748          Yes              Yes             DSL                  No
## 3749          Yes               No             DSL                  No
## 3750          Yes              Yes     Fiber optic                  No
## 3751          Yes               No             DSL                 Yes
## 3752          Yes              Yes     Fiber optic                 Yes
## 3753          Yes               No             DSL                 Yes
## 3754           No No phone service             DSL                  No
## 3755          Yes               No              No No internet service
## 3756          Yes              Yes     Fiber optic                  No
## 3757           No No phone service             DSL                  No
## 3758          Yes               No             DSL                  No
## 3759          Yes               No             DSL                 Yes
## 3760          Yes              Yes     Fiber optic                  No
## 3761          Yes               No     Fiber optic                  No
## 3762          Yes              Yes             DSL                 Yes
## 3763          Yes              Yes             DSL                  No
## 3764          Yes               No     Fiber optic                  No
## 3765          Yes              Yes              No No internet service
## 3766          Yes              Yes              No No internet service
## 3767          Yes               No             DSL                 Yes
## 3768          Yes              Yes     Fiber optic                 Yes
## 3769          Yes              Yes     Fiber optic                  No
## 3770          Yes              Yes              No No internet service
## 3771          Yes               No              No No internet service
## 3772          Yes               No     Fiber optic                  No
## 3773          Yes               No     Fiber optic                 Yes
## 3774           No No phone service             DSL                  No
## 3775          Yes              Yes             DSL                  No
## 3776          Yes              Yes     Fiber optic                  No
## 3777          Yes               No             DSL                  No
## 3778          Yes               No              No No internet service
## 3779          Yes              Yes             DSL                  No
## 3780          Yes              Yes             DSL                 Yes
## 3781          Yes               No             DSL                  No
## 3782          Yes               No              No No internet service
## 3783          Yes              Yes     Fiber optic                  No
## 3784          Yes              Yes     Fiber optic                  No
## 3785          Yes              Yes     Fiber optic                  No
## 3786          Yes              Yes     Fiber optic                  No
## 3787          Yes              Yes     Fiber optic                  No
## 3788          Yes               No     Fiber optic                  No
## 3789          Yes               No     Fiber optic                 Yes
## 3790          Yes               No              No No internet service
## 3791          Yes               No              No No internet service
## 3792          Yes               No     Fiber optic                  No
## 3793          Yes               No     Fiber optic                  No
## 3794          Yes               No              No No internet service
## 3795          Yes               No             DSL                  No
## 3796          Yes               No     Fiber optic                  No
## 3797          Yes              Yes             DSL                  No
## 3798          Yes              Yes             DSL                 Yes
## 3799          Yes              Yes     Fiber optic                  No
## 3800          Yes              Yes             DSL                 Yes
## 3801          Yes              Yes     Fiber optic                 Yes
## 3802          Yes              Yes     Fiber optic                  No
## 3803          Yes               No              No No internet service
## 3804          Yes              Yes     Fiber optic                  No
## 3805          Yes              Yes     Fiber optic                  No
## 3806          Yes               No     Fiber optic                  No
## 3807          Yes               No     Fiber optic                  No
## 3808          Yes              Yes     Fiber optic                  No
## 3809          Yes               No              No No internet service
## 3810          Yes               No              No No internet service
## 3811          Yes               No             DSL                  No
## 3812          Yes               No             DSL                 Yes
## 3813          Yes               No              No No internet service
## 3814          Yes              Yes     Fiber optic                  No
## 3815          Yes              Yes             DSL                 Yes
## 3816          Yes              Yes     Fiber optic                  No
## 3817          Yes              Yes             DSL                 Yes
## 3818          Yes               No              No No internet service
## 3819          Yes              Yes     Fiber optic                 Yes
## 3820           No No phone service             DSL                 Yes
## 3821          Yes              Yes     Fiber optic                 Yes
## 3822          Yes              Yes     Fiber optic                  No
## 3823          Yes              Yes     Fiber optic                  No
## 3824          Yes              Yes             DSL                 Yes
## 3825          Yes               No             DSL                  No
## 3826          Yes               No              No No internet service
## 3828          Yes               No              No No internet service
## 3829          Yes               No              No No internet service
## 3830          Yes              Yes     Fiber optic                  No
## 3831          Yes              Yes     Fiber optic                  No
## 3832          Yes              Yes     Fiber optic                 Yes
## 3833          Yes              Yes             DSL                  No
## 3834          Yes              Yes             DSL                  No
## 3835          Yes               No             DSL                 Yes
## 3836          Yes               No              No No internet service
## 3837          Yes              Yes             DSL                  No
## 3838          Yes               No     Fiber optic                  No
## 3839          Yes              Yes     Fiber optic                  No
## 3840          Yes               No              No No internet service
## 3841          Yes              Yes              No No internet service
## 3842          Yes              Yes     Fiber optic                  No
## 3843          Yes              Yes     Fiber optic                  No
## 3844          Yes               No     Fiber optic                  No
## 3845          Yes              Yes             DSL                 Yes
## 3846          Yes               No     Fiber optic                  No
## 3847          Yes               No             DSL                  No
## 3848          Yes               No              No No internet service
## 3849          Yes               No             DSL                  No
## 3850          Yes              Yes     Fiber optic                 Yes
## 3851          Yes               No             DSL                 Yes
## 3852          Yes               No              No No internet service
## 3853          Yes               No              No No internet service
## 3854          Yes              Yes     Fiber optic                  No
## 3855          Yes              Yes     Fiber optic                 Yes
## 3856          Yes               No             DSL                  No
## 3857          Yes              Yes     Fiber optic                  No
## 3858          Yes               No              No No internet service
## 3859          Yes               No             DSL                 Yes
## 3860          Yes              Yes     Fiber optic                  No
## 3861           No No phone service             DSL                  No
## 3862          Yes               No     Fiber optic                  No
## 3863          Yes              Yes              No No internet service
## 3864          Yes              Yes     Fiber optic                  No
## 3865          Yes              Yes     Fiber optic                  No
## 3866          Yes              Yes              No No internet service
## 3867          Yes              Yes              No No internet service
## 3868          Yes               No             DSL                  No
## 3869          Yes               No     Fiber optic                  No
## 3870          Yes              Yes     Fiber optic                  No
## 3871           No No phone service             DSL                 Yes
## 3872          Yes              Yes     Fiber optic                  No
## 3873          Yes               No     Fiber optic                  No
## 3874           No No phone service             DSL                 Yes
## 3875          Yes               No             DSL                  No
## 3876          Yes              Yes     Fiber optic                  No
## 3877          Yes              Yes     Fiber optic                  No
## 3878           No No phone service             DSL                 Yes
## 3879          Yes              Yes     Fiber optic                 Yes
## 3880          Yes               No             DSL                  No
## 3881          Yes              Yes             DSL                  No
## 3882          Yes              Yes             DSL                 Yes
## 3883          Yes               No             DSL                  No
## 3884          Yes              Yes     Fiber optic                 Yes
## 3885          Yes              Yes     Fiber optic                  No
## 3886          Yes              Yes     Fiber optic                  No
## 3887          Yes              Yes     Fiber optic                 Yes
## 3888          Yes               No     Fiber optic                  No
## 3889          Yes               No     Fiber optic                  No
## 3890          Yes               No              No No internet service
## 3891          Yes              Yes     Fiber optic                  No
## 3892          Yes              Yes             DSL                 Yes
## 3893          Yes               No              No No internet service
## 3894          Yes               No             DSL                  No
## 3895          Yes              Yes     Fiber optic                 Yes
## 3896          Yes              Yes              No No internet service
## 3897          Yes               No              No No internet service
## 3898          Yes              Yes     Fiber optic                 Yes
## 3899          Yes              Yes              No No internet service
## 3900          Yes              Yes     Fiber optic                 Yes
## 3901          Yes               No              No No internet service
## 3902          Yes              Yes     Fiber optic                  No
## 3903           No No phone service             DSL                 Yes
## 3904          Yes               No     Fiber optic                  No
## 3905          Yes               No              No No internet service
## 3906           No No phone service             DSL                  No
## 3907          Yes               No     Fiber optic                  No
## 3908          Yes               No     Fiber optic                  No
## 3909          Yes              Yes     Fiber optic                 Yes
## 3910          Yes               No              No No internet service
## 3911          Yes              Yes     Fiber optic                  No
## 3912          Yes               No             DSL                 Yes
## 3913          Yes              Yes     Fiber optic                 Yes
## 3914          Yes              Yes              No No internet service
## 3915          Yes               No              No No internet service
## 3916          Yes               No     Fiber optic                 Yes
## 3917          Yes               No     Fiber optic                  No
## 3918          Yes               No     Fiber optic                  No
## 3919          Yes               No     Fiber optic                  No
## 3920          Yes              Yes     Fiber optic                  No
## 3921          Yes              Yes     Fiber optic                  No
## 3922          Yes              Yes             DSL                 Yes
## 3923          Yes              Yes     Fiber optic                  No
## 3924          Yes               No     Fiber optic                  No
## 3925          Yes              Yes     Fiber optic                  No
## 3926          Yes              Yes             DSL                  No
## 3927           No No phone service             DSL                  No
## 3928          Yes               No              No No internet service
## 3929          Yes               No     Fiber optic                  No
## 3930          Yes               No             DSL                  No
## 3931          Yes              Yes     Fiber optic                 Yes
## 3932          Yes               No             DSL                 Yes
## 3933          Yes              Yes     Fiber optic                  No
## 3934          Yes               No              No No internet service
## 3935           No No phone service             DSL                 Yes
## 3936          Yes               No              No No internet service
## 3937          Yes               No             DSL                 Yes
## 3938          Yes               No              No No internet service
## 3939          Yes               No             DSL                 Yes
## 3940          Yes               No     Fiber optic                  No
## 3941           No No phone service             DSL                  No
## 3942          Yes               No              No No internet service
## 3943          Yes               No             DSL                  No
## 3944          Yes               No             DSL                  No
## 3945          Yes               No              No No internet service
## 3946           No No phone service             DSL                 Yes
## 3947           No No phone service             DSL                 Yes
## 3948          Yes               No             DSL                 Yes
## 3949          Yes               No     Fiber optic                  No
## 3950          Yes              Yes             DSL                 Yes
## 3951          Yes              Yes     Fiber optic                  No
## 3952          Yes              Yes             DSL                 Yes
## 3953          Yes              Yes     Fiber optic                  No
## 3954          Yes               No     Fiber optic                  No
## 3955          Yes              Yes     Fiber optic                  No
## 3956           No No phone service             DSL                  No
## 3957          Yes              Yes     Fiber optic                  No
## 3958          Yes              Yes     Fiber optic                  No
## 3959          Yes              Yes     Fiber optic                  No
## 3960          Yes               No             DSL                  No
## 3961          Yes               No             DSL                  No
## 3962           No No phone service             DSL                  No
## 3963          Yes              Yes     Fiber optic                  No
## 3964          Yes               No              No No internet service
## 3965          Yes              Yes     Fiber optic                 Yes
## 3966          Yes              Yes     Fiber optic                  No
## 3967          Yes              Yes     Fiber optic                 Yes
## 3968          Yes               No              No No internet service
## 3969          Yes               No              No No internet service
## 3970          Yes               No     Fiber optic                  No
## 3971          Yes               No             DSL                 Yes
## 3972          Yes              Yes              No No internet service
## 3973          Yes               No             DSL                 Yes
## 3974           No No phone service             DSL                 Yes
## 3975          Yes              Yes             DSL                 Yes
## 3976          Yes              Yes     Fiber optic                  No
## 3977           No No phone service             DSL                  No
## 3978          Yes               No     Fiber optic                 Yes
## 3979          Yes               No     Fiber optic                  No
## 3980          Yes              Yes              No No internet service
## 3981          Yes              Yes     Fiber optic                  No
## 3982          Yes              Yes     Fiber optic                  No
## 3983          Yes              Yes              No No internet service
## 3984           No No phone service             DSL                  No
## 3985          Yes              Yes              No No internet service
## 3986          Yes               No             DSL                 Yes
## 3987          Yes              Yes     Fiber optic                 Yes
## 3988          Yes              Yes     Fiber optic                  No
## 3989          Yes              Yes             DSL                 Yes
## 3990           No No phone service             DSL                 Yes
## 3991          Yes               No     Fiber optic                  No
## 3992          Yes              Yes     Fiber optic                  No
## 3993          Yes              Yes             DSL                 Yes
## 3994          Yes              Yes             DSL                 Yes
## 3995          Yes              Yes     Fiber optic                  No
## 3996          Yes               No     Fiber optic                 Yes
## 3997          Yes               No              No No internet service
## 3998          Yes               No             DSL                  No
## 3999          Yes               No             DSL                 Yes
## 4000          Yes               No     Fiber optic                  No
## 4001          Yes              Yes     Fiber optic                  No
## 4002          Yes              Yes     Fiber optic                  No
## 4003          Yes              Yes             DSL                 Yes
## 4004          Yes               No              No No internet service
## 4005          Yes              Yes             DSL                 Yes
## 4006          Yes              Yes              No No internet service
## 4007          Yes               No              No No internet service
## 4008          Yes              Yes              No No internet service
## 4009           No No phone service             DSL                  No
## 4010          Yes               No             DSL                 Yes
## 4011          Yes               No              No No internet service
## 4012          Yes               No              No No internet service
## 4013          Yes               No             DSL                  No
## 4014          Yes              Yes             DSL                  No
## 4015          Yes              Yes     Fiber optic                 Yes
## 4016          Yes              Yes             DSL                 Yes
## 4017          Yes               No             DSL                  No
## 4018          Yes              Yes             DSL                 Yes
## 4019          Yes               No             DSL                 Yes
## 4020          Yes              Yes     Fiber optic                  No
## 4021           No No phone service             DSL                 Yes
## 4022          Yes               No              No No internet service
## 4023          Yes               No              No No internet service
## 4024          Yes               No              No No internet service
## 4025           No No phone service             DSL                  No
## 4026          Yes               No     Fiber optic                  No
## 4027          Yes              Yes     Fiber optic                 Yes
## 4028           No No phone service             DSL                  No
## 4029          Yes               No     Fiber optic                 Yes
## 4030           No No phone service             DSL                 Yes
## 4031          Yes               No             DSL                  No
## 4032          Yes              Yes     Fiber optic                  No
## 4033          Yes              Yes     Fiber optic                  No
## 4034          Yes               No             DSL                 Yes
## 4035          Yes               No             DSL                  No
## 4036          Yes              Yes     Fiber optic                  No
## 4037          Yes               No              No No internet service
## 4038          Yes              Yes              No No internet service
## 4039          Yes               No              No No internet service
## 4040          Yes              Yes     Fiber optic                  No
## 4041           No No phone service             DSL                 Yes
## 4042           No No phone service             DSL                 Yes
## 4043          Yes               No             DSL                  No
## 4044           No No phone service             DSL                 Yes
## 4045          Yes              Yes             DSL                  No
## 4046          Yes               No     Fiber optic                  No
## 4047          Yes              Yes             DSL                  No
## 4048          Yes              Yes     Fiber optic                 Yes
## 4049           No No phone service             DSL                 Yes
## 4050          Yes              Yes     Fiber optic                  No
## 4051          Yes              Yes     Fiber optic                  No
## 4052          Yes              Yes     Fiber optic                  No
## 4053           No No phone service             DSL                  No
## 4054          Yes              Yes             DSL                 Yes
## 4055           No No phone service             DSL                  No
## 4056           No No phone service             DSL                 Yes
## 4057           No No phone service             DSL                  No
## 4058          Yes              Yes              No No internet service
## 4059          Yes              Yes     Fiber optic                  No
## 4060          Yes               No             DSL                  No
## 4061          Yes              Yes             DSL                  No
## 4062          Yes               No             DSL                 Yes
## 4063          Yes               No     Fiber optic                  No
## 4064          Yes              Yes     Fiber optic                  No
## 4065          Yes               No             DSL                 Yes
## 4066          Yes               No              No No internet service
## 4067          Yes              Yes             DSL                 Yes
## 4068          Yes               No             DSL                 Yes
## 4069          Yes               No              No No internet service
## 4070          Yes               No     Fiber optic                 Yes
## 4071          Yes              Yes     Fiber optic                  No
## 4072           No No phone service             DSL                 Yes
## 4073          Yes               No     Fiber optic                  No
## 4074          Yes               No             DSL                 Yes
## 4075          Yes              Yes     Fiber optic                  No
## 4076           No No phone service             DSL                 Yes
## 4077          Yes              Yes     Fiber optic                 Yes
## 4078          Yes              Yes     Fiber optic                  No
## 4079          Yes               No             DSL                 Yes
## 4080          Yes              Yes     Fiber optic                 Yes
## 4081          Yes              Yes              No No internet service
## 4082          Yes               No     Fiber optic                  No
## 4083          Yes              Yes             DSL                 Yes
## 4084          Yes              Yes     Fiber optic                  No
## 4085          Yes               No     Fiber optic                  No
## 4086           No No phone service             DSL                  No
## 4087          Yes              Yes             DSL                 Yes
## 4088          Yes               No              No No internet service
## 4089          Yes              Yes     Fiber optic                  No
## 4090          Yes              Yes     Fiber optic                  No
## 4091          Yes               No             DSL                 Yes
## 4092          Yes              Yes             DSL                  No
## 4093          Yes               No              No No internet service
## 4094          Yes              Yes     Fiber optic                  No
## 4095          Yes               No     Fiber optic                  No
## 4096          Yes               No     Fiber optic                 Yes
## 4097          Yes               No     Fiber optic                 Yes
## 4098          Yes               No     Fiber optic                  No
## 4099          Yes               No              No No internet service
## 4100           No No phone service             DSL                 Yes
## 4101          Yes               No              No No internet service
## 4102          Yes               No             DSL                 Yes
## 4103          Yes               No             DSL                  No
## 4104          Yes              Yes     Fiber optic                  No
## 4105          Yes               No             DSL                  No
## 4106          Yes              Yes     Fiber optic                 Yes
## 4107          Yes              Yes     Fiber optic                  No
## 4108          Yes              Yes     Fiber optic                 Yes
## 4109          Yes               No              No No internet service
## 4110           No No phone service             DSL                  No
## 4111          Yes               No             DSL                 Yes
## 4112          Yes               No             DSL                  No
## 4113          Yes              Yes     Fiber optic                 Yes
## 4114          Yes               No              No No internet service
## 4115          Yes               No              No No internet service
## 4116          Yes              Yes             DSL                 Yes
## 4117          Yes               No              No No internet service
## 4118          Yes               No     Fiber optic                 Yes
## 4119          Yes               No     Fiber optic                  No
## 4120          Yes               No              No No internet service
## 4121          Yes               No     Fiber optic                  No
## 4122          Yes              Yes     Fiber optic                  No
## 4123          Yes               No             DSL                 Yes
## 4124          Yes               No     Fiber optic                  No
## 4125          Yes              Yes     Fiber optic                  No
## 4126          Yes               No     Fiber optic                 Yes
## 4127          Yes               No              No No internet service
## 4128          Yes              Yes              No No internet service
## 4129           No No phone service             DSL                  No
## 4130          Yes               No     Fiber optic                  No
## 4131           No No phone service             DSL                  No
## 4132          Yes               No              No No internet service
## 4133           No No phone service             DSL                  No
## 4134          Yes              Yes     Fiber optic                  No
## 4135          Yes              Yes     Fiber optic                  No
## 4136          Yes              Yes             DSL                 Yes
## 4137          Yes               No              No No internet service
## 4138          Yes               No              No No internet service
## 4139          Yes               No     Fiber optic                  No
## 4140          Yes              Yes     Fiber optic                  No
## 4141          Yes              Yes     Fiber optic                  No
## 4142           No No phone service             DSL                  No
## 4143          Yes               No             DSL                 Yes
## 4144          Yes              Yes     Fiber optic                  No
## 4145          Yes              Yes     Fiber optic                 Yes
## 4146          Yes               No             DSL                 Yes
## 4147          Yes              Yes     Fiber optic                  No
## 4148          Yes              Yes              No No internet service
## 4149          Yes               No              No No internet service
## 4150           No No phone service             DSL                  No
## 4151          Yes               No     Fiber optic                  No
## 4152           No No phone service             DSL                  No
## 4153          Yes              Yes             DSL                 Yes
## 4154          Yes               No              No No internet service
## 4155          Yes              Yes     Fiber optic                  No
## 4156          Yes              Yes     Fiber optic                 Yes
## 4157          Yes               No              No No internet service
## 4158          Yes               No             DSL                  No
## 4159          Yes              Yes              No No internet service
## 4160          Yes              Yes     Fiber optic                 Yes
## 4161          Yes               No             DSL                 Yes
## 4162          Yes               No             DSL                  No
## 4163           No No phone service             DSL                 Yes
## 4164          Yes              Yes             DSL                 Yes
## 4165          Yes              Yes     Fiber optic                  No
## 4166          Yes              Yes     Fiber optic                  No
## 4167          Yes               No              No No internet service
## 4168          Yes              Yes             DSL                  No
## 4169           No No phone service             DSL                 Yes
## 4170          Yes               No     Fiber optic                  No
## 4171          Yes              Yes     Fiber optic                 Yes
## 4172          Yes               No              No No internet service
## 4173          Yes               No              No No internet service
## 4174          Yes              Yes     Fiber optic                  No
## 4175           No No phone service             DSL                  No
## 4176          Yes               No              No No internet service
## 4177          Yes               No              No No internet service
## 4178          Yes               No             DSL                  No
## 4179           No No phone service             DSL                 Yes
## 4180          Yes              Yes     Fiber optic                  No
## 4181           No No phone service             DSL                  No
## 4182          Yes              Yes     Fiber optic                  No
## 4183          Yes              Yes     Fiber optic                  No
## 4184           No No phone service             DSL                  No
## 4185          Yes              Yes     Fiber optic                  No
## 4186          Yes               No              No No internet service
## 4187          Yes              Yes     Fiber optic                  No
## 4188          Yes               No              No No internet service
## 4189          Yes              Yes     Fiber optic                  No
## 4190          Yes              Yes             DSL                 Yes
## 4191          Yes              Yes     Fiber optic                 Yes
## 4192          Yes              Yes     Fiber optic                  No
## 4193          Yes               No              No No internet service
## 4194          Yes               No              No No internet service
## 4195          Yes              Yes              No No internet service
## 4196          Yes              Yes             DSL                 Yes
## 4197          Yes              Yes              No No internet service
## 4198          Yes              Yes     Fiber optic                  No
## 4199          Yes              Yes              No No internet service
## 4200          Yes              Yes     Fiber optic                  No
## 4201           No No phone service             DSL                 Yes
## 4202          Yes               No              No No internet service
## 4203          Yes               No              No No internet service
## 4204          Yes               No              No No internet service
## 4205          Yes               No     Fiber optic                  No
## 4206          Yes              Yes             DSL                 Yes
## 4207          Yes              Yes     Fiber optic                 Yes
## 4208           No No phone service             DSL                 Yes
## 4209           No No phone service             DSL                  No
## 4210          Yes               No             DSL                  No
## 4211          Yes              Yes             DSL                  No
## 4212          Yes              Yes     Fiber optic                  No
## 4213          Yes               No     Fiber optic                  No
## 4214          Yes               No             DSL                  No
## 4215          Yes              Yes     Fiber optic                  No
## 4216          Yes              Yes     Fiber optic                  No
## 4217          Yes              Yes             DSL                 Yes
## 4218          Yes              Yes     Fiber optic                  No
## 4219          Yes              Yes              No No internet service
## 4220          Yes               No     Fiber optic                  No
## 4221          Yes               No              No No internet service
## 4222          Yes               No              No No internet service
## 4223          Yes               No     Fiber optic                 Yes
## 4224          Yes               No     Fiber optic                  No
## 4225          Yes               No              No No internet service
## 4226          Yes               No              No No internet service
## 4227          Yes              Yes     Fiber optic                  No
## 4228          Yes               No             DSL                 Yes
## 4229          Yes               No     Fiber optic                  No
## 4230          Yes              Yes     Fiber optic                 Yes
## 4231          Yes               No     Fiber optic                 Yes
## 4232          Yes              Yes             DSL                 Yes
## 4233          Yes               No     Fiber optic                  No
## 4234           No No phone service             DSL                 Yes
## 4235          Yes               No              No No internet service
## 4236          Yes              Yes     Fiber optic                 Yes
## 4237          Yes               No              No No internet service
## 4238          Yes               No             DSL                  No
## 4239          Yes               No              No No internet service
## 4240           No No phone service             DSL                  No
## 4241          Yes              Yes     Fiber optic                  No
## 4242          Yes               No             DSL                 Yes
## 4243          Yes               No              No No internet service
## 4244          Yes               No             DSL                 Yes
## 4245          Yes               No              No No internet service
## 4246          Yes               No              No No internet service
## 4247          Yes              Yes     Fiber optic                 Yes
## 4248          Yes               No     Fiber optic                 Yes
## 4249          Yes              Yes     Fiber optic                  No
## 4250          Yes               No             DSL                  No
## 4251          Yes              Yes     Fiber optic                 Yes
## 4252           No No phone service             DSL                 Yes
## 4253          Yes              Yes             DSL                  No
## 4254          Yes              Yes     Fiber optic                  No
## 4255          Yes              Yes     Fiber optic                 Yes
## 4256          Yes              Yes             DSL                  No
## 4257          Yes              Yes              No No internet service
## 4258          Yes               No     Fiber optic                  No
## 4259          Yes              Yes     Fiber optic                 Yes
## 4260          Yes               No              No No internet service
## 4261          Yes               No             DSL                  No
## 4262          Yes               No             DSL                  No
## 4263          Yes               No             DSL                 Yes
## 4264          Yes              Yes     Fiber optic                 Yes
## 4265          Yes              Yes     Fiber optic                  No
## 4266          Yes              Yes     Fiber optic                  No
## 4267          Yes              Yes     Fiber optic                 Yes
## 4268          Yes              Yes             DSL                 Yes
## 4269          Yes               No     Fiber optic                  No
## 4270          Yes              Yes     Fiber optic                 Yes
## 4271          Yes              Yes             DSL                 Yes
## 4272          Yes               No              No No internet service
## 4273          Yes              Yes              No No internet service
## 4274          Yes              Yes     Fiber optic                  No
## 4275          Yes               No              No No internet service
## 4276          Yes              Yes              No No internet service
## 4277          Yes               No             DSL                  No
## 4278          Yes               No              No No internet service
## 4279          Yes               No     Fiber optic                  No
## 4280          Yes              Yes              No No internet service
## 4281          Yes               No              No No internet service
## 4282           No No phone service             DSL                 Yes
## 4283          Yes              Yes     Fiber optic                  No
## 4284          Yes               No     Fiber optic                  No
## 4285          Yes               No     Fiber optic                  No
## 4286          Yes              Yes             DSL                 Yes
## 4287          Yes              Yes     Fiber optic                 Yes
## 4288          Yes              Yes     Fiber optic                  No
## 4289          Yes              Yes     Fiber optic                  No
## 4290          Yes               No              No No internet service
## 4291           No No phone service             DSL                  No
## 4292          Yes              Yes     Fiber optic                 Yes
## 4293          Yes              Yes     Fiber optic                  No
## 4294          Yes               No     Fiber optic                  No
## 4295          Yes               No     Fiber optic                 Yes
## 4296          Yes               No             DSL                 Yes
## 4297          Yes              Yes             DSL                 Yes
## 4298          Yes              Yes             DSL                 Yes
## 4299          Yes               No             DSL                  No
## 4300          Yes              Yes             DSL                 Yes
## 4301          Yes              Yes              No No internet service
## 4302          Yes               No              No No internet service
## 4303          Yes               No     Fiber optic                 Yes
## 4304          Yes              Yes              No No internet service
## 4305          Yes               No              No No internet service
## 4306          Yes               No              No No internet service
## 4307          Yes              Yes     Fiber optic                 Yes
## 4308          Yes              Yes     Fiber optic                  No
## 4309          Yes               No     Fiber optic                  No
## 4310           No No phone service             DSL                  No
## 4311           No No phone service             DSL                 Yes
## 4312           No No phone service             DSL                  No
## 4313          Yes               No             DSL                  No
## 4314          Yes               No     Fiber optic                  No
## 4315          Yes              Yes     Fiber optic                  No
## 4316          Yes               No     Fiber optic                  No
## 4317          Yes              Yes             DSL                 Yes
## 4318          Yes               No              No No internet service
## 4319          Yes               No             DSL                  No
## 4320          Yes              Yes     Fiber optic                 Yes
## 4321          Yes               No              No No internet service
## 4322          Yes              Yes     Fiber optic                  No
## 4323          Yes               No     Fiber optic                  No
## 4324          Yes              Yes     Fiber optic                  No
## 4325          Yes               No             DSL                 Yes
## 4326          Yes               No              No No internet service
## 4327          Yes               No     Fiber optic                  No
## 4328          Yes               No     Fiber optic                  No
## 4329          Yes              Yes             DSL                  No
## 4330          Yes              Yes     Fiber optic                 Yes
## 4331          Yes               No     Fiber optic                  No
## 4332          Yes              Yes              No No internet service
## 4333          Yes              Yes             DSL                 Yes
## 4334          Yes              Yes     Fiber optic                 Yes
## 4335          Yes               No     Fiber optic                 Yes
## 4336          Yes               No     Fiber optic                  No
## 4337          Yes              Yes     Fiber optic                 Yes
## 4338          Yes              Yes     Fiber optic                  No
## 4339           No No phone service             DSL                  No
## 4340          Yes              Yes             DSL                  No
## 4341          Yes               No             DSL                  No
## 4342          Yes               No             DSL                  No
## 4343          Yes              Yes             DSL                 Yes
## 4344          Yes              Yes     Fiber optic                  No
## 4345          Yes              Yes             DSL                  No
## 4346          Yes               No              No No internet service
## 4347          Yes              Yes             DSL                 Yes
## 4348          Yes               No     Fiber optic                  No
## 4349          Yes               No              No No internet service
## 4350          Yes              Yes     Fiber optic                 Yes
## 4351          Yes               No             DSL                  No
## 4352          Yes               No              No No internet service
## 4353          Yes              Yes     Fiber optic                 Yes
## 4354          Yes               No     Fiber optic                  No
## 4355          Yes               No              No No internet service
## 4356          Yes              Yes             DSL                  No
## 4357          Yes               No              No No internet service
## 4358          Yes               No              No No internet service
## 4359          Yes               No             DSL                  No
## 4360          Yes              Yes     Fiber optic                  No
## 4361          Yes              Yes     Fiber optic                 Yes
## 4362          Yes               No             DSL                 Yes
## 4363          Yes               No              No No internet service
## 4364          Yes              Yes     Fiber optic                  No
## 4365          Yes              Yes             DSL                 Yes
## 4366          Yes              Yes             DSL                  No
## 4367          Yes              Yes     Fiber optic                 Yes
## 4368          Yes               No             DSL                  No
## 4369          Yes               No     Fiber optic                  No
## 4370           No No phone service             DSL                  No
## 4371          Yes               No             DSL                 Yes
## 4372          Yes              Yes              No No internet service
## 4373          Yes               No              No No internet service
## 4374          Yes               No              No No internet service
## 4375          Yes               No              No No internet service
## 4376          Yes              Yes     Fiber optic                 Yes
## 4377          Yes               No     Fiber optic                 Yes
## 4378          Yes               No     Fiber optic                  No
## 4379          Yes               No              No No internet service
## 4380          Yes              Yes     Fiber optic                  No
## 4382          Yes              Yes     Fiber optic                  No
## 4383          Yes              Yes             DSL                  No
## 4384          Yes              Yes             DSL                 Yes
## 4385          Yes               No     Fiber optic                  No
## 4386          Yes               No              No No internet service
## 4387          Yes               No             DSL                 Yes
## 4388          Yes               No              No No internet service
## 4389          Yes               No              No No internet service
## 4390          Yes              Yes     Fiber optic                 Yes
## 4391          Yes               No             DSL                 Yes
## 4392          Yes               No             DSL                  No
## 4393          Yes               No              No No internet service
## 4394          Yes              Yes     Fiber optic                  No
## 4395          Yes              Yes             DSL                  No
## 4396          Yes              Yes     Fiber optic                  No
## 4397           No No phone service             DSL                  No
## 4398          Yes              Yes     Fiber optic                 Yes
## 4399          Yes              Yes             DSL                 Yes
## 4400          Yes              Yes     Fiber optic                 Yes
## 4401           No No phone service             DSL                  No
## 4402          Yes              Yes     Fiber optic                 Yes
## 4403           No No phone service             DSL                 Yes
## 4404          Yes              Yes             DSL                  No
## 4405          Yes               No     Fiber optic                  No
## 4406          Yes               No     Fiber optic                  No
## 4407          Yes              Yes             DSL                 Yes
## 4408          Yes               No              No No internet service
## 4409          Yes              Yes             DSL                 Yes
## 4410           No No phone service             DSL                 Yes
## 4411          Yes               No     Fiber optic                  No
## 4412           No No phone service             DSL                 Yes
## 4413          Yes              Yes              No No internet service
## 4414          Yes               No     Fiber optic                  No
## 4415          Yes               No              No No internet service
## 4416          Yes              Yes             DSL                 Yes
## 4417          Yes              Yes             DSL                  No
## 4418          Yes               No     Fiber optic                  No
## 4419          Yes               No             DSL                 Yes
## 4420          Yes               No              No No internet service
## 4421          Yes               No             DSL                 Yes
## 4422          Yes              Yes     Fiber optic                  No
## 4423          Yes               No     Fiber optic                  No
## 4424          Yes               No             DSL                  No
## 4425           No No phone service             DSL                  No
## 4426          Yes              Yes             DSL                 Yes
## 4427          Yes              Yes     Fiber optic                  No
## 4428          Yes               No     Fiber optic                  No
## 4429          Yes              Yes     Fiber optic                  No
## 4430          Yes              Yes             DSL                 Yes
## 4431          Yes               No             DSL                 Yes
## 4432          Yes               No     Fiber optic                  No
## 4433           No No phone service             DSL                 Yes
## 4434          Yes              Yes     Fiber optic                  No
## 4435          Yes              Yes     Fiber optic                 Yes
## 4436          Yes              Yes     Fiber optic                  No
## 4437          Yes               No             DSL                 Yes
## 4438          Yes              Yes     Fiber optic                  No
## 4439          Yes              Yes              No No internet service
## 4440          Yes               No              No No internet service
## 4441          Yes               No             DSL                  No
## 4442          Yes               No              No No internet service
## 4443          Yes               No     Fiber optic                  No
## 4444          Yes               No             DSL                  No
## 4445          Yes               No              No No internet service
## 4446          Yes              Yes     Fiber optic                 Yes
## 4447          Yes               No     Fiber optic                  No
## 4448          Yes              Yes     Fiber optic                 Yes
## 4449          Yes              Yes     Fiber optic                  No
## 4450          Yes              Yes     Fiber optic                  No
## 4451          Yes              Yes             DSL                  No
## 4452          Yes              Yes     Fiber optic                  No
## 4453          Yes               No             DSL                 Yes
## 4454          Yes              Yes     Fiber optic                  No
## 4455          Yes               No              No No internet service
## 4456          Yes               No             DSL                  No
## 4457          Yes              Yes              No No internet service
## 4458          Yes               No     Fiber optic                 Yes
## 4459          Yes              Yes     Fiber optic                  No
## 4460          Yes              Yes     Fiber optic                  No
## 4461          Yes               No     Fiber optic                  No
## 4462          Yes               No     Fiber optic                  No
## 4463          Yes              Yes     Fiber optic                  No
## 4464          Yes               No     Fiber optic                  No
## 4465          Yes               No     Fiber optic                 Yes
## 4466           No No phone service             DSL                  No
## 4467          Yes               No     Fiber optic                  No
## 4468          Yes              Yes             DSL                  No
## 4469          Yes              Yes              No No internet service
## 4470          Yes               No     Fiber optic                 Yes
## 4471          Yes               No             DSL                  No
## 4472          Yes              Yes     Fiber optic                 Yes
## 4473          Yes               No     Fiber optic                 Yes
## 4474          Yes              Yes     Fiber optic                  No
## 4475           No No phone service             DSL                  No
## 4476          Yes               No              No No internet service
## 4477          Yes               No              No No internet service
## 4478          Yes               No             DSL                 Yes
## 4479          Yes               No             DSL                  No
## 4480          Yes              Yes              No No internet service
## 4481          Yes               No     Fiber optic                  No
## 4482           No No phone service             DSL                 Yes
## 4483          Yes              Yes     Fiber optic                  No
## 4484          Yes              Yes              No No internet service
## 4485          Yes               No     Fiber optic                  No
## 4486          Yes              Yes             DSL                 Yes
## 4487          Yes              Yes     Fiber optic                  No
## 4488          Yes              Yes              No No internet service
## 4489          Yes               No     Fiber optic                 Yes
## 4490          Yes              Yes             DSL                  No
## 4491          Yes              Yes     Fiber optic                 Yes
## 4492          Yes               No              No No internet service
## 4493          Yes              Yes              No No internet service
## 4494          Yes              Yes              No No internet service
## 4495          Yes               No     Fiber optic                  No
## 4496          Yes               No     Fiber optic                  No
## 4497          Yes              Yes             DSL                 Yes
## 4498          Yes               No     Fiber optic                  No
## 4499          Yes               No              No No internet service
## 4500          Yes              Yes     Fiber optic                 Yes
## 4501          Yes               No     Fiber optic                  No
## 4502          Yes               No              No No internet service
## 4503          Yes              Yes     Fiber optic                  No
## 4504          Yes              Yes     Fiber optic                 Yes
## 4505          Yes               No              No No internet service
## 4506          Yes              Yes              No No internet service
## 4507          Yes              Yes             DSL                  No
## 4508          Yes               No             DSL                 Yes
## 4509          Yes               No              No No internet service
## 4510          Yes               No     Fiber optic                  No
## 4511          Yes              Yes             DSL                  No
## 4512          Yes               No             DSL                  No
## 4513          Yes              Yes             DSL                  No
## 4514          Yes              Yes             DSL                 Yes
## 4515          Yes               No     Fiber optic                  No
## 4516          Yes               No     Fiber optic                  No
## 4517          Yes              Yes             DSL                 Yes
## 4518          Yes              Yes     Fiber optic                  No
## 4519          Yes              Yes     Fiber optic                  No
## 4520          Yes              Yes     Fiber optic                  No
## 4521          Yes               No              No No internet service
## 4522           No No phone service             DSL                 Yes
## 4523          Yes               No              No No internet service
## 4524          Yes               No     Fiber optic                 Yes
## 4525          Yes              Yes     Fiber optic                 Yes
## 4526          Yes               No     Fiber optic                 Yes
## 4527          Yes               No     Fiber optic                 Yes
## 4528          Yes               No     Fiber optic                  No
## 4529          Yes               No     Fiber optic                  No
## 4530          Yes               No             DSL                  No
## 4531          Yes               No              No No internet service
## 4532          Yes              Yes     Fiber optic                  No
## 4533          Yes              Yes     Fiber optic                  No
## 4534          Yes              Yes     Fiber optic                  No
## 4535          Yes               No             DSL                  No
## 4536          Yes              Yes     Fiber optic                  No
## 4537          Yes               No     Fiber optic                  No
## 4538           No No phone service             DSL                  No
## 4539          Yes               No     Fiber optic                  No
## 4540          Yes              Yes             DSL                 Yes
## 4541          Yes               No              No No internet service
## 4542          Yes              Yes             DSL                  No
## 4543          Yes              Yes     Fiber optic                  No
## 4544          Yes               No              No No internet service
## 4545          Yes               No     Fiber optic                  No
## 4546          Yes               No             DSL                  No
## 4547          Yes              Yes     Fiber optic                  No
## 4548          Yes              Yes     Fiber optic                 Yes
## 4549          Yes               No     Fiber optic                  No
## 4550          Yes              Yes     Fiber optic                  No
## 4551          Yes              Yes              No No internet service
## 4552          Yes              Yes     Fiber optic                  No
## 4553          Yes               No              No No internet service
## 4554          Yes              Yes     Fiber optic                 Yes
## 4555          Yes               No     Fiber optic                 Yes
## 4556          Yes               No              No No internet service
## 4557          Yes               No     Fiber optic                  No
## 4558           No No phone service             DSL                  No
## 4559          Yes              Yes     Fiber optic                  No
## 4560          Yes               No              No No internet service
## 4561          Yes              Yes     Fiber optic                  No
## 4562          Yes              Yes             DSL                  No
## 4563          Yes              Yes     Fiber optic                 Yes
## 4564          Yes              Yes     Fiber optic                  No
## 4565          Yes               No              No No internet service
## 4566           No No phone service             DSL                 Yes
## 4567          Yes               No     Fiber optic                  No
## 4568          Yes              Yes     Fiber optic                  No
## 4569          Yes               No     Fiber optic                  No
## 4570          Yes               No             DSL                 Yes
## 4571          Yes               No              No No internet service
## 4572          Yes               No     Fiber optic                  No
## 4573          Yes              Yes     Fiber optic                  No
## 4574          Yes               No              No No internet service
## 4575          Yes              Yes     Fiber optic                  No
## 4576          Yes              Yes              No No internet service
## 4577          Yes               No              No No internet service
## 4578          Yes              Yes     Fiber optic                 Yes
## 4579          Yes               No             DSL                  No
## 4580          Yes              Yes     Fiber optic                  No
## 4581          Yes               No              No No internet service
## 4582          Yes               No              No No internet service
## 4583          Yes              Yes             DSL                 Yes
## 4584          Yes              Yes             DSL                 Yes
## 4585          Yes              Yes             DSL                 Yes
## 4586          Yes              Yes     Fiber optic                  No
## 4587          Yes              Yes     Fiber optic                 Yes
## 4588          Yes               No     Fiber optic                  No
## 4589          Yes              Yes     Fiber optic                  No
## 4590          Yes               No              No No internet service
## 4591          Yes              Yes     Fiber optic                 Yes
## 4592          Yes               No              No No internet service
## 4593          Yes              Yes              No No internet service
## 4594          Yes               No              No No internet service
## 4595          Yes               No     Fiber optic                  No
## 4596          Yes              Yes             DSL                  No
## 4597          Yes              Yes     Fiber optic                  No
## 4598          Yes               No     Fiber optic                  No
## 4599          Yes              Yes             DSL                 Yes
## 4600          Yes               No             DSL                  No
## 4601          Yes              Yes     Fiber optic                 Yes
## 4602          Yes              Yes     Fiber optic                  No
## 4603          Yes              Yes              No No internet service
## 4604           No No phone service             DSL                 Yes
## 4605          Yes               No     Fiber optic                  No
## 4606          Yes              Yes             DSL                  No
## 4607          Yes              Yes              No No internet service
## 4608          Yes               No             DSL                  No
## 4609          Yes              Yes             DSL                  No
## 4610          Yes              Yes             DSL                  No
## 4611          Yes              Yes     Fiber optic                 Yes
## 4612          Yes              Yes              No No internet service
## 4613           No No phone service             DSL                  No
## 4614          Yes              Yes     Fiber optic                  No
## 4615          Yes               No              No No internet service
## 4616          Yes              Yes             DSL                 Yes
## 4617          Yes               No             DSL                  No
## 4618          Yes               No              No No internet service
## 4619          Yes               No     Fiber optic                  No
## 4620          Yes              Yes     Fiber optic                  No
## 4621          Yes              Yes     Fiber optic                 Yes
## 4622          Yes               No             DSL                 Yes
## 4623          Yes               No     Fiber optic                  No
## 4624          Yes              Yes     Fiber optic                  No
## 4625          Yes               No     Fiber optic                  No
## 4626          Yes               No     Fiber optic                  No
## 4627          Yes              Yes     Fiber optic                  No
## 4628          Yes              Yes     Fiber optic                 Yes
## 4629          Yes               No             DSL                 Yes
## 4630          Yes               No              No No internet service
## 4631          Yes              Yes             DSL                 Yes
## 4632          Yes              Yes     Fiber optic                  No
## 4633          Yes               No              No No internet service
## 4634          Yes              Yes              No No internet service
## 4635          Yes               No              No No internet service
## 4636          Yes               No              No No internet service
## 4637          Yes               No              No No internet service
## 4638          Yes               No             DSL                 Yes
## 4639          Yes              Yes     Fiber optic                  No
## 4640          Yes              Yes     Fiber optic                  No
## 4641          Yes               No     Fiber optic                  No
## 4642           No No phone service             DSL                  No
## 4643          Yes               No             DSL                 Yes
## 4644          Yes              Yes             DSL                  No
## 4645          Yes               No             DSL                  No
## 4646          Yes              Yes     Fiber optic                  No
## 4647          Yes               No     Fiber optic                  No
## 4648          Yes               No             DSL                  No
## 4649          Yes               No     Fiber optic                  No
## 4650          Yes              Yes     Fiber optic                 Yes
## 4651          Yes              Yes              No No internet service
## 4652          Yes               No     Fiber optic                 Yes
## 4653          Yes               No              No No internet service
## 4654           No No phone service             DSL                  No
## 4655          Yes               No              No No internet service
## 4656          Yes              Yes             DSL                 Yes
## 4657          Yes              Yes     Fiber optic                  No
## 4658           No No phone service             DSL                  No
## 4659          Yes               No             DSL                  No
## 4660          Yes              Yes     Fiber optic                 Yes
## 4661          Yes               No              No No internet service
## 4662          Yes              Yes             DSL                 Yes
## 4663          Yes               No              No No internet service
## 4664          Yes              Yes     Fiber optic                  No
## 4665          Yes              Yes     Fiber optic                  No
## 4666           No No phone service             DSL                 Yes
## 4667          Yes               No              No No internet service
## 4668          Yes               No              No No internet service
## 4669          Yes               No             DSL                 Yes
## 4670          Yes               No              No No internet service
## 4671           No No phone service             DSL                 Yes
## 4672          Yes              Yes     Fiber optic                  No
## 4673          Yes               No             DSL                  No
## 4674          Yes              Yes     Fiber optic                 Yes
## 4675          Yes               No             DSL                  No
## 4676          Yes              Yes     Fiber optic                  No
## 4677          Yes               No              No No internet service
## 4678          Yes               No     Fiber optic                  No
## 4679          Yes              Yes     Fiber optic                  No
## 4680          Yes              Yes             DSL                 Yes
## 4681          Yes              Yes             DSL                 Yes
## 4682          Yes              Yes     Fiber optic                  No
## 4683          Yes              Yes     Fiber optic                  No
## 4684          Yes              Yes     Fiber optic                  No
## 4685          Yes               No     Fiber optic                  No
## 4686          Yes              Yes     Fiber optic                  No
## 4687          Yes              Yes     Fiber optic                 Yes
## 4688          Yes               No     Fiber optic                  No
## 4689          Yes              Yes     Fiber optic                 Yes
## 4690          Yes               No              No No internet service
## 4691          Yes               No             DSL                  No
## 4692          Yes              Yes     Fiber optic                  No
## 4693          Yes               No     Fiber optic                 Yes
## 4694          Yes              Yes              No No internet service
## 4695          Yes               No              No No internet service
## 4696          Yes               No              No No internet service
## 4697          Yes               No     Fiber optic                  No
## 4698          Yes               No     Fiber optic                  No
## 4699          Yes              Yes             DSL                  No
## 4700          Yes              Yes     Fiber optic                 Yes
## 4701          Yes               No             DSL                  No
## 4702          Yes              Yes     Fiber optic                  No
## 4703           No No phone service             DSL                  No
## 4704          Yes              Yes     Fiber optic                 Yes
## 4705          Yes              Yes             DSL                 Yes
## 4706          Yes               No     Fiber optic                 Yes
## 4707          Yes               No             DSL                  No
## 4708          Yes              Yes     Fiber optic                 Yes
## 4709          Yes               No             DSL                 Yes
## 4710          Yes              Yes     Fiber optic                 Yes
## 4711           No No phone service             DSL                  No
## 4712          Yes               No              No No internet service
## 4713          Yes              Yes     Fiber optic                 Yes
## 4714          Yes              Yes     Fiber optic                  No
## 4715          Yes              Yes             DSL                 Yes
## 4716          Yes              Yes             DSL                 Yes
## 4717          Yes              Yes             DSL                 Yes
## 4718          Yes              Yes     Fiber optic                 Yes
## 4719          Yes               No              No No internet service
## 4720          Yes              Yes     Fiber optic                  No
## 4721          Yes              Yes     Fiber optic                  No
## 4722          Yes               No              No No internet service
## 4723          Yes               No             DSL                  No
## 4724          Yes               No     Fiber optic                  No
## 4725          Yes              Yes             DSL                 Yes
## 4726          Yes              Yes             DSL                  No
## 4727           No No phone service             DSL                 Yes
## 4728          Yes               No              No No internet service
## 4729           No No phone service             DSL                 Yes
## 4730           No No phone service             DSL                  No
## 4731          Yes              Yes     Fiber optic                  No
## 4732          Yes               No              No No internet service
## 4733          Yes               No              No No internet service
## 4734          Yes               No     Fiber optic                 Yes
## 4735          Yes               No             DSL                 Yes
## 4736          Yes              Yes             DSL                  No
## 4737          Yes              Yes             DSL                 Yes
## 4738          Yes              Yes     Fiber optic                 Yes
## 4739          Yes              Yes     Fiber optic                  No
## 4740          Yes              Yes     Fiber optic                 Yes
## 4741           No No phone service             DSL                 Yes
## 4742          Yes               No     Fiber optic                  No
## 4743          Yes               No              No No internet service
## 4744          Yes              Yes             DSL                  No
## 4745          Yes               No              No No internet service
## 4746          Yes              Yes     Fiber optic                  No
## 4747          Yes              Yes     Fiber optic                  No
## 4748          Yes               No              No No internet service
## 4749          Yes               No              No No internet service
## 4750          Yes               No             DSL                  No
## 4751           No No phone service             DSL                 Yes
## 4752          Yes              Yes              No No internet service
## 4753          Yes               No              No No internet service
## 4754          Yes               No     Fiber optic                  No
## 4755          Yes              Yes              No No internet service
## 4756          Yes               No     Fiber optic                  No
## 4757          Yes               No             DSL                 Yes
## 4758          Yes              Yes             DSL                  No
## 4759          Yes               No              No No internet service
## 4760          Yes               No     Fiber optic                  No
## 4761          Yes               No             DSL                 Yes
## 4762          Yes              Yes              No No internet service
## 4763          Yes               No     Fiber optic                  No
## 4764          Yes               No     Fiber optic                  No
## 4765          Yes               No             DSL                  No
## 4766           No No phone service             DSL                  No
## 4767          Yes              Yes     Fiber optic                 Yes
## 4768          Yes               No              No No internet service
## 4769          Yes               No              No No internet service
##             OnlineBackup    DeviceProtection         TechSupport
## 1                    Yes                  No                  No
## 2                     No                 Yes                  No
## 3                    Yes                  No                  No
## 4                     No                 Yes                 Yes
## 5                     No                  No                  No
## 6                     No                 Yes                  No
## 7                    Yes                  No                  No
## 8                     No                  No                  No
## 9                     No                 Yes                 Yes
## 10                   Yes                  No                  No
## 11                    No                  No                  No
## 12   No internet service No internet service No internet service
## 13                    No                 Yes                  No
## 14                   Yes                 Yes                  No
## 15                    No                 Yes                 Yes
## 16                   Yes                 Yes                 Yes
## 17   No internet service No internet service No internet service
## 18                    No                 Yes                  No
## 19                    No                 Yes                 Yes
## 20                   Yes                 Yes                  No
## 21                    No                 Yes                  No
## 22   No internet service No internet service No internet service
## 23   No internet service No internet service No internet service
## 24                   Yes                  No                 Yes
## 25                   Yes                  No                 Yes
## 26                   Yes                  No                  No
## 27                   Yes                  No                  No
## 28                   Yes                  No                  No
## 29                   Yes                 Yes                 Yes
## 30                    No                  No                  No
## 31                   Yes                 Yes                 Yes
## 32                    No                 Yes                  No
## 33                   Yes                 Yes                 Yes
## 34   No internet service No internet service No internet service
## 35                    No                  No                  No
## 36                   Yes                  No                 Yes
## 37                    No                  No                  No
## 38                    No                 Yes                  No
## 39                   Yes                 Yes                  No
## 40                    No                 Yes                  No
## 41                   Yes                  No                  No
## 42                   Yes                  No                  No
## 43   No internet service No internet service No internet service
## 44                   Yes                 Yes                 Yes
## 45                   Yes                  No                 Yes
## 46                    No                  No                  No
## 47                   Yes                  No                  No
## 48                    No                  No                  No
## 49                    No                  No                 Yes
## 50                    No                 Yes                 Yes
## 51                   Yes                  No                  No
## 52                   Yes                  No                  No
## 53                    No                  No                 Yes
## 54                   Yes                  No                  No
## 55                   Yes                 Yes                 Yes
## 56                    No                  No                  No
## 57                    No                  No                  No
## 58                   Yes                 Yes                 Yes
## 59   No internet service No internet service No internet service
## 60                    No                 Yes                 Yes
## 61                    No                 Yes                  No
## 62                   Yes                  No                  No
## 63                   Yes                 Yes                  No
## 64                    No                 Yes                 Yes
## 65                    No                  No                  No
## 66                   Yes                  No                 Yes
## 67                   Yes                  No                  No
## 68                   Yes                 Yes                 Yes
## 69   No internet service No internet service No internet service
## 70                    No                 Yes                  No
## 71                    No                  No                 Yes
## 72   No internet service No internet service No internet service
## 73                    No                 Yes                 Yes
## 74   No internet service No internet service No internet service
## 75                    No                  No                 Yes
## 76                   Yes                 Yes                  No
## 77                    No                  No                  No
## 78                   Yes                  No                  No
## 79                   Yes                  No                  No
## 80   No internet service No internet service No internet service
## 81                    No                  No                  No
## 82                    No                  No                  No
## 83                    No                 Yes                  No
## 84                   Yes                 Yes                 Yes
## 85   No internet service No internet service No internet service
## 86                   Yes                  No                  No
## 87                    No                  No                  No
## 88   No internet service No internet service No internet service
## 89   No internet service No internet service No internet service
## 90                    No                  No                  No
## 91                   Yes                 Yes                  No
## 92                    No                  No                 Yes
## 93                    No                 Yes                 Yes
## 94                   Yes                 Yes                  No
## 95                   Yes                 Yes                  No
## 96                    No                  No                  No
## 97                   Yes                  No                 Yes
## 98   No internet service No internet service No internet service
## 99   No internet service No internet service No internet service
## 100                  Yes                 Yes                  No
## 101  No internet service No internet service No internet service
## 102  No internet service No internet service No internet service
## 103                   No                 Yes                 Yes
## 104                  Yes                 Yes                  No
## 105                  Yes                 Yes                 Yes
## 106                   No                  No                  No
## 107                  Yes                  No                  No
## 108                   No                  No                  No
## 109                   No                  No                  No
## 110  No internet service No internet service No internet service
## 111                  Yes                  No                  No
## 112                   No                 Yes                 Yes
## 113                  Yes                 Yes                  No
## 114                   No                  No                  No
## 115                  Yes                  No                 Yes
## 116                  Yes                  No                  No
## 117                   No                  No                  No
## 118                   No                  No                  No
## 119  No internet service No internet service No internet service
## 120                  Yes                  No                 Yes
## 121                   No                 Yes                  No
## 122  No internet service No internet service No internet service
## 123                   No                  No                  No
## 124                   No                  No                  No
## 125  No internet service No internet service No internet service
## 126                   No                  No                 Yes
## 127                   No                 Yes                  No
## 128  No internet service No internet service No internet service
## 129  No internet service No internet service No internet service
## 130                  Yes                  No                  No
## 131                   No                  No                  No
## 132                  Yes                 Yes                  No
## 133                   No                  No                 Yes
## 134                   No                  No                  No
## 135                   No                  No                  No
## 136  No internet service No internet service No internet service
## 137                   No                  No                  No
## 138  No internet service No internet service No internet service
## 139  No internet service No internet service No internet service
## 140                   No                  No                  No
## 141                  Yes                 Yes                 Yes
## 142                   No                  No                 Yes
## 143                  Yes                  No                  No
## 144                  Yes                  No                  No
## 145  No internet service No internet service No internet service
## 146                  Yes                  No                 Yes
## 147  No internet service No internet service No internet service
## 148                   No                  No                  No
## 149                  Yes                 Yes                  No
## 150                  Yes                 Yes                 Yes
## 151                   No                  No                 Yes
## 152                   No                  No                  No
## 153                  Yes                 Yes                  No
## 154                  Yes                 Yes                 Yes
## 155  No internet service No internet service No internet service
## 156                   No                  No                  No
## 157                   No                  No                  No
## 158  No internet service No internet service No internet service
## 159                   No                 Yes                  No
## 160  No internet service No internet service No internet service
## 161                  Yes                  No                  No
## 162                   No                  No                  No
## 163                   No                  No                  No
## 164                  Yes                 Yes                 Yes
## 165  No internet service No internet service No internet service
## 166  No internet service No internet service No internet service
## 167                   No                  No                  No
## 168                  Yes                 Yes                 Yes
## 169                  Yes                 Yes                  No
## 170  No internet service No internet service No internet service
## 171                   No                 Yes                 Yes
## 172                   No                 Yes                 Yes
## 173                  Yes                 Yes                 Yes
## 174                   No                 Yes                  No
## 175  No internet service No internet service No internet service
## 176  No internet service No internet service No internet service
## 177                   No                  No                  No
## 178                   No                  No                  No
## 179                  Yes                 Yes                  No
## 180  No internet service No internet service No internet service
## 181                  Yes                  No                  No
## 182                   No                  No                  No
## 183                   No                  No                  No
## 184                   No                 Yes                  No
## 185                  Yes                 Yes                  No
## 186                   No                  No                  No
## 187                  Yes                  No                  No
## 188                   No                  No                 Yes
## 189  No internet service No internet service No internet service
## 190                  Yes                  No                  No
## 191                   No                  No                 Yes
## 192                  Yes                 Yes                  No
## 193  No internet service No internet service No internet service
## 194                  Yes                 Yes                  No
## 195  No internet service No internet service No internet service
## 196                  Yes                  No                 Yes
## 197  No internet service No internet service No internet service
## 198                  Yes                 Yes                 Yes
## 199                  Yes                 Yes                 Yes
## 200  No internet service No internet service No internet service
## 201                   No                  No                 Yes
## 202                  Yes                  No                 Yes
## 203                   No                 Yes                  No
## 204                   No                  No                  No
## 205                   No                  No                  No
## 206                  Yes                  No                 Yes
## 207                  Yes                 Yes                 Yes
## 208                   No                  No                  No
## 209                   No                 Yes                 Yes
## 210                  Yes                 Yes                 Yes
## 211                   No                  No                  No
## 212                   No                  No                  No
## 213  No internet service No internet service No internet service
## 214  No internet service No internet service No internet service
## 215                   No                  No                  No
## 216                  Yes                 Yes                  No
## 217                  Yes                 Yes                 Yes
## 218                  Yes                 Yes                 Yes
## 219                  Yes                 Yes                 Yes
## 220                   No                  No                  No
## 221                   No                  No                  No
## 222  No internet service No internet service No internet service
## 223  No internet service No internet service No internet service
## 224                   No                  No                 Yes
## 225  No internet service No internet service No internet service
## 226                   No                  No                  No
## 227                   No                 Yes                 Yes
## 228                   No                  No                  No
## 229                   No                  No                 Yes
## 230                  Yes                  No                 Yes
## 231                  Yes                  No                 Yes
## 232                  Yes                  No                 Yes
## 233                   No                  No                  No
## 234  No internet service No internet service No internet service
## 235  No internet service No internet service No internet service
## 236                  Yes                  No                  No
## 237                   No                  No                 Yes
## 238                   No                  No                  No
## 239                  Yes                  No                  No
## 240  No internet service No internet service No internet service
## 241                  Yes                 Yes                 Yes
## 242                  Yes                 Yes                 Yes
## 243                   No                  No                 Yes
## 244                  Yes                 Yes                  No
## 245                  Yes                 Yes                  No
## 246                   No                  No                  No
## 247                   No                 Yes                  No
## 248                  Yes                  No                  No
## 249                   No                  No                  No
## 250                  Yes                 Yes                  No
## 251                  Yes                 Yes                  No
## 252                   No                  No                  No
## 253                  Yes                  No                  No
## 254                  Yes                 Yes                 Yes
## 255  No internet service No internet service No internet service
## 256                  Yes                 Yes                 Yes
## 257                  Yes                 Yes                 Yes
## 258                  Yes                 Yes                 Yes
## 259                   No                  No                  No
## 260                   No                 Yes                  No
## 261                   No                 Yes                  No
## 262                  Yes                 Yes                  No
## 263                  Yes                  No                  No
## 264                  Yes                  No                 Yes
## 265                  Yes                 Yes                 Yes
## 266                  Yes                 Yes                 Yes
## 267  No internet service No internet service No internet service
## 268                  Yes                  No                 Yes
## 269  No internet service No internet service No internet service
## 270  No internet service No internet service No internet service
## 271                   No                  No                 Yes
## 272                  Yes                  No                 Yes
## 273                   No                  No                  No
## 274                  Yes                  No                 Yes
## 275                   No                  No                  No
## 276                  Yes                  No                 Yes
## 277                  Yes                 Yes                  No
## 278                  Yes                  No                  No
## 279                   No                 Yes                 Yes
## 280                  Yes                  No                  No
## 281                  Yes                  No                  No
## 282                  Yes                  No                  No
## 283  No internet service No internet service No internet service
## 284                   No                  No                  No
## 285                   No                 Yes                  No
## 286                   No                  No                  No
## 287                   No                  No                  No
## 288                   No                  No                  No
## 289                  Yes                  No                  No
## 290                   No                  No                  No
## 291                   No                  No                  No
## 292                  Yes                 Yes                  No
## 293                  Yes                 Yes                 Yes
## 294                   No                  No                  No
## 295  No internet service No internet service No internet service
## 296  No internet service No internet service No internet service
## 297                   No                 Yes                  No
## 298                   No                 Yes                  No
## 299                   No                 Yes                  No
## 300                   No                  No                  No
## 301                   No                  No                  No
## 302                   No                  No                  No
## 303                   No                 Yes                 Yes
## 304                  Yes                 Yes                 Yes
## 305                  Yes                  No                  No
## 306  No internet service No internet service No internet service
## 307                   No                  No                  No
## 308                   No                 Yes                 Yes
## 309                  Yes                  No                  No
## 310                   No                 Yes                  No
## 311  No internet service No internet service No internet service
## 312                   No                  No                 Yes
## 313                  Yes                 Yes                 Yes
## 314                   No                  No                  No
## 315                   No                  No                  No
## 316                  Yes                  No                 Yes
## 317  No internet service No internet service No internet service
## 318                  Yes                  No                 Yes
## 319                   No                 Yes                  No
## 320                   No                  No                 Yes
## 321                  Yes                  No                 Yes
## 322                  Yes                 Yes                 Yes
## 323                   No                  No                  No
## 324                   No                  No                  No
## 325                  Yes                  No                 Yes
## 326                  Yes                  No                 Yes
## 327                   No                  No                 Yes
## 328                   No                  No                  No
## 329                   No                  No                  No
## 330                   No                 Yes                  No
## 331  No internet service No internet service No internet service
## 332  No internet service No internet service No internet service
## 333                  Yes                 Yes                  No
## 334                   No                  No                  No
## 335                   No                 Yes                  No
## 336                  Yes                 Yes                 Yes
## 337                  Yes                 Yes                  No
## 338                  Yes                 Yes                 Yes
## 339                  Yes                  No                  No
## 340                  Yes                 Yes                  No
## 341                  Yes                  No                 Yes
## 342                  Yes                 Yes                 Yes
## 343                  Yes                 Yes                  No
## 344  No internet service No internet service No internet service
## 345  No internet service No internet service No internet service
## 346                   No                  No                  No
## 347                   No                  No                  No
## 348  No internet service No internet service No internet service
## 349                   No                  No                  No
## 350                  Yes                 Yes                  No
## 351                   No                 Yes                 Yes
## 352                   No                  No                  No
## 353                   No                  No                  No
## 354                  Yes                 Yes                  No
## 355                   No                  No                  No
## 356                   No                  No                  No
## 357                   No                  No                  No
## 358                  Yes                  No                 Yes
## 359                   No                  No                  No
## 360                   No                  No                  No
## 361  No internet service No internet service No internet service
## 362                  Yes                  No                 Yes
## 363                   No                 Yes                  No
## 364  No internet service No internet service No internet service
## 365                   No                  No                 Yes
## 366                   No                 Yes                  No
## 367                   No                  No                  No
## 368  No internet service No internet service No internet service
## 369                   No                 Yes                  No
## 370                  Yes                 Yes                 Yes
## 371  No internet service No internet service No internet service
## 372                   No                  No                  No
## 373                   No                  No                 Yes
## 374                  Yes                 Yes                 Yes
## 375                  Yes                  No                  No
## 376                  Yes                 Yes                 Yes
## 377                   No                  No                  No
## 378                   No                 Yes                 Yes
## 379                  Yes                 Yes                 Yes
## 380                   No                 Yes                 Yes
## 381                  Yes                 Yes                 Yes
## 382                  Yes                  No                  No
## 383                  Yes                 Yes                 Yes
## 384                  Yes                  No                  No
## 385                  Yes                 Yes                  No
## 386  No internet service No internet service No internet service
## 387                  Yes                 Yes                  No
## 388                  Yes                 Yes                 Yes
## 389                   No                 Yes                  No
## 390                   No                  No                  No
## 391                   No                  No                  No
## 392                  Yes                 Yes                 Yes
## 393                   No                  No                  No
## 394  No internet service No internet service No internet service
## 395                   No                  No                  No
## 396                  Yes                 Yes                 Yes
## 397                   No                 Yes                 Yes
## 398                  Yes                  No                  No
## 399                   No                 Yes                 Yes
## 400  No internet service No internet service No internet service
## 401  No internet service No internet service No internet service
## 402  No internet service No internet service No internet service
## 403                   No                 Yes                  No
## 404                   No                  No                 Yes
## 405  No internet service No internet service No internet service
## 406  No internet service No internet service No internet service
## 407                   No                 Yes                  No
## 408                  Yes                  No                  No
## 409  No internet service No internet service No internet service
## 410  No internet service No internet service No internet service
## 411                  Yes                  No                  No
## 412  No internet service No internet service No internet service
## 413                   No                  No                  No
## 414                  Yes                 Yes                 Yes
## 415                   No                  No                  No
## 416                  Yes                  No                  No
## 417                  Yes                 Yes                 Yes
## 418  No internet service No internet service No internet service
## 419                  Yes                  No                  No
## 420                   No                 Yes                  No
## 421  No internet service No internet service No internet service
## 422                   No                  No                  No
## 423                  Yes                 Yes                 Yes
## 424  No internet service No internet service No internet service
## 425                  Yes                 Yes                  No
## 426                   No                  No                  No
## 427                  Yes                 Yes                  No
## 428                   No                  No                  No
## 429                   No                  No                  No
## 430                   No                  No                 Yes
## 431  No internet service No internet service No internet service
## 432                  Yes                 Yes                 Yes
## 433                   No                 Yes                  No
## 434                   No                  No                  No
## 435  No internet service No internet service No internet service
## 436                   No                 Yes                 Yes
## 437  No internet service No internet service No internet service
## 438                  Yes                 Yes                 Yes
## 439                   No                  No                 Yes
## 440                   No                 Yes                 Yes
## 441                   No                 Yes                 Yes
## 442                   No                  No                  No
## 443                  Yes                 Yes                 Yes
## 444                   No                  No                  No
## 445                   No                  No                  No
## 446                  Yes                 Yes                  No
## 447                   No                  No                  No
## 448  No internet service No internet service No internet service
## 449                   No                 Yes                  No
## 450                  Yes                  No                 Yes
## 451  No internet service No internet service No internet service
## 452                   No                 Yes                 Yes
## 453                  Yes                 Yes                 Yes
## 454                   No                  No                  No
## 455  No internet service No internet service No internet service
## 456                  Yes                 Yes                  No
## 457                  Yes                 Yes                 Yes
## 458                  Yes                 Yes                 Yes
## 459  No internet service No internet service No internet service
## 460                   No                  No                  No
## 461  No internet service No internet service No internet service
## 462                  Yes                  No                  No
## 463                   No                 Yes                  No
## 464                  Yes                  No                  No
## 465                  Yes                 Yes                 Yes
## 466                   No                  No                 Yes
## 467                   No                 Yes                 Yes
## 468                  Yes                  No                  No
## 469  No internet service No internet service No internet service
## 470                   No                  No                  No
## 471  No internet service No internet service No internet service
## 472                   No                  No                  No
## 473                   No                 Yes                  No
## 474                   No                  No                 Yes
## 475                  Yes                  No                  No
## 476                  Yes                  No                  No
## 477                  Yes                  No                 Yes
## 478                  Yes                 Yes                 Yes
## 479                   No                  No                 Yes
## 480                   No                  No                  No
## 481  No internet service No internet service No internet service
## 482                   No                 Yes                  No
## 483                   No                  No                  No
## 484                  Yes                 Yes                 Yes
## 485                  Yes                  No                  No
## 486                   No                  No                  No
## 487                  Yes                  No                  No
## 488                  Yes                 Yes                 Yes
## 490                   No                  No                  No
## 491                  Yes                 Yes                  No
## 492                  Yes                  No                  No
## 493                   No                  No                  No
## 494                  Yes                  No                  No
## 495  No internet service No internet service No internet service
## 496                  Yes                 Yes                  No
## 497                  Yes                  No                 Yes
## 498  No internet service No internet service No internet service
## 499                  Yes                  No                  No
## 500                  Yes                 Yes                  No
## 501                  Yes                 Yes                 Yes
## 502                   No                  No                  No
## 503                   No                  No                  No
## 504                   No                 Yes                 Yes
## 505                  Yes                 Yes                 Yes
## 506                  Yes                 Yes                  No
## 507                   No                 Yes                  No
## 508                   No                  No                 Yes
## 509                   No                  No                 Yes
## 510  No internet service No internet service No internet service
## 511                   No                 Yes                 Yes
## 512                   No                 Yes                  No
## 513                   No                  No                  No
## 514                  Yes                  No                 Yes
## 515                  Yes                 Yes                 Yes
## 516                   No                 Yes                 Yes
## 517                   No                  No                 Yes
## 518                   No                  No                  No
## 519                   No                  No                  No
## 520  No internet service No internet service No internet service
## 521                  Yes                 Yes                  No
## 522                   No                  No                  No
## 523                   No                  No                  No
## 524                   No                  No                  No
## 525                   No                 Yes                  No
## 526                   No                 Yes                  No
## 527                  Yes                 Yes                 Yes
## 528                  Yes                  No                 Yes
## 529  No internet service No internet service No internet service
## 530                  Yes                 Yes                 Yes
## 531  No internet service No internet service No internet service
## 532  No internet service No internet service No internet service
## 533                   No                  No                  No
## 534                   No                 Yes                 Yes
## 535                   No                  No                  No
## 536                   No                 Yes                  No
## 537                  Yes                  No                  No
## 538                  Yes                 Yes                  No
## 539                  Yes                  No                  No
## 540                  Yes                 Yes                 Yes
## 541                  Yes                 Yes                 Yes
## 542                   No                  No                  No
## 543  No internet service No internet service No internet service
## 544                   No                  No                  No
## 545                   No                  No                 Yes
## 546                   No                  No                  No
## 547                  Yes                  No                  No
## 548                  Yes                  No                 Yes
## 549                  Yes                 Yes                  No
## 550  No internet service No internet service No internet service
## 551                  Yes                 Yes                  No
## 552                  Yes                 Yes                 Yes
## 553  No internet service No internet service No internet service
## 554  No internet service No internet service No internet service
## 555                  Yes                  No                  No
## 556                   No                 Yes                  No
## 557  No internet service No internet service No internet service
## 558                  Yes                  No                 Yes
## 559                   No                  No                  No
## 560                   No                  No                 Yes
## 561                  Yes                  No                 Yes
## 562  No internet service No internet service No internet service
## 563                   No                  No                  No
## 564                   No                 Yes                  No
## 565                   No                 Yes                 Yes
## 566                   No                 Yes                 Yes
## 567                   No                  No                 Yes
## 568                  Yes                  No                 Yes
## 569                   No                 Yes                  No
## 570                  Yes                 Yes                 Yes
## 571  No internet service No internet service No internet service
## 572                  Yes                  No                 Yes
## 573                   No                 Yes                 Yes
## 574                  Yes                  No                  No
## 575                  Yes                 Yes                 Yes
## 576                  Yes                  No                 Yes
## 577                   No                 Yes                  No
## 578                   No                  No                  No
## 579                  Yes                  No                  No
## 580  No internet service No internet service No internet service
## 581  No internet service No internet service No internet service
## 582                   No                  No                  No
## 583                   No                 Yes                  No
## 584  No internet service No internet service No internet service
## 585  No internet service No internet service No internet service
## 586                   No                  No                  No
## 587                  Yes                  No                  No
## 588  No internet service No internet service No internet service
## 589                  Yes                 Yes                  No
## 590                  Yes                 Yes                 Yes
## 591                   No                 Yes                 Yes
## 592  No internet service No internet service No internet service
## 593                  Yes                 Yes                  No
## 594                  Yes                 Yes                  No
## 595                   No                  No                  No
## 596                   No                 Yes                 Yes
## 597                  Yes                 Yes                 Yes
## 598                   No                  No                 Yes
## 599                  Yes                  No                  No
## 600  No internet service No internet service No internet service
## 601                   No                  No                 Yes
## 602  No internet service No internet service No internet service
## 603                   No                  No                  No
## 604                  Yes                 Yes                 Yes
## 605                   No                 Yes                 Yes
## 606                   No                 Yes                 Yes
## 607                   No                 Yes                 Yes
## 608                   No                  No                 Yes
## 609                  Yes                 Yes                 Yes
## 610                   No                 Yes                  No
## 611                  Yes                  No                  No
## 612                  Yes                 Yes                 Yes
## 613  No internet service No internet service No internet service
## 614                  Yes                 Yes                  No
## 615                   No                 Yes                 Yes
## 616                   No                  No                  No
## 617                   No                  No                  No
## 618                   No                 Yes                 Yes
## 619                  Yes                  No                 Yes
## 620                  Yes                  No                  No
## 621                   No                  No                  No
## 622                  Yes                 Yes                  No
## 623                   No                 Yes                  No
## 624  No internet service No internet service No internet service
## 625  No internet service No internet service No internet service
## 626                   No                  No                 Yes
## 627                  Yes                 Yes                  No
## 628                  Yes                 Yes                  No
## 629                  Yes                 Yes                 Yes
## 630                  Yes                  No                  No
## 631                  Yes                 Yes                 Yes
## 632                   No                  No                  No
## 633                  Yes                 Yes                 Yes
## 634  No internet service No internet service No internet service
## 635                   No                  No                 Yes
## 636                  Yes                 Yes                  No
## 637                   No                 Yes                 Yes
## 638                  Yes                 Yes                 Yes
## 639                   No                 Yes                  No
## 640                   No                  No                  No
## 641  No internet service No internet service No internet service
## 642                   No                  No                  No
## 643                   No                  No                  No
## 644                  Yes                 Yes                  No
## 645  No internet service No internet service No internet service
## 646                   No                  No                  No
## 647                   No                  No                  No
## 648                   No                 Yes                 Yes
## 649                  Yes                  No                  No
## 650                   No                  No                  No
## 651                   No                  No                  No
## 652                   No                 Yes                  No
## 653  No internet service No internet service No internet service
## 654  No internet service No internet service No internet service
## 655  No internet service No internet service No internet service
## 656                   No                  No                 Yes
## 657                  Yes                 Yes                 Yes
## 658                  Yes                 Yes                  No
## 659  No internet service No internet service No internet service
## 660  No internet service No internet service No internet service
## 661                   No                  No                  No
## 662                   No                  No                  No
## 663  No internet service No internet service No internet service
## 664                  Yes                  No                  No
## 665  No internet service No internet service No internet service
## 666                   No                 Yes                  No
## 667                   No                  No                  No
## 668                   No                 Yes                  No
## 669                   No                  No                  No
## 670                  Yes                 Yes                 Yes
## 671  No internet service No internet service No internet service
## 672  No internet service No internet service No internet service
## 673                   No                  No                  No
## 674  No internet service No internet service No internet service
## 675                  Yes                  No                  No
## 676                   No                 Yes                 Yes
## 677  No internet service No internet service No internet service
## 678                   No                  No                  No
## 679                  Yes                 Yes                  No
## 680                  Yes                  No                  No
## 681                   No                  No                  No
## 682                   No                 Yes                 Yes
## 683                   No                  No                 Yes
## 684                   No                 Yes                 Yes
## 685                   No                  No                  No
## 686                   No                  No                 Yes
## 687  No internet service No internet service No internet service
## 688                   No                  No                  No
## 689                  Yes                  No                  No
## 690                   No                  No                  No
## 691  No internet service No internet service No internet service
## 692                  Yes                  No                 Yes
## 693  No internet service No internet service No internet service
## 694                   No                  No                  No
## 695  No internet service No internet service No internet service
## 696  No internet service No internet service No internet service
## 697                  Yes                 Yes                 Yes
## 698                   No                 Yes                  No
## 699                  Yes                  No                  No
## 700                   No                 Yes                 Yes
## 701                   No                 Yes                  No
## 702                   No                  No                  No
## 703                   No                  No                  No
## 704  No internet service No internet service No internet service
## 705                  Yes                  No                  No
## 706                  Yes                  No                  No
## 707                  Yes                  No                 Yes
## 708                  Yes                  No                 Yes
## 709                   No                 Yes                  No
## 710                  Yes                 Yes                  No
## 711  No internet service No internet service No internet service
## 712                   No                 Yes                 Yes
## 713  No internet service No internet service No internet service
## 714                   No                  No                 Yes
## 715  No internet service No internet service No internet service
## 716                   No                  No                  No
## 717                  Yes                 Yes                 Yes
## 718                   No                  No                  No
## 719                   No                 Yes                  No
## 720                   No                 Yes                  No
## 721  No internet service No internet service No internet service
## 722  No internet service No internet service No internet service
## 723                   No                  No                  No
## 724                   No                  No                  No
## 725                   No                  No                  No
## 726  No internet service No internet service No internet service
## 727  No internet service No internet service No internet service
## 728                   No                  No                  No
## 729                  Yes                 Yes                  No
## 730                  Yes                 Yes                 Yes
## 731                   No                 Yes                 Yes
## 732  No internet service No internet service No internet service
## 733                  Yes                  No                  No
## 734                   No                  No                  No
## 735                   No                 Yes                  No
## 736                   No                 Yes                  No
## 737                  Yes                 Yes                 Yes
## 738                  Yes                 Yes                 Yes
## 739                  Yes                  No                  No
## 740                  Yes                 Yes                 Yes
## 741                   No                 Yes                 Yes
## 742                   No                 Yes                  No
## 743                   No                  No                  No
## 744  No internet service No internet service No internet service
## 745                   No                  No                  No
## 746                  Yes                 Yes                 Yes
## 747                  Yes                 Yes                 Yes
## 748                   No                 Yes                  No
## 749  No internet service No internet service No internet service
## 750                   No                 Yes                 Yes
## 751                  Yes                  No                  No
## 752                  Yes                 Yes                  No
## 753                   No                 Yes                 Yes
## 755                  Yes                  No                  No
## 756                   No                 Yes                  No
## 757  No internet service No internet service No internet service
## 758  No internet service No internet service No internet service
## 759                  Yes                  No                  No
## 760                  Yes                  No                 Yes
## 761  No internet service No internet service No internet service
## 762                   No                  No                  No
## 763                   No                  No                  No
## 764                   No                 Yes                 Yes
## 765  No internet service No internet service No internet service
## 766                   No                  No                  No
## 767                  Yes                  No                  No
## 768  No internet service No internet service No internet service
## 769                   No                  No                 Yes
## 770                  Yes                  No                  No
## 771  No internet service No internet service No internet service
## 772                   No                  No                  No
## 773  No internet service No internet service No internet service
## 774                   No                 Yes                  No
## 775                   No                 Yes                  No
## 776                  Yes                 Yes                  No
## 777                  Yes                  No                  No
## 778                  Yes                  No                  No
## 779                  Yes                 Yes                 Yes
## 780                   No                  No                  No
## 781                  Yes                  No                 Yes
## 782                   No                  No                  No
## 783                  Yes                  No                  No
## 784                   No                  No                 Yes
## 785                  Yes                  No                 Yes
## 786                  Yes                 Yes                  No
## 787                   No                  No                  No
## 788                   No                  No                 Yes
## 789                  Yes                  No                  No
## 790                  Yes                 Yes                 Yes
## 791                   No                 Yes                 Yes
## 792                  Yes                 Yes                  No
## 793  No internet service No internet service No internet service
## 794                   No                 Yes                 Yes
## 795                   No                  No                  No
## 796                  Yes                  No                 Yes
## 797                   No                  No                 Yes
## 798  No internet service No internet service No internet service
## 799  No internet service No internet service No internet service
## 800                   No                 Yes                  No
## 801                   No                  No                  No
## 802                   No                  No                 Yes
## 803  No internet service No internet service No internet service
## 804                  Yes                  No                 Yes
## 805                  Yes                  No                  No
## 806                   No                 Yes                  No
## 807                   No                 Yes                 Yes
## 808                   No                 Yes                 Yes
## 809                  Yes                  No                  No
## 810                   No                  No                  No
## 811                  Yes                 Yes                  No
## 812                   No                  No                 Yes
## 813  No internet service No internet service No internet service
## 814                   No                  No                  No
## 815  No internet service No internet service No internet service
## 816                   No                  No                  No
## 817                   No                 Yes                  No
## 818                  Yes                 Yes                 Yes
## 819                  Yes                 Yes                 Yes
## 820                  Yes                  No                 Yes
## 821                   No                 Yes                 Yes
## 822                   No                 Yes                 Yes
## 823                  Yes                 Yes                  No
## 824                   No                 Yes                 Yes
## 825  No internet service No internet service No internet service
## 826                  Yes                 Yes                  No
## 827                   No                  No                  No
## 828  No internet service No internet service No internet service
## 829                  Yes                 Yes                  No
## 830                   No                 Yes                 Yes
## 831                  Yes                  No                 Yes
## 832  No internet service No internet service No internet service
## 833                  Yes                 Yes                 Yes
## 834                  Yes                  No                  No
## 835                   No                  No                  No
## 836                  Yes                  No                  No
## 837                   No                 Yes                 Yes
## 838                   No                  No                  No
## 839                   No                 Yes                 Yes
## 840  No internet service No internet service No internet service
## 841                   No                 Yes                  No
## 842                   No                 Yes                  No
## 843  No internet service No internet service No internet service
## 844                   No                  No                  No
## 845                   No                  No                  No
## 846  No internet service No internet service No internet service
## 847                  Yes                 Yes                 Yes
## 848                   No                  No                 Yes
## 849                  Yes                 Yes                 Yes
## 850                  Yes                 Yes                 Yes
## 851                  Yes                 Yes                 Yes
## 852                  Yes                  No                 Yes
## 853  No internet service No internet service No internet service
## 854                   No                  No                 Yes
## 855  No internet service No internet service No internet service
## 856                   No                 Yes                  No
## 857                  Yes                  No                 Yes
## 858                  Yes                  No                  No
## 859                  Yes                  No                 Yes
## 860                  Yes                 Yes                 Yes
## 861  No internet service No internet service No internet service
## 862                   No                 Yes                  No
## 863                  Yes                  No                  No
## 864                  Yes                  No                  No
## 865                   No                  No                  No
## 866                   No                 Yes                 Yes
## 867                   No                  No                 Yes
## 868  No internet service No internet service No internet service
## 869                   No                  No                  No
## 870  No internet service No internet service No internet service
## 871                   No                 Yes                 Yes
## 872                  Yes                 Yes                  No
## 873  No internet service No internet service No internet service
## 874                  Yes                  No                  No
## 875                   No                 Yes                  No
## 876                   No                  No                  No
## 877                   No                 Yes                 Yes
## 878                   No                 Yes                 Yes
## 879                   No                 Yes                 Yes
## 880                  Yes                  No                  No
## 881                  Yes                 Yes                 Yes
## 882  No internet service No internet service No internet service
## 883                   No                 Yes                  No
## 884                   No                 Yes                 Yes
## 885                   No                  No                 Yes
## 886  No internet service No internet service No internet service
## 887                   No                 Yes                  No
## 888                  Yes                 Yes                  No
## 889                   No                  No                  No
## 890                  Yes                 Yes                  No
## 891                   No                 Yes                 Yes
## 892                  Yes                 Yes                  No
## 893                   No                 Yes                  No
## 894                   No                  No                  No
## 895                   No                  No                 Yes
## 896                  Yes                  No                  No
## 897                  Yes                 Yes                 Yes
## 898                  Yes                 Yes                  No
## 899                   No                  No                 Yes
## 900                  Yes                  No                  No
## 901  No internet service No internet service No internet service
## 902                   No                 Yes                  No
## 903                   No                  No                  No
## 904                  Yes                 Yes                  No
## 905                  Yes                 Yes                  No
## 906                   No                 Yes                  No
## 907                   No                  No                  No
## 908                  Yes                  No                 Yes
## 909  No internet service No internet service No internet service
## 910                  Yes                 Yes                 Yes
## 911                  Yes                  No                  No
## 912                  Yes                  No                  No
## 913                   No                 Yes                  No
## 914  No internet service No internet service No internet service
## 915  No internet service No internet service No internet service
## 916                   No                  No                  No
## 917                   No                  No                  No
## 918                  Yes                 Yes                 Yes
## 919                   No                 Yes                  No
## 920                  Yes                 Yes                 Yes
## 921  No internet service No internet service No internet service
## 922  No internet service No internet service No internet service
## 923                   No                  No                  No
## 924                  Yes                  No                  No
## 925                  Yes                  No                  No
## 926                  Yes                 Yes                 Yes
## 927                  Yes                  No                  No
## 928                  Yes                 Yes                  No
## 929                  Yes                  No                 Yes
## 930                   No                 Yes                  No
## 931                  Yes                  No                  No
## 932                  Yes                  No                 Yes
## 933  No internet service No internet service No internet service
## 934                   No                  No                  No
## 935                   No                  No                 Yes
## 936                   No                  No                  No
## 938                   No                  No                  No
## 939                  Yes                 Yes                 Yes
## 940  No internet service No internet service No internet service
## 941  No internet service No internet service No internet service
## 942                  Yes                  No                  No
## 943                   No                  No                  No
## 944                  Yes                 Yes                 Yes
## 945                  Yes                  No                  No
## 946                   No                  No                  No
## 947  No internet service No internet service No internet service
## 948                   No                 Yes                  No
## 949                   No                 Yes                  No
## 950  No internet service No internet service No internet service
## 951                   No                  No                  No
## 952                  Yes                  No                  No
## 953                   No                  No                 Yes
## 954                   No                 Yes                 Yes
## 955                   No                  No                  No
## 956                   No                  No                  No
## 957  No internet service No internet service No internet service
## 958                   No                 Yes                  No
## 959                  Yes                 Yes                 Yes
## 960                  Yes                  No                  No
## 961                   No                  No                  No
## 962  No internet service No internet service No internet service
## 963                   No                  No                  No
## 964                   No                 Yes                 Yes
## 965                   No                  No                  No
## 966                   No                  No                 Yes
## 967  No internet service No internet service No internet service
## 968  No internet service No internet service No internet service
## 969                  Yes                 Yes                 Yes
## 970                   No                  No                  No
## 971                   No                  No                  No
## 972                  Yes                  No                  No
## 973                  Yes                 Yes                 Yes
## 974                  Yes                  No                  No
## 975                  Yes                  No                 Yes
## 976                   No                 Yes                 Yes
## 977                   No                  No                  No
## 978                   No                  No                  No
## 979                  Yes                 Yes                  No
## 980                   No                  No                 Yes
## 981  No internet service No internet service No internet service
## 982  No internet service No internet service No internet service
## 983                   No                  No                  No
## 984                   No                  No                  No
## 985  No internet service No internet service No internet service
## 986                  Yes                  No                  No
## 987                   No                  No                  No
## 988  No internet service No internet service No internet service
## 989  No internet service No internet service No internet service
## 990  No internet service No internet service No internet service
## 991                   No                 Yes                  No
## 992  No internet service No internet service No internet service
## 993  No internet service No internet service No internet service
## 994  No internet service No internet service No internet service
## 995  No internet service No internet service No internet service
## 996                  Yes                  No                 Yes
## 997                   No                  No                  No
## 998                   No                  No                  No
## 999  No internet service No internet service No internet service
## 1000                  No                  No                 Yes
## 1001                  No                 Yes                  No
## 1002                  No                  No                  No
## 1003                  No                  No                  No
## 1004 No internet service No internet service No internet service
## 1005 No internet service No internet service No internet service
## 1006                  No                  No                  No
## 1007                  No                  No                 Yes
## 1008                  No                  No                  No
## 1009                  No                  No                  No
## 1010 No internet service No internet service No internet service
## 1011                  No                  No                  No
## 1012                 Yes                  No                 Yes
## 1013                  No                  No                 Yes
## 1014                 Yes                  No                  No
## 1015                  No                 Yes                  No
## 1016                  No                  No                  No
## 1017                 Yes                 Yes                 Yes
## 1018 No internet service No internet service No internet service
## 1019                  No                  No                 Yes
## 1020 No internet service No internet service No internet service
## 1021                  No                  No                  No
## 1022                  No                  No                 Yes
## 1023                 Yes                  No                  No
## 1024                  No                 Yes                  No
## 1025                  No                  No                  No
## 1026                 Yes                 Yes                 Yes
## 1027                  No                 Yes                  No
## 1028                  No                 Yes                  No
## 1029                  No                  No                  No
## 1030                  No                  No                 Yes
## 1031                  No                  No                  No
## 1032                  No                  No                 Yes
## 1033                  No                 Yes                  No
## 1034 No internet service No internet service No internet service
## 1035                  No                 Yes                 Yes
## 1036 No internet service No internet service No internet service
## 1037                 Yes                 Yes                 Yes
## 1038                  No                 Yes                  No
## 1039                  No                  No                  No
## 1040                 Yes                  No                  No
## 1041                  No                  No                  No
## 1042 No internet service No internet service No internet service
## 1043                  No                  No                  No
## 1044                  No                  No                  No
## 1045                  No                  No                 Yes
## 1046                  No                 Yes                  No
## 1047                  No                 Yes                 Yes
## 1048                  No                  No                 Yes
## 1049 No internet service No internet service No internet service
## 1050 No internet service No internet service No internet service
## 1051                  No                 Yes                 Yes
## 1052                  No                  No                  No
## 1053                  No                 Yes                 Yes
## 1054                  No                 Yes                  No
## 1055                  No                  No                  No
## 1056 No internet service No internet service No internet service
## 1057                  No                  No                  No
## 1058                  No                  No                  No
## 1059                  No                  No                  No
## 1060                  No                  No                 Yes
## 1061 No internet service No internet service No internet service
## 1062                 Yes                 Yes                  No
## 1063                  No                  No                 Yes
## 1064                  No                  No                 Yes
## 1065                  No                  No                 Yes
## 1066                  No                  No                  No
## 1067 No internet service No internet service No internet service
## 1068                  No                  No                 Yes
## 1069                 Yes                  No                  No
## 1070                  No                  No                 Yes
## 1071                  No                  No                  No
## 1072                 Yes                  No                  No
## 1073                  No                 Yes                 Yes
## 1074                  No                 Yes                  No
## 1075 No internet service No internet service No internet service
## 1076                 Yes                  No                 Yes
## 1077 No internet service No internet service No internet service
## 1078                 Yes                 Yes                 Yes
## 1079                 Yes                  No                  No
## 1080                  No                  No                  No
## 1081 No internet service No internet service No internet service
## 1082                  No                 Yes                  No
## 1084                  No                  No                  No
## 1085 No internet service No internet service No internet service
## 1086                  No                 Yes                  No
## 1087                  No                  No                  No
## 1088                  No                  No                 Yes
## 1089                  No                 Yes                  No
## 1090                  No                  No                  No
## 1091                 Yes                 Yes                  No
## 1092                  No                 Yes                 Yes
## 1093                 Yes                 Yes                 Yes
## 1094                  No                 Yes                 Yes
## 1095                 Yes                 Yes                  No
## 1096                  No                  No                  No
## 1097                  No                 Yes                 Yes
## 1098                  No                  No                  No
## 1099                 Yes                  No                 Yes
## 1100                  No                  No                 Yes
## 1101 No internet service No internet service No internet service
## 1102 No internet service No internet service No internet service
## 1103                 Yes                 Yes                  No
## 1104                 Yes                  No                 Yes
## 1105 No internet service No internet service No internet service
## 1106                  No                  No                  No
## 1107                 Yes                  No                  No
## 1108 No internet service No internet service No internet service
## 1109 No internet service No internet service No internet service
## 1110                 Yes                  No                  No
## 1111                 Yes                 Yes                  No
## 1112                  No                 Yes                 Yes
## 1113                 Yes                 Yes                 Yes
## 1114                  No                 Yes                  No
## 1115                 Yes                  No                  No
## 1116                  No                  No                 Yes
## 1117 No internet service No internet service No internet service
## 1118                  No                 Yes                  No
## 1119                 Yes                  No                  No
## 1120                  No                 Yes                 Yes
## 1121                  No                  No                  No
## 1122                  No                 Yes                 Yes
## 1123                  No                  No                  No
## 1124                 Yes                 Yes                  No
## 1125                 Yes                  No                  No
## 1126                 Yes                 Yes                  No
## 1127                  No                 Yes                  No
## 1128                 Yes                 Yes                 Yes
## 1129 No internet service No internet service No internet service
## 1130                  No                  No                  No
## 1131 No internet service No internet service No internet service
## 1132                  No                  No                  No
## 1133                  No                 Yes                 Yes
## 1134 No internet service No internet service No internet service
## 1135                 Yes                  No                  No
## 1136                 Yes                 Yes                 Yes
## 1137 No internet service No internet service No internet service
## 1138 No internet service No internet service No internet service
## 1139                  No                  No                  No
## 1140 No internet service No internet service No internet service
## 1141                 Yes                 Yes                 Yes
## 1142 No internet service No internet service No internet service
## 1143                  No                  No                  No
## 1144                 Yes                  No                  No
## 1145                  No                  No                  No
## 1146                  No                  No                  No
## 1147                  No                  No                 Yes
## 1148                  No                  No                  No
## 1149                  No                  No                  No
## 1150                  No                 Yes                  No
## 1151                 Yes                  No                  No
## 1152 No internet service No internet service No internet service
## 1153                  No                  No                  No
## 1154                  No                 Yes                  No
## 1155 No internet service No internet service No internet service
## 1156                 Yes                 Yes                 Yes
## 1157 No internet service No internet service No internet service
## 1158                 Yes                 Yes                  No
## 1159                 Yes                  No                  No
## 1160                  No                  No                  No
## 1161                  No                  No                  No
## 1162                 Yes                  No                  No
## 1163                  No                 Yes                 Yes
## 1164                 Yes                  No                  No
## 1165                 Yes                 Yes                 Yes
## 1166 No internet service No internet service No internet service
## 1167                  No                  No                  No
## 1168                  No                  No                  No
## 1169 No internet service No internet service No internet service
## 1170                 Yes                 Yes                  No
## 1171                 Yes                 Yes                 Yes
## 1172                 Yes                  No                  No
## 1173                 Yes                  No                  No
## 1174 No internet service No internet service No internet service
## 1175                 Yes                  No                  No
## 1176                  No                  No                  No
## 1177                 Yes                 Yes                 Yes
## 1178                  No                 Yes                  No
## 1179                  No                 Yes                 Yes
## 1180                 Yes                  No                 Yes
## 1181                  No                  No                 Yes
## 1182                  No                 Yes                  No
## 1183                  No                 Yes                  No
## 1184                  No                  No                 Yes
## 1185                  No                 Yes                  No
## 1186                  No                  No                  No
## 1187                  No                  No                 Yes
## 1188                  No                 Yes                  No
## 1189                  No                 Yes                 Yes
## 1190                  No                 Yes                  No
## 1191                 Yes                  No                  No
## 1192                 Yes                 Yes                 Yes
## 1193                  No                 Yes                  No
## 1194                  No                 Yes                 Yes
## 1195                 Yes                  No                  No
## 1196                 Yes                  No                  No
## 1197                 Yes                  No                 Yes
## 1198 No internet service No internet service No internet service
## 1199 No internet service No internet service No internet service
## 1200                  No                  No                  No
## 1201                 Yes                  No                 Yes
## 1202                 Yes                  No                  No
## 1203                 Yes                  No                  No
## 1204 No internet service No internet service No internet service
## 1205                  No                  No                  No
## 1206                  No                  No                  No
## 1207                  No                  No                  No
## 1208                  No                  No                 Yes
## 1209                  No                  No                  No
## 1210                 Yes                 Yes                  No
## 1211                  No                  No                  No
## 1212                  No                  No                 Yes
## 1213                  No                  No                  No
## 1214 No internet service No internet service No internet service
## 1215                  No                  No                  No
## 1216                  No                  No                  No
## 1217 No internet service No internet service No internet service
## 1218 No internet service No internet service No internet service
## 1219                 Yes                  No                  No
## 1220                  No                  No                  No
## 1221                  No                  No                  No
## 1222                  No                  No                  No
## 1223                  No                 Yes                 Yes
## 1224                  No                  No                  No
## 1225                  No                  No                  No
## 1226                  No                  No                 Yes
## 1227 No internet service No internet service No internet service
## 1228                 Yes                 Yes                  No
## 1229                  No                  No                  No
## 1230                  No                 Yes                 Yes
## 1231                 Yes                  No                  No
## 1232                  No                 Yes                  No
## 1233                  No                  No                  No
## 1234 No internet service No internet service No internet service
## 1235                 Yes                  No                 Yes
## 1236                 Yes                 Yes                 Yes
## 1237                  No                  No                  No
## 1238 No internet service No internet service No internet service
## 1239                  No                  No                  No
## 1240                 Yes                  No                  No
## 1241 No internet service No internet service No internet service
## 1242                  No                  No                  No
## 1243                  No                  No                  No
## 1244                  No                  No                  No
## 1245 No internet service No internet service No internet service
## 1246                  No                  No                  No
## 1247                 Yes                  No                  No
## 1248                 Yes                 Yes                  No
## 1249                  No                  No                 Yes
## 1250                  No                  No                  No
## 1251                  No                 Yes                 Yes
## 1252                 Yes                  No                  No
## 1253 No internet service No internet service No internet service
## 1254                  No                  No                  No
## 1255                  No                 Yes                 Yes
## 1256                  No                  No                 Yes
## 1257                  No                 Yes                 Yes
## 1258                  No                  No                  No
## 1259 No internet service No internet service No internet service
## 1260                 Yes                  No                  No
## 1261                 Yes                  No                  No
## 1262                  No                  No                 Yes
## 1263                 Yes                  No                  No
## 1264                 Yes                  No                  No
## 1265                  No                  No                 Yes
## 1266                  No                  No                  No
## 1267                  No                  No                  No
## 1268                 Yes                 Yes                 Yes
## 1269                 Yes                 Yes                  No
## 1270                 Yes                 Yes                 Yes
## 1271 No internet service No internet service No internet service
## 1272                 Yes                 Yes                 Yes
## 1273 No internet service No internet service No internet service
## 1274                 Yes                 Yes                  No
## 1275                  No                  No                  No
## 1276                 Yes                  No                 Yes
## 1277                 Yes                 Yes                 Yes
## 1278 No internet service No internet service No internet service
## 1279                  No                 Yes                 Yes
## 1280 No internet service No internet service No internet service
## 1281                 Yes                 Yes                 Yes
## 1282 No internet service No internet service No internet service
## 1283                  No                  No                  No
## 1284                  No                 Yes                  No
## 1285 No internet service No internet service No internet service
## 1286                  No                  No                  No
## 1287                  No                 Yes                 Yes
## 1288                 Yes                 Yes                 Yes
## 1289 No internet service No internet service No internet service
## 1290                 Yes                 Yes                 Yes
## 1291                 Yes                 Yes                  No
## 1292                  No                  No                  No
## 1293                 Yes                 Yes                 Yes
## 1294                 Yes                 Yes                 Yes
## 1295                  No                  No                  No
## 1296                  No                  No                 Yes
## 1297                  No                  No                  No
## 1298                  No                  No                  No
## 1299                 Yes                 Yes                  No
## 1300                  No                  No                  No
## 1301                 Yes                 Yes                 Yes
## 1302                 Yes                  No                 Yes
## 1303                  No                 Yes                 Yes
## 1304 No internet service No internet service No internet service
## 1305                  No                  No                  No
## 1306                  No                 Yes                  No
## 1307                 Yes                 Yes                 Yes
## 1308                 Yes                 Yes                 Yes
## 1309                  No                  No                  No
## 1310                  No                  No                  No
## 1311                  No                  No                  No
## 1312                 Yes                 Yes                  No
## 1313                  No                  No                 Yes
## 1314                 Yes                 Yes                 Yes
## 1315                 Yes                 Yes                 Yes
## 1316 No internet service No internet service No internet service
## 1317 No internet service No internet service No internet service
## 1318 No internet service No internet service No internet service
## 1319                  No                 Yes                  No
## 1320 No internet service No internet service No internet service
## 1321                 Yes                 Yes                  No
## 1322                 Yes                 Yes                 Yes
## 1323 No internet service No internet service No internet service
## 1324 No internet service No internet service No internet service
## 1325 No internet service No internet service No internet service
## 1326                  No                  No                  No
## 1327                 Yes                  No                 Yes
## 1328                  No                 Yes                  No
## 1329                  No                 Yes                 Yes
## 1330 No internet service No internet service No internet service
## 1331                  No                  No                 Yes
## 1332                  No                  No                  No
## 1333 No internet service No internet service No internet service
## 1334                  No                  No                 Yes
## 1335                  No                  No                  No
## 1336                  No                  No                  No
## 1337                 Yes                  No                  No
## 1338 No internet service No internet service No internet service
## 1339 No internet service No internet service No internet service
## 1340                 Yes                 Yes                  No
## 1342                  No                  No                  No
## 1343 No internet service No internet service No internet service
## 1344                  No                 Yes                  No
## 1345 No internet service No internet service No internet service
## 1346                  No                 Yes                  No
## 1347                  No                 Yes                  No
## 1348 No internet service No internet service No internet service
## 1349                  No                  No                  No
## 1350                 Yes                  No                  No
## 1351                 Yes                 Yes                  No
## 1352 No internet service No internet service No internet service
## 1353                  No                 Yes                 Yes
## 1354 No internet service No internet service No internet service
## 1355                  No                  No                 Yes
## 1356 No internet service No internet service No internet service
## 1357                  No                  No                  No
## 1358                 Yes                 Yes                  No
## 1359                  No                  No                  No
## 1360                  No                  No                  No
## 1361                  No                  No                  No
## 1362                 Yes                  No                  No
## 1363                  No                  No                  No
## 1364                 Yes                 Yes                 Yes
## 1365                 Yes                 Yes                 Yes
## 1366                 Yes                  No                  No
## 1367                  No                  No                  No
## 1368                 Yes                  No                  No
## 1369                  No                 Yes                 Yes
## 1370                 Yes                  No                  No
## 1371 No internet service No internet service No internet service
## 1372                  No                  No                  No
## 1373                 Yes                  No                  No
## 1374 No internet service No internet service No internet service
## 1375                 Yes                 Yes                 Yes
## 1376 No internet service No internet service No internet service
## 1377                  No                 Yes                  No
## 1378                 Yes                 Yes                 Yes
## 1379                 Yes                  No                  No
## 1380                 Yes                 Yes                 Yes
## 1381                 Yes                  No                 Yes
## 1382                  No                  No                  No
## 1383 No internet service No internet service No internet service
## 1384                  No                  No                  No
## 1385                  No                  No                  No
## 1386                  No                 Yes                 Yes
## 1387                 Yes                 Yes                 Yes
## 1388 No internet service No internet service No internet service
## 1389                  No                 Yes                  No
## 1390                 Yes                 Yes                  No
## 1391                 Yes                 Yes                  No
## 1392                 Yes                 Yes                  No
## 1393 No internet service No internet service No internet service
## 1394 No internet service No internet service No internet service
## 1395                 Yes                 Yes                 Yes
## 1396                  No                 Yes                  No
## 1397                  No                 Yes                  No
## 1398                  No                 Yes                  No
## 1399                  No                  No                 Yes
## 1400 No internet service No internet service No internet service
## 1401 No internet service No internet service No internet service
## 1402                 Yes                 Yes                  No
## 1403                  No                  No                  No
## 1404                  No                  No                  No
## 1405 No internet service No internet service No internet service
## 1406                  No                  No                  No
## 1407 No internet service No internet service No internet service
## 1408                  No                  No                 Yes
## 1409                  No                 Yes                  No
## 1410                  No                 Yes                  No
## 1411                  No                  No                  No
## 1412                 Yes                 Yes                  No
## 1413                  No                 Yes                  No
## 1414                 Yes                 Yes                 Yes
## 1415                  No                 Yes                 Yes
## 1416                 Yes                  No                  No
## 1417                  No                 Yes                 Yes
## 1418                 Yes                  No                  No
## 1419                 Yes                  No                  No
## 1420 No internet service No internet service No internet service
## 1421                 Yes                  No                  No
## 1422                  No                  No                  No
## 1423                 Yes                 Yes                 Yes
## 1424                  No                 Yes                  No
## 1425 No internet service No internet service No internet service
## 1426                  No                 Yes                 Yes
## 1427                 Yes                 Yes                 Yes
## 1428                  No                 Yes                  No
## 1429                  No                  No                  No
## 1430 No internet service No internet service No internet service
## 1431 No internet service No internet service No internet service
## 1432                  No                  No                 Yes
## 1433 No internet service No internet service No internet service
## 1434                 Yes                  No                 Yes
## 1435                  No                  No                 Yes
## 1436                 Yes                 Yes                  No
## 1437                  No                 Yes                  No
## 1438                  No                  No                  No
## 1439                  No                 Yes                  No
## 1440                  No                 Yes                  No
## 1441 No internet service No internet service No internet service
## 1442                 Yes                  No                  No
## 1443                  No                 Yes                  No
## 1444                  No                 Yes                 Yes
## 1445                 Yes                 Yes                 Yes
## 1446                  No                  No                 Yes
## 1447                  No                  No                  No
## 1448                  No                  No                 Yes
## 1449 No internet service No internet service No internet service
## 1450 No internet service No internet service No internet service
## 1451 No internet service No internet service No internet service
## 1452                  No                 Yes                  No
## 1453                  No                  No                  No
## 1454                 Yes                  No                  No
## 1455 No internet service No internet service No internet service
## 1456                 Yes                 Yes                 Yes
## 1457                 Yes                  No                  No
## 1458                  No                 Yes                 Yes
## 1459 No internet service No internet service No internet service
## 1460                 Yes                 Yes                  No
## 1461                 Yes                 Yes                  No
## 1462                  No                  No                 Yes
## 1463 No internet service No internet service No internet service
## 1464                  No                  No                  No
## 1465                  No                  No                 Yes
## 1466                 Yes                  No                  No
## 1467                  No                  No                  No
## 1468                  No                  No                 Yes
## 1469                 Yes                  No                  No
## 1470                  No                  No                 Yes
## 1471 No internet service No internet service No internet service
## 1472                  No                 Yes                  No
## 1473                  No                  No                  No
## 1474                  No                 Yes                  No
## 1475                 Yes                 Yes                  No
## 1476                 Yes                  No                 Yes
## 1477 No internet service No internet service No internet service
## 1478                 Yes                  No                  No
## 1479                 Yes                 Yes                  No
## 1480                  No                 Yes                  No
## 1481                  No                 Yes                 Yes
## 1482                 Yes                 Yes                 Yes
## 1483                  No                 Yes                  No
## 1484                 Yes                  No                 Yes
## 1485                 Yes                 Yes                  No
## 1486                  No                  No                  No
## 1487                 Yes                  No                 Yes
## 1488                 Yes                 Yes                  No
## 1489                  No                  No                  No
## 1490                 Yes                  No                 Yes
## 1491                 Yes                 Yes                  No
## 1492 No internet service No internet service No internet service
## 1493                 Yes                  No                  No
## 1494                  No                 Yes                  No
## 1495 No internet service No internet service No internet service
## 1496                 Yes                 Yes                  No
## 1497 No internet service No internet service No internet service
## 1498                 Yes                  No                  No
## 1499                  No                  No                  No
## 1500                 Yes                 Yes                  No
## 1501                  No                 Yes                  No
## 1502 No internet service No internet service No internet service
## 1503                  No                  No                  No
## 1504                  No                 Yes                  No
## 1505                  No                  No                  No
## 1506                  No                  No                  No
## 1507                  No                 Yes                  No
## 1508 No internet service No internet service No internet service
## 1509                 Yes                 Yes                  No
## 1510                  No                 Yes                  No
## 1511                 Yes                 Yes                 Yes
## 1512 No internet service No internet service No internet service
## 1513                  No                  No                  No
## 1514                  No                  No                  No
## 1515 No internet service No internet service No internet service
## 1516                  No                 Yes                 Yes
## 1517                  No                  No                  No
## 1518                  No                  No                  No
## 1519 No internet service No internet service No internet service
## 1520                 Yes                  No                  No
## 1521 No internet service No internet service No internet service
## 1522                 Yes                 Yes                 Yes
## 1523                 Yes                 Yes                  No
## 1524                  No                  No                  No
## 1525                 Yes                 Yes                 Yes
## 1526 No internet service No internet service No internet service
## 1527                 Yes                  No                  No
## 1528 No internet service No internet service No internet service
## 1529                  No                  No                  No
## 1530 No internet service No internet service No internet service
## 1531                  No                 Yes                 Yes
## 1532 No internet service No internet service No internet service
## 1533 No internet service No internet service No internet service
## 1534                  No                 Yes                  No
## 1535 No internet service No internet service No internet service
## 1536                 Yes                  No                 Yes
## 1537                 Yes                 Yes                 Yes
## 1538                 Yes                  No                 Yes
## 1539                 Yes                  No                  No
## 1540                  No                  No                  No
## 1541                 Yes                 Yes                  No
## 1542 No internet service No internet service No internet service
## 1543 No internet service No internet service No internet service
## 1544                  No                  No                  No
## 1545                  No                 Yes                  No
## 1546                 Yes                 Yes                  No
## 1547 No internet service No internet service No internet service
## 1548                 Yes                 Yes                  No
## 1549                  No                  No                 Yes
## 1550                  No                  No                  No
## 1551                  No                 Yes                  No
## 1552 No internet service No internet service No internet service
## 1553                 Yes                  No                 Yes
## 1554                  No                 Yes                 Yes
## 1555 No internet service No internet service No internet service
## 1556                 Yes                 Yes                  No
## 1557                 Yes                  No                 Yes
## 1558                 Yes                  No                 Yes
## 1559                 Yes                 Yes                  No
## 1560 No internet service No internet service No internet service
## 1561                  No                  No                 Yes
## 1562                  No                  No                  No
## 1563                  No                  No                 Yes
## 1564                  No                  No                  No
## 1565                  No                  No                  No
## 1566                 Yes                 Yes                  No
## 1567                 Yes                 Yes                  No
## 1568                  No                 Yes                  No
## 1569                 Yes                 Yes                 Yes
## 1570                  No                  No                  No
## 1571 No internet service No internet service No internet service
## 1572 No internet service No internet service No internet service
## 1573                  No                  No                  No
## 1574                 Yes                 Yes                  No
## 1575 No internet service No internet service No internet service
## 1576                 Yes                 Yes                  No
## 1577                 Yes                 Yes                 Yes
## 1578                  No                 Yes                 Yes
## 1579                  No                  No                 Yes
## 1580                  No                  No                  No
## 1581                 Yes                 Yes                  No
## 1582                 Yes                  No                 Yes
## 1583                  No                  No                  No
## 1584                  No                  No                  No
## 1585                 Yes                 Yes                  No
## 1586                  No                  No                 Yes
## 1587                  No                 Yes                 Yes
## 1588 No internet service No internet service No internet service
## 1589                 Yes                  No                 Yes
## 1590                 Yes                 Yes                  No
## 1591 No internet service No internet service No internet service
## 1592 No internet service No internet service No internet service
## 1593                  No                  No                  No
## 1594 No internet service No internet service No internet service
## 1595 No internet service No internet service No internet service
## 1596                 Yes                  No                  No
## 1597                  No                  No                  No
## 1598                 Yes                 Yes                  No
## 1599 No internet service No internet service No internet service
## 1600                 Yes                 Yes                 Yes
## 1601                  No                 Yes                  No
## 1602                 Yes                 Yes                  No
## 1603                  No                  No                  No
## 1604                  No                  No                  No
## 1605                 Yes                 Yes                  No
## 1606 No internet service No internet service No internet service
## 1607                  No                 Yes                 Yes
## 1608                 Yes                  No                 Yes
## 1609 No internet service No internet service No internet service
## 1610                  No                 Yes                 Yes
## 1611                 Yes                  No                 Yes
## 1612                 Yes                 Yes                 Yes
## 1613                 Yes                 Yes                  No
## 1614 No internet service No internet service No internet service
## 1615                 Yes                  No                 Yes
## 1616 No internet service No internet service No internet service
## 1617 No internet service No internet service No internet service
## 1618                  No                 Yes                 Yes
## 1619                 Yes                  No                  No
## 1620                 Yes                 Yes                 Yes
## 1621                  No                  No                 Yes
## 1622                  No                  No                  No
## 1623                 Yes                  No                 Yes
## 1624                 Yes                  No                  No
## 1625                 Yes                  No                  No
## 1626                  No                 Yes                  No
## 1627                  No                  No                 Yes
## 1628                 Yes                  No                  No
## 1629                 Yes                  No                  No
## 1630                 Yes                 Yes                  No
## 1631                 Yes                 Yes                  No
## 1632                  No                 Yes                  No
## 1633                 Yes                 Yes                  No
## 1634                  No                  No                  No
## 1635                 Yes                 Yes                  No
## 1636                  No                 Yes                  No
## 1637 No internet service No internet service No internet service
## 1638                  No                  No                 Yes
## 1639                 Yes                 Yes                  No
## 1640                  No                  No                  No
## 1641 No internet service No internet service No internet service
## 1642                 Yes                 Yes                 Yes
## 1643 No internet service No internet service No internet service
## 1644                  No                 Yes                 Yes
## 1645                 Yes                 Yes                  No
## 1646                  No                  No                  No
## 1647                 Yes                  No                 Yes
## 1648                  No                  No                  No
## 1649                  No                  No                  No
## 1650                 Yes                  No                 Yes
## 1651                  No                  No                  No
## 1652                  No                  No                  No
## 1653                  No                 Yes                  No
## 1654 No internet service No internet service No internet service
## 1655 No internet service No internet service No internet service
## 1656                  No                  No                  No
## 1657                 Yes                 Yes                  No
## 1658 No internet service No internet service No internet service
## 1659                  No                 Yes                  No
## 1660                 Yes                  No                 Yes
## 1661 No internet service No internet service No internet service
## 1662                 Yes                 Yes                  No
## 1663                  No                  No                  No
## 1664                  No                  No                  No
## 1665                  No                  No                  No
## 1666                  No                  No                  No
## 1667 No internet service No internet service No internet service
## 1668 No internet service No internet service No internet service
## 1669                 Yes                 Yes                 Yes
## 1670                  No                  No                  No
## 1671                  No                 Yes                  No
## 1672                 Yes                 Yes                  No
## 1673                 Yes                 Yes                 Yes
## 1674                 Yes                 Yes                 Yes
## 1675 No internet service No internet service No internet service
## 1676                  No                  No                  No
## 1677                  No                  No                  No
## 1678 No internet service No internet service No internet service
## 1679                 Yes                 Yes                 Yes
## 1680                  No                  No                  No
## 1681 No internet service No internet service No internet service
## 1682 No internet service No internet service No internet service
## 1683                 Yes                 Yes                  No
## 1684 No internet service No internet service No internet service
## 1685                  No                  No                  No
## 1686                  No                  No                  No
## 1687                 Yes                  No                 Yes
## 1688 No internet service No internet service No internet service
## 1689 No internet service No internet service No internet service
## 1690                 Yes                 Yes                  No
## 1691                 Yes                  No                  No
## 1692 No internet service No internet service No internet service
## 1693                  No                  No                  No
## 1694                 Yes                 Yes                 Yes
## 1695                  No                  No                  No
## 1696                 Yes                  No                 Yes
## 1697                  No                  No                  No
## 1698                 Yes                 Yes                 Yes
## 1699                 Yes                  No                 Yes
## 1700 No internet service No internet service No internet service
## 1701 No internet service No internet service No internet service
## 1702                 Yes                 Yes                  No
## 1703                  No                 Yes                  No
## 1704                 Yes                  No                 Yes
## 1705                  No                 Yes                  No
## 1706                 Yes                 Yes                 Yes
## 1707                 Yes                 Yes                 Yes
## 1708                  No                 Yes                  No
## 1709                  No                 Yes                 Yes
## 1710                  No                 Yes                 Yes
## 1711                  No                 Yes                 Yes
## 1712 No internet service No internet service No internet service
## 1713                 Yes                  No                  No
## 1714                 Yes                  No                 Yes
## 1715                 Yes                 Yes                  No
## 1716 No internet service No internet service No internet service
## 1717                  No                  No                  No
## 1718 No internet service No internet service No internet service
## 1719 No internet service No internet service No internet service
## 1720                 Yes                 Yes                 Yes
## 1721                 Yes                  No                  No
## 1722                  No                  No                  No
## 1723                 Yes                 Yes                  No
## 1724 No internet service No internet service No internet service
## 1725                  No                  No                  No
## 1726                  No                  No                  No
## 1727                  No                  No                  No
## 1728                 Yes                  No                 Yes
## 1729                  No                 Yes                 Yes
## 1730                 Yes                 Yes                  No
## 1731                  No                  No                  No
## 1732                  No                  No                  No
## 1733                 Yes                  No                  No
## 1734 No internet service No internet service No internet service
## 1735                  No                  No                  No
## 1736                 Yes                 Yes                 Yes
## 1737 No internet service No internet service No internet service
## 1738                  No                  No                  No
## 1739                 Yes                 Yes                 Yes
## 1740                  No                  No                  No
## 1741 No internet service No internet service No internet service
## 1742                 Yes                 Yes                  No
## 1743                 Yes                  No                  No
## 1744 No internet service No internet service No internet service
## 1745                 Yes                 Yes                  No
## 1746 No internet service No internet service No internet service
## 1747                 Yes                 Yes                 Yes
## 1748                  No                  No                  No
## 1749 No internet service No internet service No internet service
## 1750                 Yes                 Yes                 Yes
## 1751                  No                 Yes                 Yes
## 1752                  No                  No                 Yes
## 1753                  No                  No                  No
## 1754                 Yes                 Yes                 Yes
## 1755                 Yes                  No                  No
## 1756                 Yes                  No                 Yes
## 1757                  No                 Yes                 Yes
## 1758                 Yes                  No                 Yes
## 1759 No internet service No internet service No internet service
## 1760 No internet service No internet service No internet service
## 1761                  No                 Yes                  No
## 1762 No internet service No internet service No internet service
## 1763                 Yes                  No                  No
## 1764                  No                  No                  No
## 1765                  No                 Yes                 Yes
## 1766                 Yes                 Yes                  No
## 1767 No internet service No internet service No internet service
## 1768                 Yes                 Yes                 Yes
## 1769                  No                 Yes                  No
## 1770                 Yes                 Yes                  No
## 1771                 Yes                 Yes                  No
## 1772                  No                  No                  No
## 1773                  No                  No                  No
## 1774 No internet service No internet service No internet service
## 1775                  No                  No                  No
## 1776                  No                 Yes                 Yes
## 1777 No internet service No internet service No internet service
## 1778                  No                  No                 Yes
## 1779 No internet service No internet service No internet service
## 1780                 Yes                  No                  No
## 1781 No internet service No internet service No internet service
## 1782                 Yes                 Yes                  No
## 1783                  No                  No                 Yes
## 1784                  No                  No                  No
## 1785 No internet service No internet service No internet service
## 1786                 Yes                 Yes                 Yes
## 1787                 Yes                 Yes                 Yes
## 1788                  No                 Yes                  No
## 1789 No internet service No internet service No internet service
## 1790                 Yes                  No                  No
## 1791                  No                  No                  No
## 1792                 Yes                 Yes                  No
## 1793                 Yes                  No                  No
## 1794 No internet service No internet service No internet service
## 1795                 Yes                 Yes                 Yes
## 1796                  No                 Yes                  No
## 1797                  No                  No                 Yes
## 1798 No internet service No internet service No internet service
## 1799 No internet service No internet service No internet service
## 1800                  No                  No                  No
## 1801                  No                  No                  No
## 1802                  No                  No                  No
## 1803                 Yes                 Yes                  No
## 1804                 Yes                 Yes                 Yes
## 1805 No internet service No internet service No internet service
## 1806                 Yes                 Yes                  No
## 1807 No internet service No internet service No internet service
## 1808                  No                 Yes                  No
## 1809                 Yes                  No                  No
## 1810                  No                  No                  No
## 1811                 Yes                 Yes                 Yes
## 1812                  No                 Yes                  No
## 1813                  No                 Yes                  No
## 1814                  No                 Yes                 Yes
## 1815 No internet service No internet service No internet service
## 1816 No internet service No internet service No internet service
## 1817 No internet service No internet service No internet service
## 1818                 Yes                  No                  No
## 1819                  No                  No                  No
## 1820                 Yes                 Yes                 Yes
## 1821                  No                  No                  No
## 1822                  No                  No                  No
## 1823                  No                  No                  No
## 1824                 Yes                  No                  No
## 1825 No internet service No internet service No internet service
## 1826                 Yes                  No                  No
## 1827                 Yes                  No                  No
## 1828                  No                  No                  No
## 1829 No internet service No internet service No internet service
## 1830                  No                  No                  No
## 1831 No internet service No internet service No internet service
## 1832                 Yes                  No                 Yes
## 1833                  No                  No                  No
## 1834                  No                  No                  No
## 1835                  No                  No                  No
## 1836                  No                  No                  No
## 1837                  No                  No                 Yes
## 1838 No internet service No internet service No internet service
## 1839                 Yes                  No                  No
## 1840 No internet service No internet service No internet service
## 1841                  No                 Yes                 Yes
## 1842 No internet service No internet service No internet service
## 1843                  No                 Yes                  No
## 1844 No internet service No internet service No internet service
## 1845                 Yes                 Yes                  No
## 1846                 Yes                 Yes                  No
## 1847 No internet service No internet service No internet service
## 1848 No internet service No internet service No internet service
## 1849 No internet service No internet service No internet service
## 1850                  No                  No                  No
## 1851                 Yes                 Yes                  No
## 1852                  No                  No                  No
## 1853                  No                  No                  No
## 1854                  No                  No                  No
## 1855                 Yes                 Yes                  No
## 1856 No internet service No internet service No internet service
## 1857                 Yes                  No                  No
## 1858                  No                 Yes                 Yes
## 1859                  No                  No                  No
## 1860                 Yes                  No                  No
## 1861 No internet service No internet service No internet service
## 1862                  No                  No                  No
## 1863                 Yes                 Yes                 Yes
## 1864 No internet service No internet service No internet service
## 1865                  No                 Yes                  No
## 1866                 Yes                  No                  No
## 1867                  No                  No                 Yes
## 1868                 Yes                  No                  No
## 1869                  No                  No                  No
## 1870 No internet service No internet service No internet service
## 1871                  No                  No                  No
## 1872                 Yes                  No                  No
## 1873 No internet service No internet service No internet service
## 1874                 Yes                 Yes                  No
## 1875                 Yes                  No                 Yes
## 1876                 Yes                 Yes                 Yes
## 1877                  No                  No                  No
## 1878                 Yes                 Yes                 Yes
## 1879 No internet service No internet service No internet service
## 1880                  No                  No                  No
## 1881                  No                  No                  No
## 1882                 Yes                  No                  No
## 1883                  No                  No                  No
## 1884                 Yes                  No                 Yes
## 1885                 Yes                  No                  No
## 1886                 Yes                  No                 Yes
## 1887                  No                 Yes                 Yes
## 1888                  No                  No                  No
## 1889                 Yes                 Yes                  No
## 1890                 Yes                  No                  No
## 1891 No internet service No internet service No internet service
## 1892                  No                  No                  No
## 1893                 Yes                  No                  No
## 1894                 Yes                  No                  No
## 1895                  No                  No                  No
## 1896                 Yes                  No                 Yes
## 1897                 Yes                 Yes                 Yes
## 1898                 Yes                  No                  No
## 1899                  No                  No                  No
## 1900                 Yes                 Yes                  No
## 1901 No internet service No internet service No internet service
## 1902 No internet service No internet service No internet service
## 1903                 Yes                 Yes                 Yes
## 1904                  No                  No                  No
## 1905                 Yes                  No                 Yes
## 1906 No internet service No internet service No internet service
## 1907                 Yes                  No                 Yes
## 1908                 Yes                  No                 Yes
## 1909 No internet service No internet service No internet service
## 1910 No internet service No internet service No internet service
## 1911                 Yes                  No                  No
## 1912                 Yes                 Yes                 Yes
## 1913 No internet service No internet service No internet service
## 1914                 Yes                 Yes                  No
## 1915                  No                  No                 Yes
## 1916                  No                  No                 Yes
## 1917                 Yes                 Yes                  No
## 1918                 Yes                 Yes                 Yes
## 1919                  No                  No                 Yes
## 1920                  No                 Yes                  No
## 1921 No internet service No internet service No internet service
## 1922                 Yes                 Yes                 Yes
## 1923                  No                  No                  No
## 1924 No internet service No internet service No internet service
## 1925                  No                  No                  No
## 1926                  No                 Yes                 Yes
## 1927                  No                 Yes                  No
## 1928                  No                 Yes                 Yes
## 1929 No internet service No internet service No internet service
## 1930                  No                  No                  No
## 1931 No internet service No internet service No internet service
## 1932                 Yes                 Yes                 Yes
## 1933 No internet service No internet service No internet service
## 1934 No internet service No internet service No internet service
## 1935                 Yes                  No                  No
## 1936 No internet service No internet service No internet service
## 1937                 Yes                  No                 Yes
## 1938 No internet service No internet service No internet service
## 1939 No internet service No internet service No internet service
## 1940 No internet service No internet service No internet service
## 1941                 Yes                 Yes                 Yes
## 1942                  No                  No                  No
## 1943 No internet service No internet service No internet service
## 1944                  No                  No                  No
## 1945                  No                  No                  No
## 1946 No internet service No internet service No internet service
## 1947                  No                 Yes                  No
## 1948                 Yes                 Yes                 Yes
## 1949                  No                  No                  No
## 1950                  No                  No                 Yes
## 1951                 Yes                  No                  No
## 1952                  No                 Yes                  No
## 1953                  No                 Yes                 Yes
## 1954                 Yes                  No                  No
## 1955                  No                  No                  No
## 1956                  No                  No                  No
## 1957                 Yes                 Yes                  No
## 1958                  No                  No                  No
## 1959                 Yes                 Yes                  No
## 1960                 Yes                  No                 Yes
## 1961                 Yes                 Yes                 Yes
## 1962                 Yes                  No                  No
## 1963                  No                 Yes                  No
## 1964                  No                  No                  No
## 1965                 Yes                  No                  No
## 1966                  No                  No                  No
## 1967                 Yes                  No                  No
## 1968                 Yes                 Yes                 Yes
## 1969                 Yes                 Yes                  No
## 1970                  No                 Yes                  No
## 1971                  No                  No                  No
## 1972 No internet service No internet service No internet service
## 1973                  No                  No                  No
## 1974                  No                 Yes                 Yes
## 1975                  No                  No                  No
## 1976 No internet service No internet service No internet service
## 1977                  No                  No                  No
## 1978                 Yes                  No                  No
## 1979                 Yes                 Yes                 Yes
## 1980 No internet service No internet service No internet service
## 1981                 Yes                 Yes                  No
## 1982                  No                 Yes                 Yes
## 1983 No internet service No internet service No internet service
## 1984                  No                  No                 Yes
## 1985                 Yes                  No                  No
## 1986                 Yes                  No                  No
## 1987                 Yes                  No                 Yes
## 1988                 Yes                 Yes                  No
## 1989                 Yes                 Yes                  No
## 1990                  No                  No                 Yes
## 1991                  No                  No                  No
## 1992                 Yes                 Yes                  No
## 1993                 Yes                  No                  No
## 1994                  No                  No                  No
## 1995 No internet service No internet service No internet service
## 1996                  No                  No                  No
## 1997                  No                 Yes                 Yes
## 1998                  No                 Yes                 Yes
## 1999                  No                  No                  No
## 2000                  No                  No                  No
## 2001                  No                 Yes                  No
## 2002 No internet service No internet service No internet service
## 2003                  No                  No                 Yes
## 2004                  No                 Yes                  No
## 2005                  No                 Yes                  No
## 2006                 Yes                  No                  No
## 2007                  No                  No                  No
## 2008                  No                  No                  No
## 2009                  No                 Yes                 Yes
## 2010                 Yes                 Yes                 Yes
## 2011                  No                  No                  No
## 2012                  No                 Yes                 Yes
## 2013                 Yes                 Yes                  No
## 2014 No internet service No internet service No internet service
## 2015                 Yes                 Yes                 Yes
## 2016                  No                  No                  No
## 2017                  No                  No                  No
## 2018 No internet service No internet service No internet service
## 2019                  No                  No                  No
## 2020                 Yes                 Yes                  No
## 2021                 Yes                  No                  No
## 2022                 Yes                 Yes                 Yes
## 2023                 Yes                  No                  No
## 2024                 Yes                  No                  No
## 2025                  No                 Yes                  No
## 2026                 Yes                 Yes                 Yes
## 2027                 Yes                  No                 Yes
## 2028 No internet service No internet service No internet service
## 2029 No internet service No internet service No internet service
## 2030                 Yes                  No                  No
## 2031                 Yes                  No                  No
## 2032                  No                  No                  No
## 2033                  No                  No                  No
## 2034 No internet service No internet service No internet service
## 2035                 Yes                 Yes                  No
## 2036                 Yes                  No                  No
## 2037                  No                  No                  No
## 2038                  No                  No                  No
## 2039                  No                  No                  No
## 2040                 Yes                  No                  No
## 2041                 Yes                 Yes                 Yes
## 2042 No internet service No internet service No internet service
## 2043                 Yes                 Yes                 Yes
## 2044                  No                  No                  No
## 2045 No internet service No internet service No internet service
## 2046                 Yes                 Yes                 Yes
## 2047                  No                  No                  No
## 2048                  No                 Yes                  No
## 2049                  No                 Yes                  No
## 2050                 Yes                 Yes                  No
## 2051                 Yes                 Yes                 Yes
## 2052 No internet service No internet service No internet service
## 2053                  No                 Yes                 Yes
## 2054                 Yes                 Yes                  No
## 2055                  No                  No                  No
## 2056                  No                 Yes                 Yes
## 2057                 Yes                  No                  No
## 2058                  No                  No                 Yes
## 2059                 Yes                 Yes                 Yes
## 2060                 Yes                 Yes                  No
## 2061                 Yes                 Yes                 Yes
## 2062                  No                 Yes                  No
## 2063 No internet service No internet service No internet service
## 2064                  No                  No                 Yes
## 2065 No internet service No internet service No internet service
## 2066                  No                  No                  No
## 2067 No internet service No internet service No internet service
## 2068                 Yes                 Yes                  No
## 2069                 Yes                  No                 Yes
## 2070                  No                  No                  No
## 2071                 Yes                  No                  No
## 2072                 Yes                  No                 Yes
## 2073 No internet service No internet service No internet service
## 2074 No internet service No internet service No internet service
## 2075                 Yes                  No                 Yes
## 2076                  No                 Yes                  No
## 2077                  No                  No                 Yes
## 2078                  No                  No                  No
## 2079                 Yes                  No                  No
## 2080                 Yes                  No                  No
## 2081                 Yes                 Yes                  No
## 2082                  No                 Yes                  No
## 2083 No internet service No internet service No internet service
## 2084 No internet service No internet service No internet service
## 2085                  No                  No                  No
## 2086                  No                  No                  No
## 2087                  No                  No                  No
## 2088                 Yes                  No                  No
## 2089                  No                 Yes                  No
## 2090                 Yes                 Yes                 Yes
## 2091                  No                  No                 Yes
## 2092 No internet service No internet service No internet service
## 2093                 Yes                 Yes                 Yes
## 2094 No internet service No internet service No internet service
## 2095 No internet service No internet service No internet service
## 2096                  No                  No                  No
## 2097 No internet service No internet service No internet service
## 2098                  No                 Yes                  No
## 2099                  No                  No                  No
## 2100                  No                  No                 Yes
## 2101                  No                 Yes                  No
## 2102                  No                 Yes                 Yes
## 2103                  No                 Yes                  No
## 2104                  No                  No                  No
## 2105                  No                  No                  No
## 2106                  No                  No                  No
## 2107                  No                  No                  No
## 2108                 Yes                 Yes                  No
## 2109                  No                  No                  No
## 2110 No internet service No internet service No internet service
## 2111 No internet service No internet service No internet service
## 2112 No internet service No internet service No internet service
## 2113                  No                  No                 Yes
## 2114                 Yes                 Yes                  No
## 2115                 Yes                  No                 Yes
## 2116                 Yes                 Yes                 Yes
## 2117                  No                 Yes                  No
## 2118                 Yes                 Yes                 Yes
## 2119                  No                  No                  No
## 2120 No internet service No internet service No internet service
## 2121 No internet service No internet service No internet service
## 2122 No internet service No internet service No internet service
## 2123                  No                  No                 Yes
## 2124                 Yes                  No                  No
## 2125                  No                  No                  No
## 2126                  No                  No                  No
## 2127                  No                  No                  No
## 2128                 Yes                 Yes                  No
## 2129                 Yes                 Yes                  No
## 2130                  No                  No                  No
## 2131                 Yes                  No                  No
## 2132                  No                 Yes                 Yes
## 2133 No internet service No internet service No internet service
## 2134                  No                  No                  No
## 2135 No internet service No internet service No internet service
## 2136                 Yes                  No                  No
## 2137                 Yes                  No                  No
## 2138 No internet service No internet service No internet service
## 2139                  No                 Yes                 Yes
## 2140                  No                  No                  No
## 2141                  No                  No                  No
## 2142 No internet service No internet service No internet service
## 2143                  No                 Yes                  No
## 2144                  No                 Yes                  No
## 2145                  No                  No                 Yes
## 2146                  No                 Yes                  No
## 2147                 Yes                 Yes                 Yes
## 2148 No internet service No internet service No internet service
## 2149 No internet service No internet service No internet service
## 2150                  No                 Yes                  No
## 2151                  No                  No                  No
## 2152 No internet service No internet service No internet service
## 2153                  No                  No                  No
## 2154                  No                 Yes                  No
## 2155 No internet service No internet service No internet service
## 2156                  No                  No                  No
## 2157                  No                  No                  No
## 2158                 Yes                 Yes                  No
## 2159                  No                 Yes                 Yes
## 2160 No internet service No internet service No internet service
## 2161                 Yes                 Yes                 Yes
## 2162                  No                 Yes                  No
## 2163                 Yes                 Yes                  No
## 2164                  No                 Yes                  No
## 2165                 Yes                 Yes                 Yes
## 2166 No internet service No internet service No internet service
## 2167                 Yes                 Yes                 Yes
## 2168                  No                  No                  No
## 2169                  No                  No                  No
## 2170                  No                 Yes                 Yes
## 2171                  No                 Yes                 Yes
## 2172                  No                 Yes                  No
## 2173                  No                  No                  No
## 2174                  No                 Yes                  No
## 2175 No internet service No internet service No internet service
## 2176                  No                  No                 Yes
## 2177 No internet service No internet service No internet service
## 2178                 Yes                 Yes                  No
## 2179 No internet service No internet service No internet service
## 2180 No internet service No internet service No internet service
## 2181                 Yes                 Yes                 Yes
## 2182                 Yes                 Yes                 Yes
## 2183                  No                 Yes                 Yes
## 2184                  No                  No                 Yes
## 2185                  No                 Yes                  No
## 2186                  No                  No                  No
## 2187 No internet service No internet service No internet service
## 2188                 Yes                 Yes                 Yes
## 2189                  No                  No                 Yes
## 2190 No internet service No internet service No internet service
## 2191                 Yes                 Yes                 Yes
## 2192                  No                  No                  No
## 2193                 Yes                 Yes                 Yes
## 2194 No internet service No internet service No internet service
## 2195                  No                  No                  No
## 2196 No internet service No internet service No internet service
## 2197 No internet service No internet service No internet service
## 2198                  No                  No                 Yes
## 2199                  No                 Yes                 Yes
## 2200 No internet service No internet service No internet service
## 2201                 Yes                  No                  No
## 2202                 Yes                 Yes                 Yes
## 2203                  No                  No                  No
## 2204                 Yes                 Yes                 Yes
## 2205                 Yes                 Yes                  No
## 2206                 Yes                 Yes                  No
## 2207                 Yes                 Yes                  No
## 2208                  No                 Yes                  No
## 2209                  No                 Yes                  No
## 2210 No internet service No internet service No internet service
## 2211                  No                 Yes                 Yes
## 2212                  No                 Yes                  No
## 2213 No internet service No internet service No internet service
## 2214 No internet service No internet service No internet service
## 2215                 Yes                  No                  No
## 2216                  No                 Yes                 Yes
## 2217                  No                 Yes                 Yes
## 2218                 Yes                 Yes                 Yes
## 2219                  No                 Yes                 Yes
## 2220                  No                  No                  No
## 2221                 Yes                  No                 Yes
## 2222                 Yes                 Yes                 Yes
## 2223                  No                 Yes                  No
## 2224                 Yes                  No                  No
## 2225                 Yes                  No                  No
## 2226                 Yes                  No                  No
## 2227                  No                  No                 Yes
## 2228 No internet service No internet service No internet service
## 2229                 Yes                  No                 Yes
## 2230                  No                  No                  No
## 2231 No internet service No internet service No internet service
## 2232                  No                  No                  No
## 2233 No internet service No internet service No internet service
## 2234                 Yes                  No                 Yes
## 2235                 Yes                  No                 Yes
## 2236                 Yes                 Yes                  No
## 2237                  No                  No                  No
## 2238                 Yes                 Yes                  No
## 2239                  No                  No                 Yes
## 2240                  No                  No                 Yes
## 2241                 Yes                 Yes                 Yes
## 2242 No internet service No internet service No internet service
## 2243 No internet service No internet service No internet service
## 2244                 Yes                  No                  No
## 2245                 Yes                  No                 Yes
## 2246                  No                 Yes                 Yes
## 2247                  No                 Yes                  No
## 2248 No internet service No internet service No internet service
## 2249                  No                  No                  No
## 2250                  No                  No                 Yes
## 2251 No internet service No internet service No internet service
## 2252                  No                 Yes                  No
## 2253 No internet service No internet service No internet service
## 2254                 Yes                 Yes                 Yes
## 2255                 Yes                 Yes                 Yes
## 2256                  No                  No                  No
## 2257                 Yes                 Yes                 Yes
## 2258                  No                 Yes                 Yes
## 2259                  No                 Yes                  No
## 2260 No internet service No internet service No internet service
## 2261                  No                 Yes                 Yes
## 2262                  No                  No                  No
## 2263                  No                  No                  No
## 2264                 Yes                 Yes                 Yes
## 2265                 Yes                 Yes                 Yes
## 2266                 Yes                 Yes                 Yes
## 2267                  No                 Yes                 Yes
## 2268                 Yes                 Yes                 Yes
## 2269 No internet service No internet service No internet service
## 2270                  No                  No                  No
## 2271                  No                 Yes                  No
## 2272                  No                  No                  No
## 2273                  No                 Yes                  No
## 2274 No internet service No internet service No internet service
## 2275                  No                  No                 Yes
## 2276                  No                  No                  No
## 2277                  No                 Yes                 Yes
## 2278                 Yes                 Yes                 Yes
## 2279                  No                  No                  No
## 2280 No internet service No internet service No internet service
## 2281                  No                  No                 Yes
## 2282                  No                 Yes                  No
## 2283                  No                 Yes                  No
## 2284                  No                  No                  No
## 2285                  No                 Yes                  No
## 2286                  No                 Yes                  No
## 2287                  No                 Yes                 Yes
## 2288                 Yes                 Yes                 Yes
## 2289                 Yes                  No                  No
## 2290                  No                 Yes                 Yes
## 2291                  No                 Yes                  No
## 2292                  No                  No                  No
## 2293                 Yes                 Yes                 Yes
## 2294                 Yes                 Yes                 Yes
## 2295                 Yes                 Yes                  No
## 2296                  No                  No                  No
## 2297                  No                  No                  No
## 2298                 Yes                 Yes                 Yes
## 2299                  No                 Yes                  No
## 2300                 Yes                  No                  No
## 2301                 Yes                  No                  No
## 2302                  No                  No                 Yes
## 2303                 Yes                 Yes                 Yes
## 2304                  No                  No                  No
## 2305                 Yes                  No                  No
## 2306                 Yes                  No                  No
## 2307                  No                  No                  No
## 2308                 Yes                  No                 Yes
## 2309                 Yes                 Yes                  No
## 2310                  No                  No                 Yes
## 2311                 Yes                 Yes                 Yes
## 2312                  No                 Yes                 Yes
## 2313 No internet service No internet service No internet service
## 2314                  No                 Yes                 Yes
## 2315                 Yes                 Yes                 Yes
## 2316                  No                  No                 Yes
## 2317 No internet service No internet service No internet service
## 2318 No internet service No internet service No internet service
## 2319                 Yes                 Yes                  No
## 2320                  No                  No                  No
## 2321                 Yes                 Yes                 Yes
## 2322                 Yes                 Yes                  No
## 2323 No internet service No internet service No internet service
## 2324                  No                 Yes                  No
## 2325                  No                 Yes                 Yes
## 2326 No internet service No internet service No internet service
## 2327                 Yes                 Yes                 Yes
## 2328                  No                 Yes                  No
## 2329                  No                 Yes                  No
## 2330                 Yes                  No                 Yes
## 2331                 Yes                  No                  No
## 2332 No internet service No internet service No internet service
## 2333                  No                 Yes                  No
## 2334                 Yes                  No                 Yes
## 2335                  No                  No                  No
## 2336                  No                 Yes                  No
## 2337                  No                  No                  No
## 2338                 Yes                 Yes                  No
## 2339 No internet service No internet service No internet service
## 2340                  No                  No                  No
## 2341                  No                 Yes                  No
## 2342                 Yes                 Yes                 Yes
## 2343                  No                  No                 Yes
## 2344                  No                  No                  No
## 2345                  No                 Yes                 Yes
## 2346 No internet service No internet service No internet service
## 2347                 Yes                 Yes                  No
## 2348 No internet service No internet service No internet service
## 2349                  No                 Yes                  No
## 2350                 Yes                 Yes                 Yes
## 2351                  No                  No                  No
## 2352                 Yes                 Yes                 Yes
## 2353 No internet service No internet service No internet service
## 2354                  No                  No                  No
## 2355 No internet service No internet service No internet service
## 2356                 Yes                  No                  No
## 2357                  No                  No                  No
## 2358                 Yes                 Yes                  No
## 2359 No internet service No internet service No internet service
## 2360                 Yes                 Yes                  No
## 2361 No internet service No internet service No internet service
## 2362                  No                  No                  No
## 2363                  No                  No                  No
## 2364                  No                  No                  No
## 2365                 Yes                 Yes                  No
## 2366                  No                 Yes                 Yes
## 2367                  No                  No                  No
## 2368                  No                 Yes                  No
## 2369                 Yes                 Yes                 Yes
## 2370                  No                 Yes                 Yes
## 2371                 Yes                 Yes                 Yes
## 2372 No internet service No internet service No internet service
## 2373                 Yes                 Yes                 Yes
## 2374                  No                  No                 Yes
## 2375 No internet service No internet service No internet service
## 2376                 Yes                 Yes                 Yes
## 2377                 Yes                  No                  No
## 2378                 Yes                  No                  No
## 2379                  No                  No                  No
## 2380                 Yes                 Yes                  No
## 2381                 Yes                  No                 Yes
## 2382 No internet service No internet service No internet service
## 2383                 Yes                  No                 Yes
## 2384                  No                  No                  No
## 2385                  No                 Yes                  No
## 2386                 Yes                  No                  No
## 2387                 Yes                  No                  No
## 2388                 Yes                 Yes                  No
## 2389                  No                  No                  No
## 2390                  No                 Yes                 Yes
## 2391 No internet service No internet service No internet service
## 2392                  No                  No                  No
## 2393                  No                 Yes                  No
## 2394                  No                 Yes                  No
## 2395                 Yes                  No                  No
## 2396                  No                 Yes                  No
## 2397                 Yes                  No                  No
## 2398                  No                  No                  No
## 2399                 Yes                  No                  No
## 2400                  No                 Yes                  No
## 2401                  No                 Yes                 Yes
## 2402                 Yes                  No                 Yes
## 2403 No internet service No internet service No internet service
## 2404                 Yes                 Yes                 Yes
## 2405                 Yes                  No                  No
## 2406                  No                 Yes                  No
## 2407                 Yes                  No                  No
## 2408                  No                  No                  No
## 2409 No internet service No internet service No internet service
## 2410                 Yes                 Yes                 Yes
## 2411                 Yes                  No                  No
## 2412                  No                 Yes                 Yes
## 2413                 Yes                  No                 Yes
## 2414                  No                 Yes                 Yes
## 2415 No internet service No internet service No internet service
## 2416                  No                  No                  No
## 2417                  No                 Yes                  No
## 2418                 Yes                  No                 Yes
## 2419                 Yes                 Yes                  No
## 2420                  No                 Yes                 Yes
## 2421                  No                  No                  No
## 2422                  No                 Yes                  No
## 2423                  No                  No                  No
## 2424 No internet service No internet service No internet service
## 2425                 Yes                 Yes                  No
## 2426 No internet service No internet service No internet service
## 2427                 Yes                 Yes                  No
## 2428                  No                  No                  No
## 2429                  No                 Yes                  No
## 2430                 Yes                 Yes                  No
## 2431                  No                 Yes                  No
## 2432                  No                  No                  No
## 2433 No internet service No internet service No internet service
## 2434                  No                 Yes                 Yes
## 2435 No internet service No internet service No internet service
## 2436                  No                 Yes                  No
## 2437                  No                  No                  No
## 2438                 Yes                 Yes                  No
## 2439                  No                  No                 Yes
## 2440 No internet service No internet service No internet service
## 2441 No internet service No internet service No internet service
## 2442                  No                  No                  No
## 2443                  No                  No                  No
## 2444                 Yes                 Yes                  No
## 2445                 Yes                  No                  No
## 2446                  No                  No                  No
## 2447                 Yes                  No                  No
## 2448                  No                 Yes                  No
## 2449                 Yes                 Yes                  No
## 2450                  No                 Yes                  No
## 2451                  No                 Yes                 Yes
## 2452                 Yes                  No                  No
## 2453                  No                  No                  No
## 2454                  No                  No                  No
## 2455 No internet service No internet service No internet service
## 2456                 Yes                  No                 Yes
## 2457 No internet service No internet service No internet service
## 2458                 Yes                 Yes                  No
## 2459                  No                 Yes                  No
## 2460 No internet service No internet service No internet service
## 2461 No internet service No internet service No internet service
## 2462 No internet service No internet service No internet service
## 2463                 Yes                  No                 Yes
## 2464                  No                  No                  No
## 2465                  No                  No                  No
## 2466                  No                  No                  No
## 2467 No internet service No internet service No internet service
## 2468                  No                  No                 Yes
## 2469                 Yes                  No                  No
## 2470 No internet service No internet service No internet service
## 2471 No internet service No internet service No internet service
## 2472                 Yes                  No                  No
## 2473                 Yes                 Yes                 Yes
## 2474 No internet service No internet service No internet service
## 2475                 Yes                 Yes                  No
## 2476                 Yes                 Yes                 Yes
## 2477                 Yes                 Yes                 Yes
## 2478                  No                  No                  No
## 2479                  No                  No                  No
## 2480                 Yes                  No                 Yes
## 2481                  No                  No                  No
## 2482 No internet service No internet service No internet service
## 2483                  No                  No                  No
## 2484                 Yes                 Yes                  No
## 2485 No internet service No internet service No internet service
## 2486                  No                 Yes                  No
## 2487                  No                  No                 Yes
## 2488                 Yes                  No                 Yes
## 2489                  No                 Yes                 Yes
## 2490                 Yes                 Yes                 Yes
## 2491                  No                  No                 Yes
## 2492 No internet service No internet service No internet service
## 2493                  No                  No                 Yes
## 2494                 Yes                  No                  No
## 2495                  No                  No                  No
## 2496 No internet service No internet service No internet service
## 2497 No internet service No internet service No internet service
## 2498 No internet service No internet service No internet service
## 2499                 Yes                  No                 Yes
## 2500                 Yes                 Yes                  No
## 2501                  No                  No                 Yes
## 2502 No internet service No internet service No internet service
## 2503 No internet service No internet service No internet service
## 2504 No internet service No internet service No internet service
## 2505                  No                  No                  No
## 2506 No internet service No internet service No internet service
## 2507 No internet service No internet service No internet service
## 2508 No internet service No internet service No internet service
## 2509                 Yes                 Yes                 Yes
## 2510 No internet service No internet service No internet service
## 2511                  No                  No                  No
## 2512                  No                 Yes                  No
## 2513                  No                 Yes                 Yes
## 2514 No internet service No internet service No internet service
## 2515                 Yes                  No                  No
## 2516                 Yes                 Yes                 Yes
## 2517                  No                  No                  No
## 2518                  No                  No                  No
## 2519                 Yes                  No                  No
## 2520                  No                 Yes                  No
## 2521                 Yes                 Yes                 Yes
## 2522                  No                  No                  No
## 2523                  No                 Yes                 Yes
## 2524 No internet service No internet service No internet service
## 2525 No internet service No internet service No internet service
## 2526                 Yes                  No                 Yes
## 2527 No internet service No internet service No internet service
## 2528                  No                  No                  No
## 2529                  No                  No                  No
## 2530                  No                 Yes                  No
## 2531                  No                 Yes                 Yes
## 2532 No internet service No internet service No internet service
## 2533                  No                 Yes                 Yes
## 2534                  No                  No                  No
## 2535                 Yes                 Yes                 Yes
## 2536                 Yes                 Yes                 Yes
## 2537 No internet service No internet service No internet service
## 2538                 Yes                 Yes                 Yes
## 2539                  No                  No                 Yes
## 2540 No internet service No internet service No internet service
## 2541                 Yes                 Yes                 Yes
## 2542                  No                 Yes                  No
## 2543                  No                  No                 Yes
## 2544                  No                  No                  No
## 2545                  No                 Yes                  No
## 2546                  No                 Yes                 Yes
## 2547                  No                  No                 Yes
## 2548                 Yes                  No                 Yes
## 2549                  No                  No                  No
## 2550 No internet service No internet service No internet service
## 2551 No internet service No internet service No internet service
## 2552 No internet service No internet service No internet service
## 2553 No internet service No internet service No internet service
## 2554 No internet service No internet service No internet service
## 2555                  No                 Yes                  No
## 2556                  No                  No                  No
## 2557                  No                 Yes                  No
## 2558                  No                  No                  No
## 2559 No internet service No internet service No internet service
## 2560                 Yes                 Yes                 Yes
## 2561                 Yes                  No                  No
## 2562                 Yes                 Yes                  No
## 2563                  No                  No                 Yes
## 2564                 Yes                 Yes                  No
## 2565                  No                 Yes                 Yes
## 2566 No internet service No internet service No internet service
## 2567                 Yes                 Yes                 Yes
## 2568                 Yes                 Yes                  No
## 2569 No internet service No internet service No internet service
## 2570 No internet service No internet service No internet service
## 2571                  No                  No                  No
## 2572                  No                 Yes                 Yes
## 2573 No internet service No internet service No internet service
## 2574                  No                  No                  No
## 2575                  No                  No                  No
## 2576 No internet service No internet service No internet service
## 2577                 Yes                 Yes                 Yes
## 2578                  No                  No                  No
## 2579                  No                 Yes                 Yes
## 2580 No internet service No internet service No internet service
## 2581                  No                  No                 Yes
## 2582 No internet service No internet service No internet service
## 2583                 Yes                 Yes                  No
## 2584                  No                 Yes                 Yes
## 2585                 Yes                  No                  No
## 2586 No internet service No internet service No internet service
## 2587 No internet service No internet service No internet service
## 2588 No internet service No internet service No internet service
## 2589                  No                  No                 Yes
## 2590                  No                  No                  No
## 2591                 Yes                 Yes                  No
## 2592                 Yes                  No                  No
## 2593 No internet service No internet service No internet service
## 2594 No internet service No internet service No internet service
## 2595                 Yes                 Yes                 Yes
## 2596                  No                 Yes                 Yes
## 2597                 Yes                  No                  No
## 2598                 Yes                 Yes                  No
## 2599                  No                 Yes                  No
## 2600                 Yes                 Yes                 Yes
## 2601                  No                  No                  No
## 2602                 Yes                 Yes                 Yes
## 2603                 Yes                 Yes                 Yes
## 2604                 Yes                 Yes                 Yes
## 2605                  No                 Yes                  No
## 2606 No internet service No internet service No internet service
## 2607                 Yes                  No                  No
## 2608                  No                  No                  No
## 2609                  No                  No                 Yes
## 2610                 Yes                 Yes                  No
## 2611                  No                 Yes                  No
## 2612                  No                  No                  No
## 2613                 Yes                  No                 Yes
## 2614                 Yes                  No                  No
## 2615                  No                  No                 Yes
## 2616                 Yes                 Yes                 Yes
## 2617                  No                  No                  No
## 2618 No internet service No internet service No internet service
## 2619 No internet service No internet service No internet service
## 2620                 Yes                 Yes                 Yes
## 2621                  No                 Yes                 Yes
## 2622                 Yes                 Yes                 Yes
## 2623                  No                  No                  No
## 2624                  No                  No                  No
## 2625                 Yes                 Yes                 Yes
## 2626                 Yes                  No                  No
## 2627                 Yes                 Yes                  No
## 2628 No internet service No internet service No internet service
## 2629                 Yes                  No                 Yes
## 2630                  No                  No                  No
## 2631                  No                  No                 Yes
## 2632                  No                 Yes                  No
## 2633                 Yes                 Yes                  No
## 2634                 Yes                  No                 Yes
## 2635                  No                  No                 Yes
## 2636 No internet service No internet service No internet service
## 2637                 Yes                 Yes                 Yes
## 2638                  No                 Yes                 Yes
## 2639                 Yes                 Yes                 Yes
## 2640                  No                  No                  No
## 2641                 Yes                 Yes                 Yes
## 2642                 Yes                  No                 Yes
## 2643                  No                 Yes                  No
## 2644                  No                  No                  No
## 2645                 Yes                 Yes                  No
## 2646 No internet service No internet service No internet service
## 2647                 Yes                 Yes                 Yes
## 2648 No internet service No internet service No internet service
## 2649                  No                 Yes                  No
## 2650 No internet service No internet service No internet service
## 2651                  No                 Yes                  No
## 2652                  No                  No                  No
## 2653                  No                  No                  No
## 2654                  No                  No                 Yes
## 2655                  No                  No                  No
## 2656                 Yes                  No                  No
## 2657                  No                  No                 Yes
## 2658                  No                  No                  No
## 2659 No internet service No internet service No internet service
## 2660                  No                 Yes                 Yes
## 2661                  No                  No                  No
## 2662                 Yes                 Yes                 Yes
## 2663                  No                 Yes                  No
## 2664                 Yes                 Yes                  No
## 2665                 Yes                  No                  No
## 2666                 Yes                  No                 Yes
## 2667                 Yes                 Yes                 Yes
## 2668                 Yes                 Yes                 Yes
## 2669 No internet service No internet service No internet service
## 2670                 Yes                  No                  No
## 2671                  No                  No                 Yes
## 2672                 Yes                  No                 Yes
## 2673 No internet service No internet service No internet service
## 2674                  No                  No                  No
## 2675 No internet service No internet service No internet service
## 2676 No internet service No internet service No internet service
## 2677 No internet service No internet service No internet service
## 2678                  No                  No                  No
## 2679 No internet service No internet service No internet service
## 2680                  No                  No                  No
## 2681                 Yes                 Yes                 Yes
## 2682                  No                 Yes                 Yes
## 2683                  No                  No                  No
## 2684                  No                  No                  No
## 2685                 Yes                  No                 Yes
## 2686                 Yes                 Yes                  No
## 2687                  No                 Yes                  No
## 2688                  No                 Yes                 Yes
## 2689                 Yes                  No                  No
## 2690                 Yes                 Yes                 Yes
## 2691                  No                  No                  No
## 2692                  No                  No                  No
## 2693                  No                  No                  No
## 2694 No internet service No internet service No internet service
## 2695 No internet service No internet service No internet service
## 2696                 Yes                 Yes                 Yes
## 2697                  No                 Yes                 Yes
## 2698                 Yes                 Yes                 Yes
## 2699 No internet service No internet service No internet service
## 2700                 Yes                  No                 Yes
## 2701                  No                  No                  No
## 2702 No internet service No internet service No internet service
## 2703                  No                  No                  No
## 2704                  No                  No                  No
## 2705                  No                 Yes                  No
## 2706 No internet service No internet service No internet service
## 2707                  No                 Yes                  No
## 2708                  No                 Yes                 Yes
## 2709                  No                  No                  No
## 2710                 Yes                 Yes                  No
## 2711 No internet service No internet service No internet service
## 2712                  No                  No                  No
## 2713                  No                  No                  No
## 2714 No internet service No internet service No internet service
## 2715                  No                 Yes                 Yes
## 2716 No internet service No internet service No internet service
## 2717                  No                  No                  No
## 2718                 Yes                 Yes                 Yes
## 2719                 Yes                 Yes                 Yes
## 2720                  No                  No                 Yes
## 2721                  No                  No                  No
## 2722                  No                  No                  No
## 2723 No internet service No internet service No internet service
## 2724 No internet service No internet service No internet service
## 2725 No internet service No internet service No internet service
## 2726                  No                  No                  No
## 2727 No internet service No internet service No internet service
## 2728                  No                  No                  No
## 2729                 Yes                 Yes                  No
## 2730                  No                  No                  No
## 2731                 Yes                  No                 Yes
## 2732                 Yes                 Yes                  No
## 2733 No internet service No internet service No internet service
## 2734                  No                  No                  No
## 2735 No internet service No internet service No internet service
## 2736                  No                  No                  No
## 2737                 Yes                  No                  No
## 2738                  No                 Yes                 Yes
## 2739                  No                 Yes                  No
## 2740                  No                  No                 Yes
## 2741                  No                  No                  No
## 2742                  No                  No                  No
## 2743                 Yes                 Yes                 Yes
## 2744                 Yes                 Yes                 Yes
## 2745                  No                 Yes                 Yes
## 2746                  No                  No                  No
## 2747 No internet service No internet service No internet service
## 2748 No internet service No internet service No internet service
## 2749                  No                  No                  No
## 2750                  No                 Yes                  No
## 2751 No internet service No internet service No internet service
## 2752                  No                  No                  No
## 2753                  No                  No                 Yes
## 2754                  No                  No                  No
## 2755                  No                 Yes                 Yes
## 2756 No internet service No internet service No internet service
## 2757 No internet service No internet service No internet service
## 2758                  No                 Yes                  No
## 2759 No internet service No internet service No internet service
## 2760 No internet service No internet service No internet service
## 2761 No internet service No internet service No internet service
## 2762                  No                  No                  No
## 2763                  No                 Yes                 Yes
## 2764                 Yes                  No                  No
## 2765                 Yes                 Yes                 Yes
## 2766                  No                  No                  No
## 2767                 Yes                 Yes                 Yes
## 2768                  No                 Yes                 Yes
## 2769 No internet service No internet service No internet service
## 2770 No internet service No internet service No internet service
## 2771                  No                  No                  No
## 2772                  No                 Yes                  No
## 2773                 Yes                  No                 Yes
## 2774                  No                 Yes                  No
## 2775                  No                  No                 Yes
## 2776                  No                  No                 Yes
## 2777                 Yes                  No                  No
## 2778 No internet service No internet service No internet service
## 2779                 Yes                  No                  No
## 2780                  No                  No                  No
## 2781                 Yes                 Yes                 Yes
## 2782                 Yes                  No                 Yes
## 2783                  No                 Yes                 Yes
## 2784                 Yes                  No                  No
## 2785                  No                 Yes                 Yes
## 2786                 Yes                 Yes                 Yes
## 2787                 Yes                  No                  No
## 2788 No internet service No internet service No internet service
## 2789                 Yes                  No                  No
## 2790                  No                 Yes                  No
## 2791                 Yes                  No                 Yes
## 2792                  No                 Yes                  No
## 2793                 Yes                  No                  No
## 2794                  No                  No                  No
## 2795                 Yes                  No                  No
## 2796                  No                  No                  No
## 2797                  No                  No                  No
## 2798                  No                 Yes                  No
## 2799                  No                 Yes                  No
## 2800 No internet service No internet service No internet service
## 2801 No internet service No internet service No internet service
## 2802                 Yes                  No                 Yes
## 2803                  No                 Yes                 Yes
## 2804 No internet service No internet service No internet service
## 2805                  No                  No                  No
## 2806                 Yes                  No                 Yes
## 2807                 Yes                 Yes                  No
## 2808 No internet service No internet service No internet service
## 2809                  No                  No                  No
## 2810                 Yes                 Yes                  No
## 2811                  No                 Yes                 Yes
## 2812 No internet service No internet service No internet service
## 2813                 Yes                  No                 Yes
## 2814 No internet service No internet service No internet service
## 2815                 Yes                  No                 Yes
## 2816                  No                 Yes                 Yes
## 2817                 Yes                 Yes                  No
## 2818 No internet service No internet service No internet service
## 2819                  No                  No                  No
## 2820                 Yes                  No                  No
## 2821 No internet service No internet service No internet service
## 2822                  No                  No                  No
## 2823                 Yes                 Yes                 Yes
## 2824 No internet service No internet service No internet service
## 2825 No internet service No internet service No internet service
## 2826 No internet service No internet service No internet service
## 2827                  No                  No                  No
## 2828                 Yes                  No                  No
## 2829 No internet service No internet service No internet service
## 2830                  No                  No                  No
## 2831                 Yes                 Yes                  No
## 2832                 Yes                 Yes                  No
## 2833                 Yes                  No                 Yes
## 2834                 Yes                 Yes                  No
## 2835 No internet service No internet service No internet service
## 2836                 Yes                  No                 Yes
## 2837                 Yes                  No                  No
## 2838 No internet service No internet service No internet service
## 2839 No internet service No internet service No internet service
## 2840 No internet service No internet service No internet service
## 2841                 Yes                  No                 Yes
## 2842                  No                  No                  No
## 2843                  No                 Yes                 Yes
## 2844 No internet service No internet service No internet service
## 2845                  No                  No                  No
## 2846                 Yes                 Yes                 Yes
## 2847                  No                  No                  No
## 2848                 Yes                  No                  No
## 2849                  No                 Yes                  No
## 2850 No internet service No internet service No internet service
## 2851                  No                  No                 Yes
## 2852                 Yes                 Yes                 Yes
## 2853                 Yes                 Yes                 Yes
## 2854                  No                 Yes                  No
## 2855                  No                 Yes                  No
## 2856 No internet service No internet service No internet service
## 2857                  No                  No                  No
## 2858                 Yes                  No                 Yes
## 2859 No internet service No internet service No internet service
## 2860                 Yes                 Yes                 Yes
## 2861                  No                 Yes                  No
## 2862                  No                  No                  No
## 2863                  No                  No                  No
## 2864                  No                  No                  No
## 2865                 Yes                  No                 Yes
## 2866                 Yes                 Yes                  No
## 2867                 Yes                  No                  No
## 2868 No internet service No internet service No internet service
## 2869                 Yes                  No                  No
## 2870                  No                  No                  No
## 2871                  No                 Yes                 Yes
## 2872                  No                  No                  No
## 2873 No internet service No internet service No internet service
## 2874                  No                  No                  No
## 2875 No internet service No internet service No internet service
## 2876                  No                  No                  No
## 2877 No internet service No internet service No internet service
## 2878                 Yes                  No                  No
## 2879                  No                 Yes                  No
## 2880                 Yes                 Yes                  No
## 2881                  No                  No                  No
## 2882                  No                  No                 Yes
## 2883                  No                  No                  No
## 2884 No internet service No internet service No internet service
## 2885                 Yes                 Yes                 Yes
## 2886                 Yes                 Yes                 Yes
## 2887                  No                 Yes                 Yes
## 2888                  No                  No                  No
## 2889                  No                  No                  No
## 2890                 Yes                 Yes                  No
## 2891                  No                  No                  No
## 2892                  No                  No                  No
## 2893 No internet service No internet service No internet service
## 2894                 Yes                  No                  No
## 2895                  No                 Yes                 Yes
## 2896 No internet service No internet service No internet service
## 2897 No internet service No internet service No internet service
## 2898 No internet service No internet service No internet service
## 2899                 Yes                 Yes                 Yes
## 2900                 Yes                 Yes                 Yes
## 2901                  No                  No                  No
## 2902                 Yes                  No                  No
## 2903                  No                  No                  No
## 2904                 Yes                  No                 Yes
## 2905                  No                  No                  No
## 2906                  No                 Yes                 Yes
## 2907                  No                  No                 Yes
## 2908                  No                  No                  No
## 2909                  No                  No                  No
## 2910                 Yes                  No                 Yes
## 2911 No internet service No internet service No internet service
## 2912                  No                 Yes                  No
## 2913                 Yes                 Yes                  No
## 2914                 Yes                 Yes                 Yes
## 2915                  No                  No                  No
## 2916                 Yes                 Yes                 Yes
## 2917                  No                  No                 Yes
## 2918 No internet service No internet service No internet service
## 2919                 Yes                 Yes                  No
## 2920                 Yes                  No                  No
## 2921                 Yes                 Yes                 Yes
## 2922                  No                  No                  No
## 2923                  No                  No                  No
## 2924                  No                 Yes                  No
## 2925                 Yes                  No                  No
## 2926                  No                 Yes                 Yes
## 2927                 Yes                 Yes                 Yes
## 2928                  No                  No                  No
## 2929                 Yes                  No                 Yes
## 2930                 Yes                  No                 Yes
## 2931 No internet service No internet service No internet service
## 2932                 Yes                 Yes                  No
## 2933                 Yes                 Yes                 Yes
## 2934 No internet service No internet service No internet service
## 2935 No internet service No internet service No internet service
## 2936                 Yes                 Yes                 Yes
## 2937                 Yes                 Yes                  No
## 2938                 Yes                 Yes                  No
## 2939                 Yes                  No                 Yes
## 2940                 Yes                 Yes                 Yes
## 2941                 Yes                 Yes                  No
## 2942                 Yes                 Yes                  No
## 2943 No internet service No internet service No internet service
## 2944 No internet service No internet service No internet service
## 2945                 Yes                  No                 Yes
## 2946                  No                  No                  No
## 2947                  No                  No                 Yes
## 2948                 Yes                 Yes                  No
## 2949                  No                 Yes                  No
## 2950                  No                 Yes                 Yes
## 2951 No internet service No internet service No internet service
## 2952                  No                  No                 Yes
## 2953 No internet service No internet service No internet service
## 2954                 Yes                 Yes                  No
## 2955                  No                  No                  No
## 2956                  No                  No                  No
## 2957                 Yes                 Yes                  No
## 2958                 Yes                  No                  No
## 2959 No internet service No internet service No internet service
## 2960                 Yes                  No                 Yes
## 2961                  No                  No                  No
## 2962                 Yes                  No                 Yes
## 2963                  No                  No                 Yes
## 2964 No internet service No internet service No internet service
## 2965                  No                  No                 Yes
## 2966                  No                 Yes                  No
## 2967                  No                  No                  No
## 2968                 Yes                 Yes                 Yes
## 2969                 Yes                 Yes                  No
## 2970                  No                 Yes                 Yes
## 2971                  No                  No                  No
## 2972                 Yes                 Yes                 Yes
## 2973                 Yes                 Yes                 Yes
## 2974                 Yes                 Yes                  No
## 2975                 Yes                  No                  No
## 2976                  No                  No                 Yes
## 2977 No internet service No internet service No internet service
## 2978 No internet service No internet service No internet service
## 2979                 Yes                 Yes                 Yes
## 2980                  No                 Yes                 Yes
## 2981 No internet service No internet service No internet service
## 2982 No internet service No internet service No internet service
## 2983 No internet service No internet service No internet service
## 2984                 Yes                 Yes                 Yes
## 2985 No internet service No internet service No internet service
## 2986                 Yes                 Yes                 Yes
## 2987                  No                  No                  No
## 2988 No internet service No internet service No internet service
## 2989                 Yes                 Yes                  No
## 2990 No internet service No internet service No internet service
## 2991                  No                  No                  No
## 2992                  No                 Yes                 Yes
## 2993                 Yes                  No                 Yes
## 2994 No internet service No internet service No internet service
## 2995                 Yes                  No                 Yes
## 2996                  No                  No                  No
## 2997                  No                 Yes                  No
## 2998                 Yes                  No                  No
## 2999                 Yes                  No                  No
## 3000 No internet service No internet service No internet service
## 3001                  No                  No                  No
## 3002 No internet service No internet service No internet service
## 3003                  No                 Yes                 Yes
## 3004                  No                  No                 Yes
## 3005                  No                  No                  No
## 3006 No internet service No internet service No internet service
## 3007                  No                  No                  No
## 3008                 Yes                  No                  No
## 3009 No internet service No internet service No internet service
## 3010 No internet service No internet service No internet service
## 3011                  No                  No                  No
## 3012 No internet service No internet service No internet service
## 3013                 Yes                  No                 Yes
## 3014                  No                  No                  No
## 3015                  No                 Yes                  No
## 3016                 Yes                 Yes                 Yes
## 3017                  No                  No                  No
## 3018                 Yes                  No                 Yes
## 3019 No internet service No internet service No internet service
## 3020                 Yes                  No                 Yes
## 3021                  No                  No                 Yes
## 3022 No internet service No internet service No internet service
## 3023 No internet service No internet service No internet service
## 3024                 Yes                 Yes                 Yes
## 3025 No internet service No internet service No internet service
## 3026 No internet service No internet service No internet service
## 3027                  No                  No                  No
## 3028 No internet service No internet service No internet service
## 3029                 Yes                 Yes                 Yes
## 3030                  No                  No                  No
## 3031                  No                  No                  No
## 3032                  No                  No                  No
## 3033 No internet service No internet service No internet service
## 3034                 Yes                 Yes                  No
## 3035                  No                  No                  No
## 3036                  No                  No                  No
## 3037                  No                 Yes                 Yes
## 3038 No internet service No internet service No internet service
## 3039                 Yes                  No                  No
## 3040                 Yes                 Yes                 Yes
## 3041                 Yes                 Yes                 Yes
## 3042                 Yes                  No                  No
## 3043                 Yes                  No                  No
## 3044                  No                 Yes                  No
## 3045                  No                  No                  No
## 3046                 Yes                 Yes                  No
## 3047                  No                 Yes                 Yes
## 3048                 Yes                  No                  No
## 3049                  No                  No                  No
## 3050 No internet service No internet service No internet service
## 3051                  No                  No                 Yes
## 3052                 Yes                 Yes                 Yes
## 3053                  No                  No                  No
## 3054                  No                 Yes                 Yes
## 3055                 Yes                  No                 Yes
## 3056                  No                  No                  No
## 3057                  No                  No                 Yes
## 3058 No internet service No internet service No internet service
## 3059                  No                 Yes                  No
## 3060 No internet service No internet service No internet service
## 3061                  No                 Yes                  No
## 3062                 Yes                 Yes                  No
## 3063                  No                 Yes                 Yes
## 3064                  No                 Yes                  No
## 3065                  No                  No                  No
## 3066                  No                  No                  No
## 3067                  No                  No                  No
## 3068                 Yes                  No                  No
## 3069                 Yes                  No                  No
## 3070 No internet service No internet service No internet service
## 3071                 Yes                  No                 Yes
## 3072                 Yes                 Yes                 Yes
## 3073                 Yes                 Yes                 Yes
## 3074                 Yes                 Yes                  No
## 3075                 Yes                  No                  No
## 3076                 Yes                 Yes                  No
## 3077                 Yes                  No                  No
## 3078                  No                 Yes                  No
## 3079                  No                  No                  No
## 3080                 Yes                  No                  No
## 3081                  No                  No                  No
## 3082                  No                  No                  No
## 3083                  No                  No                 Yes
## 3084 No internet service No internet service No internet service
## 3085 No internet service No internet service No internet service
## 3086                 Yes                 Yes                  No
## 3087                  No                 Yes                 Yes
## 3088                  No                  No                  No
## 3089                  No                 Yes                 Yes
## 3090                 Yes                 Yes                 Yes
## 3091                  No                  No                  No
## 3092 No internet service No internet service No internet service
## 3093                  No                  No                  No
## 3094                 Yes                  No                 Yes
## 3095                 Yes                  No                  No
## 3096                  No                 Yes                  No
## 3097                 Yes                 Yes                 Yes
## 3098 No internet service No internet service No internet service
## 3099                 Yes                 Yes                  No
## 3100 No internet service No internet service No internet service
## 3101                 Yes                 Yes                  No
## 3102                  No                  No                  No
## 3103                  No                  No                 Yes
## 3104 No internet service No internet service No internet service
## 3105                  No                  No                  No
## 3106                  No                  No                 Yes
## 3107 No internet service No internet service No internet service
## 3108                 Yes                 Yes                 Yes
## 3109                 Yes                  No                 Yes
## 3110 No internet service No internet service No internet service
## 3111 No internet service No internet service No internet service
## 3112                 Yes                 Yes                  No
## 3113                 Yes                  No                 Yes
## 3114                  No                  No                  No
## 3115                  No                 Yes                 Yes
## 3116                 Yes                 Yes                  No
## 3117                 Yes                 Yes                  No
## 3118                 Yes                 Yes                 Yes
## 3119 No internet service No internet service No internet service
## 3120                  No                  No                  No
## 3121 No internet service No internet service No internet service
## 3122                  No                  No                 Yes
## 3123 No internet service No internet service No internet service
## 3124                  No                  No                  No
## 3125                 Yes                  No                 Yes
## 3126 No internet service No internet service No internet service
## 3127                 Yes                  No                 Yes
## 3128                 Yes                  No                  No
## 3129 No internet service No internet service No internet service
## 3130                 Yes                 Yes                  No
## 3131                  No                  No                 Yes
## 3132                 Yes                 Yes                 Yes
## 3133                  No                  No                 Yes
## 3134                 Yes                 Yes                 Yes
## 3135 No internet service No internet service No internet service
## 3136                  No                  No                 Yes
## 3137                  No                  No                  No
## 3138                 Yes                 Yes                 Yes
## 3139                  No                  No                  No
## 3140                  No                  No                 Yes
## 3141                  No                 Yes                  No
## 3142                 Yes                 Yes                 Yes
## 3143 No internet service No internet service No internet service
## 3144                 Yes                 Yes                 Yes
## 3145 No internet service No internet service No internet service
## 3146                 Yes                  No                  No
## 3147                 Yes                  No                 Yes
## 3148                  No                 Yes                  No
## 3149                  No                  No                  No
## 3150                  No                 Yes                 Yes
## 3151                  No                  No                  No
## 3152                  No                  No                  No
## 3153                  No                 Yes                 Yes
## 3154                  No                  No                  No
## 3155                 Yes                  No                  No
## 3156 No internet service No internet service No internet service
## 3157 No internet service No internet service No internet service
## 3158                  No                  No                  No
## 3159                  No                 Yes                  No
## 3160                  No                  No                  No
## 3161                 Yes                 Yes                 Yes
## 3162 No internet service No internet service No internet service
## 3163                  No                  No                  No
## 3164                 Yes                  No                  No
## 3165                 Yes                 Yes                  No
## 3166 No internet service No internet service No internet service
## 3167                  No                  No                 Yes
## 3168                 Yes                 Yes                 Yes
## 3169 No internet service No internet service No internet service
## 3170                 Yes                 Yes                 Yes
## 3171                 Yes                  No                  No
## 3172 No internet service No internet service No internet service
## 3173                 Yes                  No                  No
## 3174 No internet service No internet service No internet service
## 3175                  No                  No                  No
## 3176                  No                  No                  No
## 3177 No internet service No internet service No internet service
## 3178                  No                 Yes                 Yes
## 3179                  No                  No                  No
## 3180 No internet service No internet service No internet service
## 3181 No internet service No internet service No internet service
## 3182                 Yes                 Yes                 Yes
## 3183                  No                  No                 Yes
## 3184                  No                  No                  No
## 3185                 Yes                 Yes                 Yes
## 3186                  No                  No                  No
## 3187 No internet service No internet service No internet service
## 3188                 Yes                 Yes                  No
## 3189                  No                  No                  No
## 3190 No internet service No internet service No internet service
## 3191                  No                 Yes                 Yes
## 3192                 Yes                  No                  No
## 3193 No internet service No internet service No internet service
## 3194 No internet service No internet service No internet service
## 3195                 Yes                 Yes                  No
## 3196                 Yes                 Yes                  No
## 3197 No internet service No internet service No internet service
## 3198                 Yes                  No                  No
## 3199                 Yes                 Yes                  No
## 3200 No internet service No internet service No internet service
## 3201                 Yes                 Yes                  No
## 3202                 Yes                  No                 Yes
## 3203                  No                  No                  No
## 3204                 Yes                 Yes                 Yes
## 3205 No internet service No internet service No internet service
## 3206                 Yes                 Yes                 Yes
## 3207 No internet service No internet service No internet service
## 3208 No internet service No internet service No internet service
## 3209                 Yes                 Yes                  No
## 3210                  No                  No                  No
## 3211                  No                  No                 Yes
## 3212 No internet service No internet service No internet service
## 3213                 Yes                 Yes                  No
## 3214                  No                 Yes                  No
## 3215                 Yes                  No                  No
## 3216                 Yes                  No                  No
## 3217                  No                 Yes                  No
## 3218 No internet service No internet service No internet service
## 3219                 Yes                 Yes                  No
## 3220 No internet service No internet service No internet service
## 3221                  No                 Yes                 Yes
## 3222                  No                  No                 Yes
## 3223                  No                  No                  No
## 3224                 Yes                  No                  No
## 3225                  No                  No                 Yes
## 3226                  No                  No                  No
## 3227 No internet service No internet service No internet service
## 3228                  No                  No                  No
## 3229                 Yes                 Yes                  No
## 3230                  No                  No                  No
## 3231 No internet service No internet service No internet service
## 3232                 Yes                 Yes                 Yes
## 3233                 Yes                  No                  No
## 3234                  No                 Yes                  No
## 3235 No internet service No internet service No internet service
## 3236                 Yes                 Yes                 Yes
## 3237                 Yes                  No                  No
## 3238 No internet service No internet service No internet service
## 3239 No internet service No internet service No internet service
## 3240                  No                  No                 Yes
## 3241                 Yes                  No                  No
## 3242 No internet service No internet service No internet service
## 3243 No internet service No internet service No internet service
## 3244                 Yes                  No                  No
## 3245                  No                  No                  No
## 3246                 Yes                 Yes                 Yes
## 3247                  No                  No                  No
## 3248                 Yes                 Yes                 Yes
## 3249                  No                  No                  No
## 3250                 Yes                 Yes                  No
## 3251 No internet service No internet service No internet service
## 3252                 Yes                  No                  No
## 3253                  No                  No                 Yes
## 3254                  No                 Yes                  No
## 3255                 Yes                 Yes                  No
## 3256                 Yes                  No                 Yes
## 3257                 Yes                 Yes                 Yes
## 3258                 Yes                  No                  No
## 3259                  No                  No                  No
## 3260                  No                  No                  No
## 3261                 Yes                  No                 Yes
## 3262                 Yes                 Yes                 Yes
## 3263                  No                 Yes                  No
## 3264                 Yes                 Yes                 Yes
## 3265                  No                 Yes                 Yes
## 3266                  No                  No                  No
## 3267 No internet service No internet service No internet service
## 3268 No internet service No internet service No internet service
## 3269                  No                  No                  No
## 3270 No internet service No internet service No internet service
## 3271                  No                  No                 Yes
## 3272                 Yes                  No                  No
## 3273                  No                  No                  No
## 3274                  No                  No                  No
## 3275                 Yes                 Yes                 Yes
## 3276 No internet service No internet service No internet service
## 3277                  No                  No                  No
## 3278 No internet service No internet service No internet service
## 3279                 Yes                  No                 Yes
## 3280                  No                  No                 Yes
## 3281                 Yes                 Yes                  No
## 3282                 Yes                  No                  No
## 3283                 Yes                 Yes                  No
## 3284 No internet service No internet service No internet service
## 3285                  No                  No                  No
## 3286                 Yes                  No                 Yes
## 3287                  No                  No                  No
## 3288                  No                  No                 Yes
## 3289 No internet service No internet service No internet service
## 3290                 Yes                  No                  No
## 3291                  No                 Yes                  No
## 3292                  No                  No                 Yes
## 3293                 Yes                  No                  No
## 3294                 Yes                  No                  No
## 3295                  No                  No                  No
## 3296                 Yes                 Yes                 Yes
## 3297                  No                 Yes                  No
## 3298                  No                 Yes                 Yes
## 3299 No internet service No internet service No internet service
## 3300                 Yes                 Yes                 Yes
## 3301 No internet service No internet service No internet service
## 3302                  No                  No                  No
## 3303                 Yes                 Yes                  No
## 3304                 Yes                  No                  No
## 3305                 Yes                 Yes                 Yes
## 3306                  No                  No                  No
## 3307                 Yes                  No                 Yes
## 3308                 Yes                  No                 Yes
## 3309 No internet service No internet service No internet service
## 3310 No internet service No internet service No internet service
## 3311                  No                  No                  No
## 3312                 Yes                  No                  No
## 3313 No internet service No internet service No internet service
## 3314 No internet service No internet service No internet service
## 3315                 Yes                 Yes                  No
## 3316                 Yes                 Yes                 Yes
## 3317                 Yes                 Yes                  No
## 3318                 Yes                  No                 Yes
## 3319                  No                 Yes                  No
## 3320                  No                  No                  No
## 3321                  No                  No                  No
## 3322 No internet service No internet service No internet service
## 3323                  No                  No                  No
## 3324 No internet service No internet service No internet service
## 3325                  No                 Yes                  No
## 3326                  No                  No                  No
## 3327                 Yes                 Yes                 Yes
## 3328                 Yes                 Yes                  No
## 3329                  No                  No                  No
## 3330                  No                  No                 Yes
## 3331                  No                 Yes                  No
## 3333                  No                  No                  No
## 3334 No internet service No internet service No internet service
## 3335                 Yes                 Yes                  No
## 3336 No internet service No internet service No internet service
## 3337 No internet service No internet service No internet service
## 3338                  No                  No                  No
## 3339                  No                 Yes                 Yes
## 3340                 Yes                 Yes                 Yes
## 3341                  No                  No                  No
## 3342                  No                  No                  No
## 3343                 Yes                 Yes                  No
## 3344 No internet service No internet service No internet service
## 3345                  No                  No                  No
## 3346                 Yes                 Yes                  No
## 3347                  No                  No                  No
## 3348 No internet service No internet service No internet service
## 3349                 Yes                 Yes                  No
## 3350                  No                 Yes                  No
## 3351                  No                  No                  No
## 3352                 Yes                  No                 Yes
## 3353                  No                  No                  No
## 3354                 Yes                  No                  No
## 3355                  No                  No                 Yes
## 3356                 Yes                 Yes                 Yes
## 3357                  No                  No                  No
## 3358                  No                 Yes                  No
## 3359                  No                  No                 Yes
## 3360 No internet service No internet service No internet service
## 3361                  No                 Yes                  No
## 3362                 Yes                 Yes                 Yes
## 3363                 Yes                  No                  No
## 3364                 Yes                 Yes                 Yes
## 3365                  No                 Yes                  No
## 3366 No internet service No internet service No internet service
## 3367                  No                 Yes                  No
## 3368                 Yes                 Yes                 Yes
## 3369                 Yes                 Yes                  No
## 3370                  No                  No                  No
## 3371                 Yes                 Yes                  No
## 3372 No internet service No internet service No internet service
## 3373                 Yes                  No                 Yes
## 3374                  No                  No                  No
## 3375                 Yes                  No                  No
## 3376 No internet service No internet service No internet service
## 3377 No internet service No internet service No internet service
## 3378 No internet service No internet service No internet service
## 3379                 Yes                 Yes                 Yes
## 3380 No internet service No internet service No internet service
## 3381                  No                  No                  No
## 3382                  No                 Yes                 Yes
## 3383 No internet service No internet service No internet service
## 3384                  No                  No                  No
## 3385                  No                 Yes                  No
## 3386                  No                  No                  No
## 3387                  No                  No                 Yes
## 3388 No internet service No internet service No internet service
## 3389                  No                 Yes                  No
## 3390                  No                  No                  No
## 3391 No internet service No internet service No internet service
## 3392 No internet service No internet service No internet service
## 3393                  No                  No                  No
## 3394                  No                 Yes                 Yes
## 3395                 Yes                  No                  No
## 3396                 Yes                 Yes                  No
## 3397                 Yes                  No                  No
## 3398                 Yes                 Yes                 Yes
## 3399                 Yes                 Yes                  No
## 3400                  No                 Yes                 Yes
## 3401                  No                  No                  No
## 3402 No internet service No internet service No internet service
## 3403                 Yes                  No                  No
## 3404 No internet service No internet service No internet service
## 3405                 Yes                  No                  No
## 3406                  No                  No                 Yes
## 3407 No internet service No internet service No internet service
## 3408 No internet service No internet service No internet service
## 3409                 Yes                  No                  No
## 3410                 Yes                 Yes                 Yes
## 3411                  No                  No                  No
## 3412                 Yes                  No                  No
## 3413                 Yes                  No                 Yes
## 3414                  No                  No                  No
## 3415                  No                 Yes                 Yes
## 3416                  No                  No                  No
## 3417                  No                  No                  No
## 3418                 Yes                  No                 Yes
## 3419                 Yes                 Yes                  No
## 3420                 Yes                  No                 Yes
## 3421                 Yes                  No                  No
## 3422                 Yes                 Yes                 Yes
## 3423                  No                 Yes                 Yes
## 3424                  No                  No                  No
## 3425                  No                  No                  No
## 3426                  No                  No                  No
## 3427                  No                  No                  No
## 3428                  No                  No                  No
## 3429                  No                 Yes                  No
## 3430 No internet service No internet service No internet service
## 3431                 Yes                 Yes                  No
## 3432                  No                 Yes                  No
## 3433                 Yes                 Yes                 Yes
## 3434                 Yes                 Yes                  No
## 3435                  No                  No                 Yes
## 3436                  No                  No                  No
## 3437 No internet service No internet service No internet service
## 3438                 Yes                  No                  No
## 3439                  No                  No                  No
## 3440                 Yes                 Yes                  No
## 3441                 Yes                 Yes                 Yes
## 3442                 Yes                 Yes                  No
## 3443                  No                 Yes                 Yes
## 3444                 Yes                 Yes                 Yes
## 3445                  No                 Yes                  No
## 3446                 Yes                  No                 Yes
## 3447                 Yes                 Yes                  No
## 3448                 Yes                  No                  No
## 3449                  No                  No                 Yes
## 3450                 Yes                 Yes                  No
## 3451                 Yes                 Yes                  No
## 3452                  No                  No                  No
## 3453                  No                  No                  No
## 3454                  No                 Yes                  No
## 3455                 Yes                 Yes                  No
## 3456                  No                  No                  No
## 3457                  No                 Yes                 Yes
## 3458 No internet service No internet service No internet service
## 3459                  No                  No                  No
## 3460 No internet service No internet service No internet service
## 3461                  No                 Yes                 Yes
## 3462                 Yes                  No                  No
## 3463                  No                  No                  No
## 3464                  No                  No                  No
## 3465                 Yes                  No                  No
## 3466                  No                  No                  No
## 3467 No internet service No internet service No internet service
## 3468                  No                  No                  No
## 3469 No internet service No internet service No internet service
## 3470                  No                  No                  No
## 3471                  No                  No                  No
## 3472 No internet service No internet service No internet service
## 3473                 Yes                 Yes                  No
## 3474                  No                 Yes                 Yes
## 3475                 Yes                  No                  No
## 3476 No internet service No internet service No internet service
## 3477                  No                  No                  No
## 3478                  No                  No                  No
## 3479                  No                 Yes                  No
## 3480                  No                  No                  No
## 3481 No internet service No internet service No internet service
## 3482                  No                  No                  No
## 3483                  No                  No                  No
## 3484                 Yes                 Yes                  No
## 3485                  No                  No                  No
## 3486                  No                  No                  No
## 3487                 Yes                  No                  No
## 3488 No internet service No internet service No internet service
## 3489                  No                  No                  No
## 3490                 Yes                 Yes                 Yes
## 3491                  No                 Yes                  No
## 3492                 Yes                 Yes                 Yes
## 3493                 Yes                  No                  No
## 3494                  No                  No                  No
## 3495                  No                  No                  No
## 3496                  No                  No                  No
## 3497                  No                  No                  No
## 3498                  No                  No                  No
## 3499                  No                  No                  No
## 3500 No internet service No internet service No internet service
## 3501                 Yes                 Yes                  No
## 3502                  No                 Yes                 Yes
## 3503                  No                 Yes                  No
## 3504                 Yes                  No                 Yes
## 3505 No internet service No internet service No internet service
## 3506                  No                  No                  No
## 3507                  No                 Yes                  No
## 3508 No internet service No internet service No internet service
## 3509                 Yes                 Yes                 Yes
## 3510                  No                  No                  No
## 3511                  No                  No                  No
## 3512 No internet service No internet service No internet service
## 3513 No internet service No internet service No internet service
## 3514 No internet service No internet service No internet service
## 3515                  No                 Yes                 Yes
## 3516                 Yes                  No                  No
## 3517                  No                  No                  No
## 3518                 Yes                 Yes                 Yes
## 3519 No internet service No internet service No internet service
## 3520                  No                  No                  No
## 3521 No internet service No internet service No internet service
## 3522                 Yes                  No                  No
## 3523 No internet service No internet service No internet service
## 3524                 Yes                 Yes                 Yes
## 3525                  No                  No                  No
## 3526                 Yes                 Yes                  No
## 3527                  No                 Yes                  No
## 3528                  No                  No                  No
## 3529 No internet service No internet service No internet service
## 3530                  No                 Yes                  No
## 3531                  No                 Yes                 Yes
## 3532 No internet service No internet service No internet service
## 3533                  No                 Yes                  No
## 3534 No internet service No internet service No internet service
## 3535                 Yes                  No                 Yes
## 3536                 Yes                 Yes                 Yes
## 3537                 Yes                  No                  No
## 3538                 Yes                 Yes                  No
## 3539                 Yes                 Yes                 Yes
## 3540                  No                  No                  No
## 3541                 Yes                 Yes                 Yes
## 3542                  No                  No                  No
## 3543                 Yes                 Yes                 Yes
## 3544                 Yes                 Yes                 Yes
## 3545                 Yes                 Yes                  No
## 3546                  No                  No                  No
## 3547                  No                 Yes                 Yes
## 3548                 Yes                 Yes                 Yes
## 3549                  No                  No                 Yes
## 3550                 Yes                 Yes                 Yes
## 3551                  No                  No                 Yes
## 3552                  No                  No                  No
## 3553                 Yes                 Yes                  No
## 3554 No internet service No internet service No internet service
## 3555                  No                  No                  No
## 3556                  No                  No                  No
## 3557 No internet service No internet service No internet service
## 3558                 Yes                 Yes                  No
## 3559                  No                  No                  No
## 3560 No internet service No internet service No internet service
## 3561                  No                  No                  No
## 3562                  No                  No                 Yes
## 3563                 Yes                  No                  No
## 3564                  No                  No                  No
## 3565                 Yes                  No                  No
## 3566                 Yes                  No                  No
## 3567                 Yes                 Yes                 Yes
## 3568                 Yes                  No                 Yes
## 3569                 Yes                  No                 Yes
## 3570 No internet service No internet service No internet service
## 3571 No internet service No internet service No internet service
## 3572                  No                 Yes                  No
## 3573                  No                  No                  No
## 3574 No internet service No internet service No internet service
## 3575 No internet service No internet service No internet service
## 3576                  No                  No                 Yes
## 3577 No internet service No internet service No internet service
## 3578                 Yes                  No                 Yes
## 3579                 Yes                  No                  No
## 3580                  No                 Yes                  No
## 3581                  No                 Yes                 Yes
## 3582                 Yes                 Yes                 Yes
## 3583                  No                  No                  No
## 3584                 Yes                 Yes                 Yes
## 3585                  No                  No                  No
## 3586                  No                  No                 Yes
## 3587                  No                 Yes                 Yes
## 3588                 Yes                  No                  No
## 3589                 Yes                 Yes                  No
## 3590                  No                  No                  No
## 3591 No internet service No internet service No internet service
## 3592                 Yes                  No                 Yes
## 3593                  No                  No                  No
## 3594                  No                  No                  No
## 3595                 Yes                  No                  No
## 3596                  No                  No                  No
## 3597                 Yes                  No                  No
## 3598                  No                  No                 Yes
## 3599                  No                  No                  No
## 3600                 Yes                 Yes                 Yes
## 3601                 Yes                 Yes                  No
## 3602 No internet service No internet service No internet service
## 3603                 Yes                 Yes                  No
## 3604                  No                  No                  No
## 3605 No internet service No internet service No internet service
## 3606                 Yes                  No                  No
## 3607                  No                 Yes                  No
## 3608                  No                  No                 Yes
## 3609                  No                  No                  No
## 3610                 Yes                 Yes                  No
## 3611                  No                 Yes                  No
## 3612                 Yes                  No                 Yes
## 3613                  No                  No                  No
## 3614                  No                 Yes                  No
## 3615                  No                 Yes                 Yes
## 3616                 Yes                 Yes                  No
## 3617                 Yes                  No                  No
## 3618                  No                 Yes                  No
## 3619                 Yes                  No                  No
## 3620                 Yes                 Yes                 Yes
## 3621                 Yes                 Yes                 Yes
## 3622                  No                  No                  No
## 3623                 Yes                 Yes                 Yes
## 3624                  No                  No                  No
## 3625                 Yes                 Yes                  No
## 3626 No internet service No internet service No internet service
## 3627                 Yes                  No                 Yes
## 3628 No internet service No internet service No internet service
## 3629                  No                 Yes                 Yes
## 3630 No internet service No internet service No internet service
## 3631 No internet service No internet service No internet service
## 3632                  No                  No                  No
## 3633                  No                 Yes                  No
## 3634                  No                  No                  No
## 3635                 Yes                 Yes                 Yes
## 3636 No internet service No internet service No internet service
## 3637 No internet service No internet service No internet service
## 3638 No internet service No internet service No internet service
## 3639                 Yes                  No                  No
## 3640                  No                 Yes                  No
## 3641                 Yes                 Yes                  No
## 3642                  No                 Yes                 Yes
## 3643                 Yes                 Yes                  No
## 3644 No internet service No internet service No internet service
## 3645 No internet service No internet service No internet service
## 3646 No internet service No internet service No internet service
## 3647                  No                 Yes                 Yes
## 3648                  No                  No                  No
## 3649                  No                 Yes                  No
## 3650 No internet service No internet service No internet service
## 3651 No internet service No internet service No internet service
## 3652 No internet service No internet service No internet service
## 3653                  No                  No                  No
## 3654                 Yes                  No                 Yes
## 3655                 Yes                 Yes                  No
## 3656 No internet service No internet service No internet service
## 3657                 Yes                  No                  No
## 3658 No internet service No internet service No internet service
## 3659                  No                 Yes                 Yes
## 3660                 Yes                 Yes                  No
## 3661                  No                 Yes                 Yes
## 3662                  No                  No                  No
## 3663                  No                  No                  No
## 3664                  No                  No                  No
## 3665                  No                  No                 Yes
## 3666                 Yes                 Yes                  No
## 3667                  No                  No                  No
## 3668                  No                 Yes                  No
## 3669                  No                  No                  No
## 3670                 Yes                 Yes                  No
## 3671 No internet service No internet service No internet service
## 3672                  No                  No                  No
## 3673                  No                  No                  No
## 3674                 Yes                  No                  No
## 3675                  No                  No                  No
## 3676 No internet service No internet service No internet service
## 3677                 Yes                  No                 Yes
## 3678                  No                  No                 Yes
## 3679                 Yes                  No                 Yes
## 3680 No internet service No internet service No internet service
## 3681                  No                  No                 Yes
## 3682                  No                 Yes                  No
## 3683                  No                  No                  No
## 3684                  No                  No                 Yes
## 3685                  No                  No                  No
## 3686                  No                  No                 Yes
## 3687                  No                  No                  No
## 3688                 Yes                  No                 Yes
## 3689                  No                 Yes                  No
## 3690                  No                  No                  No
## 3691                 Yes                 Yes                  No
## 3692                 Yes                  No                  No
## 3693                 Yes                 Yes                  No
## 3694                  No                  No                  No
## 3695                  No                 Yes                 Yes
## 3696                 Yes                  No                  No
## 3697                  No                  No                 Yes
## 3698                  No                  No                  No
## 3699                 Yes                 Yes                  No
## 3700                 Yes                 Yes                 Yes
## 3701 No internet service No internet service No internet service
## 3702 No internet service No internet service No internet service
## 3703                  No                  No                  No
## 3704 No internet service No internet service No internet service
## 3705                 Yes                 Yes                  No
## 3706                  No                  No                 Yes
## 3707                  No                 Yes                 Yes
## 3708 No internet service No internet service No internet service
## 3709 No internet service No internet service No internet service
## 3710                  No                  No                  No
## 3711 No internet service No internet service No internet service
## 3712                 Yes                  No                 Yes
## 3713                  No                  No                 Yes
## 3714                  No                  No                  No
## 3715                 Yes                 Yes                  No
## 3716                  No                  No                  No
## 3717                 Yes                  No                  No
## 3718                  No                 Yes                  No
## 3719                  No                  No                  No
## 3720 No internet service No internet service No internet service
## 3721                  No                 Yes                  No
## 3722 No internet service No internet service No internet service
## 3723                 Yes                  No                 Yes
## 3724 No internet service No internet service No internet service
## 3725 No internet service No internet service No internet service
## 3726                  No                  No                  No
## 3727                  No                  No                 Yes
## 3728                  No                  No                  No
## 3729                 Yes                 Yes                 Yes
## 3730 No internet service No internet service No internet service
## 3731                 Yes                 Yes                  No
## 3732                  No                  No                  No
## 3733                  No                 Yes                 Yes
## 3734                  No                  No                 Yes
## 3735                 Yes                 Yes                 Yes
## 3736                  No                  No                  No
## 3737 No internet service No internet service No internet service
## 3738                  No                  No                  No
## 3739                  No                 Yes                  No
## 3740 No internet service No internet service No internet service
## 3741                  No                  No                  No
## 3742                 Yes                 Yes                 Yes
## 3743                 Yes                 Yes                 Yes
## 3744                  No                  No                  No
## 3745                 Yes                  No                  No
## 3746                 Yes                  No                  No
## 3747                  No                  No                  No
## 3748                 Yes                  No                 Yes
## 3749                 Yes                 Yes                 Yes
## 3750                  No                  No                  No
## 3751                  No                 Yes                 Yes
## 3752                  No                 Yes                 Yes
## 3753                  No                 Yes                 Yes
## 3754                  No                  No                 Yes
## 3755 No internet service No internet service No internet service
## 3756                  No                  No                  No
## 3757                  No                  No                  No
## 3758                  No                 Yes                 Yes
## 3759                  No                  No                  No
## 3760                  No                 Yes                  No
## 3761                  No                 Yes                  No
## 3762                 Yes                 Yes                  No
## 3763                  No                  No                  No
## 3764                  No                  No                  No
## 3765 No internet service No internet service No internet service
## 3766 No internet service No internet service No internet service
## 3767                  No                 Yes                  No
## 3768                  No                 Yes                 Yes
## 3769                 Yes                  No                  No
## 3770 No internet service No internet service No internet service
## 3771 No internet service No internet service No internet service
## 3772                  No                  No                  No
## 3773                  No                  No                  No
## 3774                  No                  No                  No
## 3775                 Yes                 Yes                  No
## 3776                  No                 Yes                  No
## 3777                  No                  No                  No
## 3778 No internet service No internet service No internet service
## 3779                  No                  No                  No
## 3780                 Yes                 Yes                 Yes
## 3781                  No                 Yes                 Yes
## 3782 No internet service No internet service No internet service
## 3783                  No                  No                  No
## 3784                 Yes                 Yes                  No
## 3785                  No                 Yes                  No
## 3786                  No                 Yes                  No
## 3787                  No                  No                  No
## 3788                  No                  No                 Yes
## 3789                 Yes                 Yes                 Yes
## 3790 No internet service No internet service No internet service
## 3791 No internet service No internet service No internet service
## 3792                  No                  No                  No
## 3793                  No                  No                  No
## 3794 No internet service No internet service No internet service
## 3795                 Yes                 Yes                  No
## 3796                  No                  No                  No
## 3797                  No                  No                  No
## 3798                  No                 Yes                  No
## 3799                  No                  No                 Yes
## 3800                  No                 Yes                 Yes
## 3801                  No                 Yes                 Yes
## 3802                 Yes                  No                 Yes
## 3803 No internet service No internet service No internet service
## 3804                 Yes                  No                 Yes
## 3805                 Yes                  No                  No
## 3806                  No                  No                  No
## 3807                 Yes                  No                  No
## 3808                 Yes                 Yes                  No
## 3809 No internet service No internet service No internet service
## 3810 No internet service No internet service No internet service
## 3811                  No                  No                  No
## 3812                  No                  No                 Yes
## 3813 No internet service No internet service No internet service
## 3814                 Yes                 Yes                  No
## 3815                 Yes                 Yes                 Yes
## 3816                  No                  No                  No
## 3817                 Yes                 Yes                  No
## 3818 No internet service No internet service No internet service
## 3819                 Yes                  No                 Yes
## 3820                  No                  No                  No
## 3821                 Yes                 Yes                 Yes
## 3822                  No                  No                  No
## 3823                 Yes                 Yes                  No
## 3824                 Yes                 Yes                 Yes
## 3825                  No                  No                  No
## 3826 No internet service No internet service No internet service
## 3828 No internet service No internet service No internet service
## 3829 No internet service No internet service No internet service
## 3830                 Yes                  No                  No
## 3831                 Yes                  No                  No
## 3832                  No                  No                  No
## 3833                 Yes                  No                 Yes
## 3834                  No                 Yes                  No
## 3835                  No                  No                  No
## 3836 No internet service No internet service No internet service
## 3837                  No                 Yes                 Yes
## 3838                 Yes                 Yes                 Yes
## 3839                  No                 Yes                  No
## 3840 No internet service No internet service No internet service
## 3841 No internet service No internet service No internet service
## 3842                 Yes                  No                  No
## 3843                  No                  No                  No
## 3844                  No                  No                  No
## 3845                  No                 Yes                 Yes
## 3846                  No                 Yes                  No
## 3847                  No                  No                  No
## 3848 No internet service No internet service No internet service
## 3849                 Yes                  No                  No
## 3850                 Yes                 Yes                  No
## 3851                 Yes                 Yes                 Yes
## 3852 No internet service No internet service No internet service
## 3853 No internet service No internet service No internet service
## 3854                  No                  No                  No
## 3855                 Yes                  No                 Yes
## 3856                 Yes                  No                 Yes
## 3857                 Yes                 Yes                 Yes
## 3858 No internet service No internet service No internet service
## 3859                 Yes                 Yes                 Yes
## 3860                 Yes                 Yes                  No
## 3861                  No                  No                  No
## 3862                 Yes                 Yes                 Yes
## 3863 No internet service No internet service No internet service
## 3864                 Yes                 Yes                  No
## 3865                 Yes                  No                  No
## 3866 No internet service No internet service No internet service
## 3867 No internet service No internet service No internet service
## 3868                 Yes                 Yes                  No
## 3869                 Yes                  No                  No
## 3870                 Yes                  No                  No
## 3871                  No                 Yes                  No
## 3872                  No                 Yes                  No
## 3873                  No                 Yes                 Yes
## 3874                  No                  No                 Yes
## 3875                  No                  No                  No
## 3876                 Yes                 Yes                 Yes
## 3877                 Yes                  No                  No
## 3878                  No                 Yes                  No
## 3879                 Yes                 Yes                 Yes
## 3880                  No                  No                  No
## 3881                  No                 Yes                 Yes
## 3882                 Yes                  No                 Yes
## 3883                  No                  No                  No
## 3884                  No                  No                  No
## 3885                  No                  No                 Yes
## 3886                  No                  No                  No
## 3887                 Yes                  No                  No
## 3888                 Yes                  No                  No
## 3889                  No                  No                  No
## 3890 No internet service No internet service No internet service
## 3891                 Yes                 Yes                 Yes
## 3892                  No                  No                  No
## 3893 No internet service No internet service No internet service
## 3894                 Yes                  No                  No
## 3895                 Yes                 Yes                 Yes
## 3896 No internet service No internet service No internet service
## 3897 No internet service No internet service No internet service
## 3898                 Yes                 Yes                 Yes
## 3899 No internet service No internet service No internet service
## 3900                 Yes                 Yes                  No
## 3901 No internet service No internet service No internet service
## 3902                 Yes                 Yes                 Yes
## 3903                  No                  No                  No
## 3904                 Yes                  No                 Yes
## 3905 No internet service No internet service No internet service
## 3906                  No                  No                  No
## 3907                  No                  No                  No
## 3908                  No                 Yes                 Yes
## 3909                 Yes                 Yes                 Yes
## 3910 No internet service No internet service No internet service
## 3911                 Yes                 Yes                  No
## 3912                  No                  No                  No
## 3913                 Yes                 Yes                 Yes
## 3914 No internet service No internet service No internet service
## 3915 No internet service No internet service No internet service
## 3916                  No                 Yes                  No
## 3917                  No                  No                  No
## 3918                  No                  No                  No
## 3919                  No                  No                  No
## 3920                  No                  No                  No
## 3921                  No                 Yes                 Yes
## 3922                 Yes                 Yes                  No
## 3923                  No                  No                  No
## 3924                  No                  No                  No
## 3925                  No                  No                  No
## 3926                 Yes                  No                 Yes
## 3927                 Yes                 Yes                  No
## 3928 No internet service No internet service No internet service
## 3929                  No                 Yes                  No
## 3930                  No                  No                  No
## 3931                  No                 Yes                 Yes
## 3932                 Yes                  No                 Yes
## 3933                  No                 Yes                  No
## 3934 No internet service No internet service No internet service
## 3935                 Yes                  No                 Yes
## 3936 No internet service No internet service No internet service
## 3937                  No                 Yes                 Yes
## 3938 No internet service No internet service No internet service
## 3939                  No                  No                  No
## 3940                  No                  No                  No
## 3941                  No                  No                  No
## 3942 No internet service No internet service No internet service
## 3943                  No                  No                  No
## 3944                  No                  No                  No
## 3945 No internet service No internet service No internet service
## 3946                  No                  No                 Yes
## 3947                  No                 Yes                 Yes
## 3948                  No                 Yes                  No
## 3949                  No                  No                  No
## 3950                  No                  No                  No
## 3951                  No                  No                  No
## 3952                 Yes                 Yes                 Yes
## 3953                 Yes                 Yes                 Yes
## 3954                  No                 Yes                  No
## 3955                  No                  No                  No
## 3956                  No                  No                  No
## 3957                 Yes                 Yes                  No
## 3958                  No                 Yes                  No
## 3959                  No                  No                  No
## 3960                  No                 Yes                  No
## 3961                  No                 Yes                  No
## 3962                 Yes                  No                  No
## 3963                  No                  No                  No
## 3964 No internet service No internet service No internet service
## 3965                  No                 Yes                 Yes
## 3966                 Yes                 Yes                  No
## 3967                 Yes                  No                 Yes
## 3968 No internet service No internet service No internet service
## 3969 No internet service No internet service No internet service
## 3970                  No                  No                  No
## 3971                  No                  No                 Yes
## 3972 No internet service No internet service No internet service
## 3973                  No                  No                  No
## 3974                  No                 Yes                 Yes
## 3975                  No                 Yes                  No
## 3976                  No                  No                  No
## 3977                  No                  No                  No
## 3978                 Yes                 Yes                 Yes
## 3979                  No                  No                  No
## 3980 No internet service No internet service No internet service
## 3981                 Yes                 Yes                  No
## 3982                  No                  No                  No
## 3983 No internet service No internet service No internet service
## 3984                  No                  No                  No
## 3985 No internet service No internet service No internet service
## 3986                 Yes                  No                  No
## 3987                 Yes                 Yes                 Yes
## 3988                  No                  No                  No
## 3989                 Yes                 Yes                 Yes
## 3990                  No                  No                  No
## 3991                  No                  No                  No
## 3992                 Yes                  No                 Yes
## 3993                 Yes                 Yes                  No
## 3994                 Yes                  No                 Yes
## 3995                 Yes                  No                  No
## 3996                  No                  No                  No
## 3997 No internet service No internet service No internet service
## 3998                 Yes                  No                  No
## 3999                 Yes                  No                  No
## 4000                  No                  No                  No
## 4001                  No                 Yes                  No
## 4002                 Yes                 Yes                 Yes
## 4003                 Yes                 Yes                 Yes
## 4004 No internet service No internet service No internet service
## 4005                 Yes                 Yes                 Yes
## 4006 No internet service No internet service No internet service
## 4007 No internet service No internet service No internet service
## 4008 No internet service No internet service No internet service
## 4009                  No                 Yes                 Yes
## 4010                 Yes                 Yes                 Yes
## 4011 No internet service No internet service No internet service
## 4012 No internet service No internet service No internet service
## 4013                 Yes                  No                  No
## 4014                  No                  No                 Yes
## 4015                 Yes                 Yes                  No
## 4016                  No                  No                  No
## 4017                  No                  No                  No
## 4018                  No                 Yes                  No
## 4019                 Yes                 Yes                  No
## 4020                 Yes                  No                  No
## 4021                 Yes                 Yes                 Yes
## 4022 No internet service No internet service No internet service
## 4023 No internet service No internet service No internet service
## 4024 No internet service No internet service No internet service
## 4025                  No                  No                  No
## 4026                  No                 Yes                  No
## 4027                 Yes                 Yes                 Yes
## 4028                  No                  No                  No
## 4029                 Yes                 Yes                 Yes
## 4030                 Yes                 Yes                 Yes
## 4031                  No                  No                 Yes
## 4032                 Yes                 Yes                 Yes
## 4033                 Yes                 Yes                  No
## 4034                 Yes                  No                 Yes
## 4035                  No                  No                  No
## 4036                 Yes                  No                 Yes
## 4037 No internet service No internet service No internet service
## 4038 No internet service No internet service No internet service
## 4039 No internet service No internet service No internet service
## 4040                  No                  No                  No
## 4041                  No                 Yes                  No
## 4042                  No                 Yes                 Yes
## 4043                 Yes                  No                  No
## 4044                  No                 Yes                 Yes
## 4045                 Yes                 Yes                 Yes
## 4046                  No                  No                  No
## 4047                  No                  No                  No
## 4048                  No                 Yes                  No
## 4049                  No                 Yes                 Yes
## 4050                  No                  No                 Yes
## 4051                 Yes                  No                  No
## 4052                 Yes                  No                  No
## 4053                  No                 Yes                  No
## 4054                 Yes                  No                  No
## 4055                 Yes                 Yes                  No
## 4056                 Yes                  No                  No
## 4057                 Yes                  No                  No
## 4058 No internet service No internet service No internet service
## 4059                  No                 Yes                 Yes
## 4060                  No                  No                  No
## 4061                  No                 Yes                  No
## 4062                  No                  No                  No
## 4063                  No                  No                  No
## 4064                 Yes                 Yes                  No
## 4065                  No                  No                  No
## 4066 No internet service No internet service No internet service
## 4067                 Yes                  No                 Yes
## 4068                 Yes                  No                 Yes
## 4069 No internet service No internet service No internet service
## 4070                  No                  No                 Yes
## 4071                  No                  No                  No
## 4072                  No                  No                  No
## 4073                  No                  No                  No
## 4074                 Yes                  No                  No
## 4075                  No                 Yes                  No
## 4076                 Yes                  No                  No
## 4077                 Yes                 Yes                  No
## 4078                  No                  No                  No
## 4079                  No                 Yes                 Yes
## 4080                  No                  No                  No
## 4081 No internet service No internet service No internet service
## 4082                  No                  No                  No
## 4083                  No                 Yes                 Yes
## 4084                 Yes                  No                  No
## 4085                  No                  No                  No
## 4086                  No                  No                 Yes
## 4087                 Yes                 Yes                 Yes
## 4088 No internet service No internet service No internet service
## 4089                  No                  No                  No
## 4090                  No                  No                  No
## 4091                  No                  No                  No
## 4092                 Yes                  No                 Yes
## 4093 No internet service No internet service No internet service
## 4094                  No                  No                  No
## 4095                  No                  No                 Yes
## 4096                  No                  No                 Yes
## 4097                  No                 Yes                  No
## 4098                 Yes                  No                 Yes
## 4099 No internet service No internet service No internet service
## 4100                  No                  No                  No
## 4101 No internet service No internet service No internet service
## 4102                  No                  No                  No
## 4103                  No                  No                  No
## 4104                  No                 Yes                  No
## 4105                 Yes                  No                  No
## 4106                  No                  No                 Yes
## 4107                  No                  No                  No
## 4108                 Yes                  No                  No
## 4109 No internet service No internet service No internet service
## 4110                  No                  No                  No
## 4111                 Yes                  No                 Yes
## 4112                 Yes                 Yes                  No
## 4113                 Yes                 Yes                  No
## 4114 No internet service No internet service No internet service
## 4115 No internet service No internet service No internet service
## 4116                  No                 Yes                 Yes
## 4117 No internet service No internet service No internet service
## 4118                  No                 Yes                  No
## 4119                 Yes                  No                  No
## 4120 No internet service No internet service No internet service
## 4121                  No                  No                  No
## 4122                 Yes                 Yes                  No
## 4123                 Yes                  No                 Yes
## 4124                  No                  No                  No
## 4125                  No                  No                  No
## 4126                 Yes                 Yes                  No
## 4127 No internet service No internet service No internet service
## 4128 No internet service No internet service No internet service
## 4129                 Yes                  No                  No
## 4130                  No                 Yes                  No
## 4131                 Yes                  No                 Yes
## 4132 No internet service No internet service No internet service
## 4133                  No                  No                  No
## 4134                 Yes                  No                  No
## 4135                 Yes                 Yes                  No
## 4136                 Yes                 Yes                 Yes
## 4137 No internet service No internet service No internet service
## 4138 No internet service No internet service No internet service
## 4139                  No                 Yes                  No
## 4140                 Yes                  No                  No
## 4141                 Yes                  No                  No
## 4142                  No                 Yes                  No
## 4143                 Yes                  No                 Yes
## 4144                  No                  No                  No
## 4145                  No                 Yes                  No
## 4146                 Yes                  No                 Yes
## 4147                  No                  No                  No
## 4148 No internet service No internet service No internet service
## 4149 No internet service No internet service No internet service
## 4150                 Yes                  No                  No
## 4151                  No                  No                  No
## 4152                 Yes                 Yes                  No
## 4153                  No                 Yes                 Yes
## 4154 No internet service No internet service No internet service
## 4155                  No                  No                  No
## 4156                 Yes                 Yes                 Yes
## 4157 No internet service No internet service No internet service
## 4158                  No                  No                  No
## 4159 No internet service No internet service No internet service
## 4160                 Yes                 Yes                  No
## 4161                  No                  No                 Yes
## 4162                  No                 Yes                  No
## 4163                 Yes                 Yes                 Yes
## 4164                 Yes                 Yes                  No
## 4165                 Yes                 Yes                 Yes
## 4166                  No                  No                 Yes
## 4167 No internet service No internet service No internet service
## 4168                  No                 Yes                  No
## 4169                  No                 Yes                 Yes
## 4170                 Yes                 Yes                  No
## 4171                 Yes                 Yes                 Yes
## 4172 No internet service No internet service No internet service
## 4173 No internet service No internet service No internet service
## 4174                  No                  No                  No
## 4175                  No                  No                 Yes
## 4176 No internet service No internet service No internet service
## 4177 No internet service No internet service No internet service
## 4178                  No                  No                  No
## 4179                 Yes                 Yes                 Yes
## 4180                  No                  No                  No
## 4181                  No                  No                  No
## 4182                  No                 Yes                  No
## 4183                  No                  No                 Yes
## 4184                 Yes                  No                 Yes
## 4185                  No                 Yes                  No
## 4186 No internet service No internet service No internet service
## 4187                  No                 Yes                 Yes
## 4188 No internet service No internet service No internet service
## 4189                  No                 Yes                 Yes
## 4190                 Yes                  No                 Yes
## 4191                  No                  No                 Yes
## 4192                 Yes                 Yes                 Yes
## 4193 No internet service No internet service No internet service
## 4194 No internet service No internet service No internet service
## 4195 No internet service No internet service No internet service
## 4196                  No                  No                 Yes
## 4197 No internet service No internet service No internet service
## 4198                  No                  No                  No
## 4199 No internet service No internet service No internet service
## 4200                  No                 Yes                 Yes
## 4201                  No                 Yes                 Yes
## 4202 No internet service No internet service No internet service
## 4203 No internet service No internet service No internet service
## 4204 No internet service No internet service No internet service
## 4205                 Yes                  No                  No
## 4206                  No                 Yes                  No
## 4207                 Yes                 Yes                 Yes
## 4208                  No                  No                 Yes
## 4209                 Yes                 Yes                 Yes
## 4210                 Yes                  No                 Yes
## 4211                  No                 Yes                  No
## 4212                 Yes                 Yes                  No
## 4213                  No                  No                  No
## 4214                  No                  No                 Yes
## 4215                 Yes                  No                  No
## 4216                 Yes                 Yes                 Yes
## 4217                 Yes                 Yes                 Yes
## 4218                  No                  No                  No
## 4219 No internet service No internet service No internet service
## 4220                 Yes                  No                  No
## 4221 No internet service No internet service No internet service
## 4222 No internet service No internet service No internet service
## 4223                 Yes                 Yes                 Yes
## 4224                  No                  No                  No
## 4225 No internet service No internet service No internet service
## 4226 No internet service No internet service No internet service
## 4227                  No                  No                  No
## 4228                 Yes                  No                 Yes
## 4229                  No                  No                  No
## 4230                 Yes                 Yes                 Yes
## 4231                  No                  No                  No
## 4232                 Yes                 Yes                 Yes
## 4233                  No                  No                  No
## 4234                  No                 Yes                 Yes
## 4235 No internet service No internet service No internet service
## 4236                 Yes                 Yes                 Yes
## 4237 No internet service No internet service No internet service
## 4238                  No                 Yes                  No
## 4239 No internet service No internet service No internet service
## 4240                 Yes                 Yes                  No
## 4241                 Yes                 Yes                  No
## 4242                 Yes                 Yes                  No
## 4243 No internet service No internet service No internet service
## 4244                  No                  No                 Yes
## 4245 No internet service No internet service No internet service
## 4246 No internet service No internet service No internet service
## 4247                 Yes                 Yes                  No
## 4248                 Yes                  No                 Yes
## 4249                 Yes                 Yes                 Yes
## 4250                 Yes                 Yes                  No
## 4251                 Yes                 Yes                 Yes
## 4252                 Yes                 Yes                 Yes
## 4253                  No                 Yes                  No
## 4254                  No                 Yes                  No
## 4255                 Yes                  No                  No
## 4256                  No                 Yes                  No
## 4257 No internet service No internet service No internet service
## 4258                 Yes                 Yes                  No
## 4259                  No                 Yes                 Yes
## 4260 No internet service No internet service No internet service
## 4261                  No                 Yes                 Yes
## 4262                 Yes                  No                 Yes
## 4263                  No                 Yes                  No
## 4264                 Yes                 Yes                 Yes
## 4265                 Yes                 Yes                  No
## 4266                  No                  No                 Yes
## 4267                 Yes                  No                 Yes
## 4268                 Yes                 Yes                 Yes
## 4269                 Yes                  No                 Yes
## 4270                 Yes                 Yes                  No
## 4271                 Yes                 Yes                 Yes
## 4272 No internet service No internet service No internet service
## 4273 No internet service No internet service No internet service
## 4274                  No                  No                 Yes
## 4275 No internet service No internet service No internet service
## 4276 No internet service No internet service No internet service
## 4277                 Yes                  No                  No
## 4278 No internet service No internet service No internet service
## 4279                 Yes                 Yes                  No
## 4280 No internet service No internet service No internet service
## 4281 No internet service No internet service No internet service
## 4282                 Yes                  No                  No
## 4283                  No                 Yes                  No
## 4284                  No                  No                  No
## 4285                  No                  No                  No
## 4286                 Yes                  No                 Yes
## 4287                  No                  No                  No
## 4288                  No                 Yes                 Yes
## 4289                  No                 Yes                  No
## 4290 No internet service No internet service No internet service
## 4291                  No                  No                 Yes
## 4292                 Yes                  No                 Yes
## 4293                  No                  No                  No
## 4294                  No                  No                  No
## 4295                  No                  No                  No
## 4296                 Yes                  No                 Yes
## 4297                  No                 Yes                 Yes
## 4298                  No                  No                 Yes
## 4299                  No                  No                  No
## 4300                 Yes                  No                  No
## 4301 No internet service No internet service No internet service
## 4302 No internet service No internet service No internet service
## 4303                  No                  No                  No
## 4304 No internet service No internet service No internet service
## 4305 No internet service No internet service No internet service
## 4306 No internet service No internet service No internet service
## 4307                 Yes                  No                 Yes
## 4308                  No                  No                  No
## 4309                  No                  No                  No
## 4310                  No                 Yes                  No
## 4311                 Yes                 Yes                 Yes
## 4312                 Yes                  No                  No
## 4313                 Yes                 Yes                 Yes
## 4314                 Yes                  No                 Yes
## 4315                 Yes                  No                  No
## 4316                  No                  No                  No
## 4317                 Yes                 Yes                 Yes
## 4318 No internet service No internet service No internet service
## 4319                 Yes                  No                 Yes
## 4320                  No                 Yes                 Yes
## 4321 No internet service No internet service No internet service
## 4322                  No                 Yes                  No
## 4323                  No                  No                  No
## 4324                  No                  No                  No
## 4325                  No                 Yes                  No
## 4326 No internet service No internet service No internet service
## 4327                  No                  No                  No
## 4328                  No                  No                  No
## 4329                  No                  No                  No
## 4330                  No                 Yes                  No
## 4331                 Yes                 Yes                  No
## 4332 No internet service No internet service No internet service
## 4333                  No                  No                 Yes
## 4334                 Yes                  No                 Yes
## 4335                  No                  No                  No
## 4336                  No                 Yes                  No
## 4337                 Yes                  No                 Yes
## 4338                 Yes                  No                  No
## 4339                  No                 Yes                 Yes
## 4340                  No                 Yes                 Yes
## 4341                  No                  No                 Yes
## 4342                  No                  No                  No
## 4343                  No                 Yes                  No
## 4344                  No                  No                  No
## 4345                 Yes                 Yes                  No
## 4346 No internet service No internet service No internet service
## 4347                 Yes                  No                 Yes
## 4348                 Yes                  No                 Yes
## 4349 No internet service No internet service No internet service
## 4350                  No                  No                  No
## 4351                  No                  No                  No
## 4352 No internet service No internet service No internet service
## 4353                 Yes                 Yes                  No
## 4354                  No                 Yes                  No
## 4355 No internet service No internet service No internet service
## 4356                  No                  No                  No
## 4357 No internet service No internet service No internet service
## 4358 No internet service No internet service No internet service
## 4359                  No                  No                  No
## 4360                 Yes                  No                  No
## 4361                  No                  No                  No
## 4362                 Yes                  No                 Yes
## 4363 No internet service No internet service No internet service
## 4364                  No                  No                  No
## 4365                 Yes                 Yes                 Yes
## 4366                  No                 Yes                 Yes
## 4367                  No                  No                  No
## 4368                  No                 Yes                 Yes
## 4369                  No                  No                  No
## 4370                  No                  No                  No
## 4371                  No                 Yes                 Yes
## 4372 No internet service No internet service No internet service
## 4373 No internet service No internet service No internet service
## 4374 No internet service No internet service No internet service
## 4375 No internet service No internet service No internet service
## 4376                 Yes                 Yes                 Yes
## 4377                 Yes                  No                  No
## 4378                  No                  No                  No
## 4379 No internet service No internet service No internet service
## 4380                  No                 Yes                  No
## 4382                  No                 Yes                  No
## 4383                  No                  No                  No
## 4384                 Yes                 Yes                 Yes
## 4385                 Yes                 Yes                  No
## 4386 No internet service No internet service No internet service
## 4387                 Yes                  No                 Yes
## 4388 No internet service No internet service No internet service
## 4389 No internet service No internet service No internet service
## 4390                  No                  No                  No
## 4391                 Yes                  No                 Yes
## 4392                  No                  No                 Yes
## 4393 No internet service No internet service No internet service
## 4394                  No                  No                  No
## 4395                  No                 Yes                 Yes
## 4396                 Yes                 Yes                  No
## 4397                  No                  No                  No
## 4398                 Yes                 Yes                 Yes
## 4399                  No                 Yes                  No
## 4400                 Yes                 Yes                 Yes
## 4401                  No                  No                  No
## 4402                 Yes                  No                 Yes
## 4403                 Yes                  No                 Yes
## 4404                 Yes                 Yes                  No
## 4405                 Yes                 Yes                  No
## 4406                 Yes                  No                  No
## 4407                 Yes                 Yes                 Yes
## 4408 No internet service No internet service No internet service
## 4409                  No                 Yes                  No
## 4410                 Yes                 Yes                 Yes
## 4411                 Yes                  No                  No
## 4412                  No                 Yes                 Yes
## 4413 No internet service No internet service No internet service
## 4414                 Yes                 Yes                  No
## 4415 No internet service No internet service No internet service
## 4416                 Yes                 Yes                  No
## 4417                 Yes                  No                  No
## 4418                  No                  No                  No
## 4419                 Yes                 Yes                  No
## 4420 No internet service No internet service No internet service
## 4421                  No                 Yes                 Yes
## 4422                 Yes                  No                  No
## 4423                 Yes                  No                  No
## 4424                 Yes                 Yes                  No
## 4425                  No                  No                  No
## 4426                 Yes                  No                  No
## 4427                  No                  No                 Yes
## 4428                  No                 Yes                 Yes
## 4429                  No                 Yes                 Yes
## 4430                 Yes                 Yes                 Yes
## 4431                 Yes                  No                 Yes
## 4432                  No                  No                  No
## 4433                 Yes                  No                 Yes
## 4434                  No                  No                  No
## 4435                 Yes                 Yes                  No
## 4436                 Yes                  No                  No
## 4437                 Yes                 Yes                  No
## 4438                  No                 Yes                  No
## 4439 No internet service No internet service No internet service
## 4440 No internet service No internet service No internet service
## 4441                 Yes                  No                  No
## 4442 No internet service No internet service No internet service
## 4443                  No                  No                  No
## 4444                  No                  No                  No
## 4445 No internet service No internet service No internet service
## 4446                 Yes                 Yes                  No
## 4447                  No                  No                  No
## 4448                 Yes                  No                 Yes
## 4449                 Yes                  No                  No
## 4450                 Yes                 Yes                  No
## 4451                 Yes                  No                 Yes
## 4452                  No                  No                  No
## 4453                 Yes                 Yes                 Yes
## 4454                  No                 Yes                  No
## 4455 No internet service No internet service No internet service
## 4456                  No                 Yes                  No
## 4457 No internet service No internet service No internet service
## 4458                  No                  No                  No
## 4459                 Yes                 Yes                  No
## 4460                 Yes                  No                  No
## 4461                  No                 Yes                 Yes
## 4462                  No                  No                 Yes
## 4463                  No                 Yes                  No
## 4464                  No                  No                  No
## 4465                  No                 Yes                  No
## 4466                  No                 Yes                  No
## 4467                  No                  No                  No
## 4468                  No                 Yes                 Yes
## 4469 No internet service No internet service No internet service
## 4470                 Yes                 Yes                 Yes
## 4471                  No                  No                  No
## 4472                  No                 Yes                  No
## 4473                  No                 Yes                  No
## 4474                  No                 Yes                  No
## 4475                  No                 Yes                 Yes
## 4476 No internet service No internet service No internet service
## 4477 No internet service No internet service No internet service
## 4478                  No                  No                  No
## 4479                  No                  No                  No
## 4480 No internet service No internet service No internet service
## 4481                  No                  No                  No
## 4482                  No                  No                  No
## 4483                  No                  No                  No
## 4484 No internet service No internet service No internet service
## 4485                  No                  No                  No
## 4486                 Yes                 Yes                 Yes
## 4487                  No                 Yes                  No
## 4488 No internet service No internet service No internet service
## 4489                  No                  No                  No
## 4490                 Yes                  No                  No
## 4491                 Yes                 Yes                 Yes
## 4492 No internet service No internet service No internet service
## 4493 No internet service No internet service No internet service
## 4494 No internet service No internet service No internet service
## 4495                 Yes                  No                  No
## 4496                  No                  No                  No
## 4497                 Yes                 Yes                 Yes
## 4498                 Yes                 Yes                  No
## 4499 No internet service No internet service No internet service
## 4500                  No                  No                  No
## 4501                 Yes                 Yes                 Yes
## 4502 No internet service No internet service No internet service
## 4503                  No                  No                  No
## 4504                 Yes                  No                  No
## 4505 No internet service No internet service No internet service
## 4506 No internet service No internet service No internet service
## 4507                 Yes                 Yes                 Yes
## 4508                  No                  No                 Yes
## 4509 No internet service No internet service No internet service
## 4510                 Yes                  No                  No
## 4511                 Yes                  No                 Yes
## 4512                 Yes                 Yes                 Yes
## 4513                 Yes                 Yes                 Yes
## 4514                 Yes                 Yes                 Yes
## 4515                  No                  No                  No
## 4516                 Yes                  No                  No
## 4517                 Yes                 Yes                 Yes
## 4518                  No                 Yes                  No
## 4519                  No                 Yes                  No
## 4520                 Yes                 Yes                 Yes
## 4521 No internet service No internet service No internet service
## 4522                 Yes                  No                  No
## 4523 No internet service No internet service No internet service
## 4524                  No                  No                  No
## 4525                 Yes                 Yes                  No
## 4526                 Yes                 Yes                  No
## 4527                  No                  No                  No
## 4528                  No                 Yes                 Yes
## 4529                 Yes                 Yes                  No
## 4530                  No                  No                 Yes
## 4531 No internet service No internet service No internet service
## 4532                  No                 Yes                  No
## 4533                 Yes                  No                  No
## 4534                 Yes                 Yes                  No
## 4535                  No                  No                 Yes
## 4536                  No                 Yes                  No
## 4537                  No                  No                  No
## 4538                 Yes                  No                  No
## 4539                  No                  No                 Yes
## 4540                  No                 Yes                  No
## 4541 No internet service No internet service No internet service
## 4542                  No                  No                  No
## 4543                  No                 Yes                  No
## 4544 No internet service No internet service No internet service
## 4545                  No                  No                  No
## 4546                  No                  No                  No
## 4547                 Yes                 Yes                  No
## 4548                 Yes                  No                  No
## 4549                 Yes                  No                  No
## 4550                 Yes                 Yes                 Yes
## 4551 No internet service No internet service No internet service
## 4552                 Yes                  No                 Yes
## 4553 No internet service No internet service No internet service
## 4554                 Yes                 Yes                 Yes
## 4555                 Yes                 Yes                 Yes
## 4556 No internet service No internet service No internet service
## 4557                  No                  No                  No
## 4558                  No                 Yes                 Yes
## 4559                  No                  No                  No
## 4560 No internet service No internet service No internet service
## 4561                  No                 Yes                  No
## 4562                 Yes                  No                  No
## 4563                 Yes                 Yes                 Yes
## 4564                 Yes                  No                  No
## 4565 No internet service No internet service No internet service
## 4566                 Yes                 Yes                 Yes
## 4567                 Yes                  No                 Yes
## 4568                 Yes                  No                 Yes
## 4569                 Yes                 Yes                 Yes
## 4570                  No                  No                  No
## 4571 No internet service No internet service No internet service
## 4572                  No                  No                  No
## 4573                 Yes                 Yes                  No
## 4574 No internet service No internet service No internet service
## 4575                 Yes                 Yes                  No
## 4576 No internet service No internet service No internet service
## 4577 No internet service No internet service No internet service
## 4578                  No                 Yes                  No
## 4579                  No                  No                 Yes
## 4580                 Yes                  No                  No
## 4581 No internet service No internet service No internet service
## 4582 No internet service No internet service No internet service
## 4583                 Yes                 Yes                 Yes
## 4584                 Yes                 Yes                 Yes
## 4585                  No                 Yes                 Yes
## 4586                  No                  No                  No
## 4587                 Yes                 Yes                 Yes
## 4588                  No                  No                 Yes
## 4589                  No                 Yes                 Yes
## 4590 No internet service No internet service No internet service
## 4591                  No                 Yes                 Yes
## 4592 No internet service No internet service No internet service
## 4593 No internet service No internet service No internet service
## 4594 No internet service No internet service No internet service
## 4595                 Yes                 Yes                 Yes
## 4596                 Yes                 Yes                 Yes
## 4597                  No                 Yes                  No
## 4598                  No                 Yes                 Yes
## 4599                  No                  No                  No
## 4600                  No                 Yes                  No
## 4601                 Yes                 Yes                 Yes
## 4602                  No                 Yes                 Yes
## 4603 No internet service No internet service No internet service
## 4604                  No                  No                 Yes
## 4605                 Yes                 Yes                  No
## 4606                 Yes                  No                 Yes
## 4607 No internet service No internet service No internet service
## 4608                  No                  No                 Yes
## 4609                  No                 Yes                  No
## 4610                  No                  No                 Yes
## 4611                 Yes                 Yes                 Yes
## 4612 No internet service No internet service No internet service
## 4613                 Yes                  No                 Yes
## 4614                 Yes                  No                  No
## 4615 No internet service No internet service No internet service
## 4616                 Yes                  No                 Yes
## 4617                  No                  No                  No
## 4618 No internet service No internet service No internet service
## 4619                  No                 Yes                  No
## 4620                  No                  No                 Yes
## 4621                 Yes                 Yes                 Yes
## 4622                  No                  No                  No
## 4623                  No                 Yes                  No
## 4624                 Yes                 Yes                  No
## 4625                  No                 Yes                  No
## 4626                  No                 Yes                  No
## 4627                  No                 Yes                  No
## 4628                 Yes                 Yes                 Yes
## 4629                  No                  No                 Yes
## 4630 No internet service No internet service No internet service
## 4631                 Yes                 Yes                  No
## 4632                  No                 Yes                  No
## 4633 No internet service No internet service No internet service
## 4634 No internet service No internet service No internet service
## 4635 No internet service No internet service No internet service
## 4636 No internet service No internet service No internet service
## 4637 No internet service No internet service No internet service
## 4638                 Yes                  No                 Yes
## 4639                  No                  No                  No
## 4640                  No                  No                  No
## 4641                  No                  No                  No
## 4642                  No                  No                  No
## 4643                  No                  No                 Yes
## 4644                  No                  No                 Yes
## 4645                  No                  No                 Yes
## 4646                 Yes                 Yes                  No
## 4647                  No                  No                  No
## 4648                  No                  No                  No
## 4649                  No                  No                  No
## 4650                 Yes                  No                 Yes
## 4651 No internet service No internet service No internet service
## 4652                  No                  No                  No
## 4653 No internet service No internet service No internet service
## 4654                  No                  No                 Yes
## 4655 No internet service No internet service No internet service
## 4656                  No                  No                  No
## 4657                  No                  No                  No
## 4658                  No                  No                  No
## 4659                  No                  No                  No
## 4660                  No                 Yes                  No
## 4661 No internet service No internet service No internet service
## 4662                 Yes                 Yes                 Yes
## 4663 No internet service No internet service No internet service
## 4664                  No                  No                  No
## 4665                  No                  No                  No
## 4666                 Yes                  No                  No
## 4667 No internet service No internet service No internet service
## 4668 No internet service No internet service No internet service
## 4669                  No                  No                  No
## 4670 No internet service No internet service No internet service
## 4671                 Yes                  No                  No
## 4672                 Yes                  No                  No
## 4673                  No                  No                  No
## 4674                 Yes                  No                  No
## 4675                  No                 Yes                  No
## 4676                  No                  No                 Yes
## 4677 No internet service No internet service No internet service
## 4678                 Yes                  No                 Yes
## 4679                  No                  No                  No
## 4680                 Yes                  No                 Yes
## 4681                 Yes                  No                  No
## 4682                  No                  No                  No
## 4683                  No                 Yes                  No
## 4684                  No                  No                  No
## 4685                 Yes                 Yes                 Yes
## 4686                 Yes                 Yes                 Yes
## 4687                 Yes                 Yes                 Yes
## 4688                  No                 Yes                  No
## 4689                  No                  No                  No
## 4690 No internet service No internet service No internet service
## 4691                  No                 Yes                 Yes
## 4692                  No                 Yes                  No
## 4693                  No                 Yes                  No
## 4694 No internet service No internet service No internet service
## 4695 No internet service No internet service No internet service
## 4696 No internet service No internet service No internet service
## 4697                  No                 Yes                  No
## 4698                  No                 Yes                  No
## 4699                 Yes                 Yes                  No
## 4700                 Yes                 Yes                 Yes
## 4701                  No                  No                  No
## 4702                 Yes                 Yes                  No
## 4703                 Yes                 Yes                  No
## 4704                  No                  No                  No
## 4705                 Yes                  No                  No
## 4706                 Yes                  No                  No
## 4707                  No                  No                  No
## 4708                 Yes                 Yes                  No
## 4709                 Yes                 Yes                  No
## 4710                 Yes                  No                  No
## 4711                 Yes                 Yes                 Yes
## 4712 No internet service No internet service No internet service
## 4713                 Yes                 Yes                  No
## 4714                  No                 Yes                 Yes
## 4715                 Yes                 Yes                 Yes
## 4716                 Yes                 Yes                 Yes
## 4717                 Yes                 Yes                  No
## 4718                  No                 Yes                 Yes
## 4719 No internet service No internet service No internet service
## 4720                  No                  No                  No
## 4721                  No                 Yes                 Yes
## 4722 No internet service No internet service No internet service
## 4723                 Yes                 Yes                 Yes
## 4724                 Yes                  No                  No
## 4725                 Yes                 Yes                 Yes
## 4726                  No                 Yes                 Yes
## 4727                 Yes                 Yes                  No
## 4728 No internet service No internet service No internet service
## 4729                  No                 Yes                 Yes
## 4730                 Yes                 Yes                  No
## 4731                  No                 Yes                 Yes
## 4732 No internet service No internet service No internet service
## 4733 No internet service No internet service No internet service
## 4734                 Yes                 Yes                  No
## 4735                  No                 Yes                 Yes
## 4736                 Yes                 Yes                 Yes
## 4737                 Yes                 Yes                 Yes
## 4738                 Yes                 Yes                 Yes
## 4739                 Yes                 Yes                  No
## 4740                  No                  No                  No
## 4741                  No                  No                  No
## 4742                 Yes                  No                  No
## 4743 No internet service No internet service No internet service
## 4744                 Yes                 Yes                  No
## 4745 No internet service No internet service No internet service
## 4746                  No                 Yes                  No
## 4747                  No                  No                  No
## 4748 No internet service No internet service No internet service
## 4749 No internet service No internet service No internet service
## 4750                  No                  No                 Yes
## 4751                 Yes                 Yes                  No
## 4752 No internet service No internet service No internet service
## 4753 No internet service No internet service No internet service
## 4754                  No                  No                  No
## 4755 No internet service No internet service No internet service
## 4756                  No                  No                  No
## 4757                 Yes                 Yes                 Yes
## 4758                 Yes                  No                 Yes
## 4759 No internet service No internet service No internet service
## 4760                  No                  No                  No
## 4761                 Yes                 Yes                 Yes
## 4762 No internet service No internet service No internet service
## 4763                  No                  No                  No
## 4764                 Yes                 Yes                  No
## 4765                  No                  No                  No
## 4766                  No                  No                  No
## 4767                 Yes                 Yes                 Yes
## 4768 No internet service No internet service No internet service
## 4769 No internet service No internet service No internet service
##              StreamingTV     StreamingMovies       Contract
## 1                     No                  No Month-to-month
## 2                     No                  No       One year
## 3                     No                  No Month-to-month
## 4                     No                  No       One year
## 5                     No                  No Month-to-month
## 6                    Yes                 Yes Month-to-month
## 7                    Yes                  No Month-to-month
## 8                     No                  No Month-to-month
## 9                    Yes                 Yes Month-to-month
## 10                    No                  No       One year
## 11                    No                  No Month-to-month
## 12   No internet service No internet service       Two year
## 13                   Yes                 Yes       One year
## 14                   Yes                 Yes Month-to-month
## 15                   Yes                 Yes Month-to-month
## 16                   Yes                 Yes       Two year
## 17   No internet service No internet service       One year
## 18                   Yes                 Yes       Two year
## 19                    No                  No Month-to-month
## 20                    No                 Yes Month-to-month
## 21                    No                 Yes Month-to-month
## 22   No internet service No internet service       One year
## 23   No internet service No internet service Month-to-month
## 24                    No                  No       Two year
## 25                    No                  No Month-to-month
## 26                    No                  No Month-to-month
## 27                   Yes                 Yes Month-to-month
## 28                    No                  No Month-to-month
## 29                   Yes                 Yes       Two year
## 30                   Yes                 Yes Month-to-month
## 31                    No                  No       Two year
## 32                   Yes                 Yes Month-to-month
## 33                    No                  No       One year
## 34   No internet service No internet service Month-to-month
## 35                    No                  No Month-to-month
## 36                   Yes                  No       Two year
## 37                    No                  No Month-to-month
## 38                    No                  No Month-to-month
## 39                   Yes                 Yes Month-to-month
## 40                   Yes                 Yes Month-to-month
## 41                    No                  No       One year
## 42                   Yes                  No       Two year
## 43   No internet service No internet service       One year
## 44                   Yes                  No       Two year
## 45                   Yes                  No Month-to-month
## 46                    No                 Yes Month-to-month
## 47                    No                  No Month-to-month
## 48                   Yes                  No Month-to-month
## 49                   Yes                 Yes       Two year
## 50                    No                  No       Two year
## 51                   Yes                  No Month-to-month
## 52                   Yes                 Yes Month-to-month
## 53                   Yes                  No Month-to-month
## 54                    No                  No Month-to-month
## 55                    No                 Yes       One year
## 56                   Yes                 Yes Month-to-month
## 57                   Yes                 Yes       One year
## 58                   Yes                 Yes       One year
## 59   No internet service No internet service       Two year
## 60                   Yes                 Yes       Two year
## 61                   Yes                 Yes Month-to-month
## 62                   Yes                  No Month-to-month
## 63                    No                  No       Two year
## 64                    No                  No       One year
## 65                   Yes                 Yes Month-to-month
## 66                   Yes                 Yes Month-to-month
## 67                    No                  No       One year
## 68                   Yes                 Yes       Two year
## 69   No internet service No internet service       Two year
## 70                    No                  No Month-to-month
## 71                    No                  No Month-to-month
## 72   No internet service No internet service       One year
## 73                   Yes                 Yes       Two year
## 74   No internet service No internet service       Two year
## 75                    No                 Yes Month-to-month
## 76                   Yes                 Yes       One year
## 77                    No                 Yes       One year
## 78                    No                  No Month-to-month
## 79                   Yes                 Yes Month-to-month
## 80   No internet service No internet service       One year
## 81                   Yes                  No Month-to-month
## 82                   Yes                 Yes Month-to-month
## 83                    No                  No Month-to-month
## 84                   Yes                 Yes Month-to-month
## 85   No internet service No internet service       Two year
## 86                   Yes                 Yes Month-to-month
## 87                   Yes                  No       One year
## 88   No internet service No internet service       Two year
## 89   No internet service No internet service       Two year
## 90                   Yes                  No Month-to-month
## 91                    No                  No Month-to-month
## 92                    No                  No Month-to-month
## 93                   Yes                 Yes       Two year
## 94                   Yes                 Yes Month-to-month
## 95                   Yes                 Yes       Two year
## 96                    No                  No Month-to-month
## 97                    No                  No       One year
## 98   No internet service No internet service Month-to-month
## 99   No internet service No internet service       Two year
## 100                  Yes                 Yes Month-to-month
## 101  No internet service No internet service Month-to-month
## 102  No internet service No internet service Month-to-month
## 103                  Yes                  No       One year
## 104                  Yes                  No       One year
## 105                  Yes                 Yes       Two year
## 106                   No                  No Month-to-month
## 107                  Yes                 Yes       One year
## 108                   No                  No       One year
## 109                  Yes                 Yes       One year
## 110  No internet service No internet service       Two year
## 111                  Yes                  No Month-to-month
## 112                   No                  No       One year
## 113                  Yes                  No Month-to-month
## 114                   No                  No Month-to-month
## 115                  Yes                 Yes       Two year
## 116                  Yes                  No Month-to-month
## 117                   No                  No       Two year
## 118                  Yes                 Yes Month-to-month
## 119  No internet service No internet service       Two year
## 120                   No                  No Month-to-month
## 121                  Yes                 Yes       One year
## 122  No internet service No internet service Month-to-month
## 123                   No                  No Month-to-month
## 124                   No                  No Month-to-month
## 125  No internet service No internet service Month-to-month
## 126                  Yes                  No       Two year
## 127                   No                  No Month-to-month
## 128  No internet service No internet service       Two year
## 129  No internet service No internet service Month-to-month
## 130                  Yes                 Yes       One year
## 131                   No                 Yes Month-to-month
## 132                  Yes                 Yes Month-to-month
## 133                   No                  No       Two year
## 134                   No                 Yes Month-to-month
## 135                   No                  No Month-to-month
## 136  No internet service No internet service       Two year
## 137                   No                  No Month-to-month
## 138  No internet service No internet service       Two year
## 139  No internet service No internet service       Two year
## 140                   No                  No Month-to-month
## 141                  Yes                 Yes       Two year
## 142                   No                 Yes Month-to-month
## 143                  Yes                 Yes       Two year
## 144                   No                  No       One year
## 145  No internet service No internet service       Two year
## 146                  Yes                  No       Two year
## 147  No internet service No internet service       One year
## 148                   No                  No Month-to-month
## 149                  Yes                  No       One year
## 150                   No                 Yes Month-to-month
## 151                  Yes                 Yes Month-to-month
## 152                  Yes                 Yes Month-to-month
## 153                  Yes                 Yes       One year
## 154                  Yes                 Yes       Two year
## 155  No internet service No internet service Month-to-month
## 156                   No                 Yes Month-to-month
## 157                  Yes                  No Month-to-month
## 158  No internet service No internet service       One year
## 159                  Yes                  No       Two year
## 160  No internet service No internet service       Two year
## 161                   No                  No Month-to-month
## 162                   No                  No Month-to-month
## 163                   No                  No Month-to-month
## 164                   No                 Yes       Two year
## 165  No internet service No internet service       One year
## 166  No internet service No internet service       Two year
## 167                   No                  No Month-to-month
## 168                  Yes                 Yes       Two year
## 169                   No                 Yes Month-to-month
## 170  No internet service No internet service Month-to-month
## 171                   No                  No       One year
## 172                  Yes                 Yes Month-to-month
## 173                  Yes                 Yes       Two year
## 174                  Yes                 Yes       One year
## 175  No internet service No internet service       One year
## 176  No internet service No internet service Month-to-month
## 177                   No                  No Month-to-month
## 178                   No                  No Month-to-month
## 179                  Yes                 Yes Month-to-month
## 180  No internet service No internet service       One year
## 181                   No                  No Month-to-month
## 182                   No                  No Month-to-month
## 183                   No                 Yes Month-to-month
## 184                  Yes                 Yes       One year
## 185                   No                  No Month-to-month
## 186                   No                  No Month-to-month
## 187                   No                  No Month-to-month
## 188                   No                  No Month-to-month
## 189  No internet service No internet service       One year
## 190                   No                  No Month-to-month
## 191                   No                 Yes       One year
## 192                   No                 Yes Month-to-month
## 193  No internet service No internet service       Two year
## 194                  Yes                 Yes       Two year
## 195  No internet service No internet service       Two year
## 196                  Yes                  No Month-to-month
## 197  No internet service No internet service       Two year
## 198                  Yes                 Yes Month-to-month
## 199                  Yes                 Yes       Two year
## 200  No internet service No internet service Month-to-month
## 201                  Yes                 Yes       One year
## 202                   No                  No Month-to-month
## 203                  Yes                 Yes       Two year
## 204                  Yes                  No Month-to-month
## 205                   No                  No Month-to-month
## 206                   No                  No       One year
## 207                   No                 Yes       Two year
## 208                   No                 Yes Month-to-month
## 209                  Yes                 Yes Month-to-month
## 210                  Yes                 Yes       One year
## 211                   No                  No Month-to-month
## 212                   No                  No Month-to-month
## 213  No internet service No internet service       Two year
## 214  No internet service No internet service       One year
## 215                   No                 Yes Month-to-month
## 216                  Yes                 Yes Month-to-month
## 217                   No                  No       Two year
## 218                  Yes                  No       Two year
## 219                  Yes                 Yes       Two year
## 220                  Yes                  No Month-to-month
## 221                   No                  No Month-to-month
## 222  No internet service No internet service       Two year
## 223  No internet service No internet service       One year
## 224                   No                  No Month-to-month
## 225  No internet service No internet service       One year
## 226                  Yes                 Yes       One year
## 227                  Yes                 Yes       One year
## 228                  Yes                  No Month-to-month
## 229                   No                 Yes Month-to-month
## 230                  Yes                 Yes       Two year
## 231                  Yes                 Yes       Two year
## 232                   No                 Yes Month-to-month
## 233                   No                 Yes Month-to-month
## 234  No internet service No internet service       Two year
## 235  No internet service No internet service Month-to-month
## 236                   No                  No Month-to-month
## 237                   No                  No       Two year
## 238                   No                  No Month-to-month
## 239                  Yes                 Yes Month-to-month
## 240  No internet service No internet service       Two year
## 241                  Yes                 Yes       Two year
## 242                  Yes                 Yes       Two year
## 243                  Yes                 Yes       One year
## 244                   No                 Yes Month-to-month
## 245                   No                  No Month-to-month
## 246                   No                  No Month-to-month
## 247                   No                 Yes       One year
## 248                   No                  No Month-to-month
## 249                   No                  No Month-to-month
## 250                   No                 Yes       One year
## 251                  Yes                  No       One year
## 252                   No                  No Month-to-month
## 253                  Yes                  No Month-to-month
## 254                  Yes                 Yes       One year
## 255  No internet service No internet service Month-to-month
## 256                  Yes                 Yes       Two year
## 257                  Yes                 Yes       Two year
## 258                  Yes                 Yes       One year
## 259                   No                  No Month-to-month
## 260                   No                 Yes Month-to-month
## 261                   No                 Yes Month-to-month
## 262                  Yes                 Yes Month-to-month
## 263                   No                 Yes Month-to-month
## 264                   No                 Yes       Two year
## 265                  Yes                 Yes       One year
## 266                  Yes                 Yes       Two year
## 267  No internet service No internet service       Two year
## 268                  Yes                 Yes Month-to-month
## 269  No internet service No internet service       Two year
## 270  No internet service No internet service       Two year
## 271                  Yes                 Yes Month-to-month
## 272                   No                  No       Two year
## 273                   No                  No Month-to-month
## 274                  Yes                 Yes Month-to-month
## 275                   No                  No Month-to-month
## 276                   No                  No Month-to-month
## 277                  Yes                 Yes Month-to-month
## 278                   No                 Yes Month-to-month
## 279                  Yes                 Yes Month-to-month
## 280                   No                  No Month-to-month
## 281                   No                  No Month-to-month
## 282                   No                  No Month-to-month
## 283  No internet service No internet service Month-to-month
## 284                   No                  No Month-to-month
## 285                  Yes                 Yes Month-to-month
## 286                   No                  No       One year
## 287                   No                  No Month-to-month
## 288                   No                  No Month-to-month
## 289                   No                  No Month-to-month
## 290                   No                  No Month-to-month
## 291                   No                  No Month-to-month
## 292                   No                  No       One year
## 293                   No                  No       One year
## 294                  Yes                 Yes Month-to-month
## 295  No internet service No internet service Month-to-month
## 296  No internet service No internet service Month-to-month
## 297                   No                  No       Two year
## 298                  Yes                 Yes Month-to-month
## 299                  Yes                 Yes Month-to-month
## 300                   No                  No Month-to-month
## 301                  Yes                 Yes       One year
## 302                  Yes                 Yes Month-to-month
## 303                   No                 Yes Month-to-month
## 304                  Yes                 Yes       Two year
## 305                   No                  No Month-to-month
## 306  No internet service No internet service       Two year
## 307                   No                  No Month-to-month
## 308                  Yes                 Yes       Two year
## 309                  Yes                 Yes Month-to-month
## 310                  Yes                 Yes       One year
## 311  No internet service No internet service Month-to-month
## 312                   No                 Yes Month-to-month
## 313                  Yes                 Yes       Two year
## 314                   No                  No Month-to-month
## 315                  Yes                  No Month-to-month
## 316                  Yes                 Yes       One year
## 317  No internet service No internet service       Two year
## 318                  Yes                 Yes       One year
## 319                  Yes                 Yes Month-to-month
## 320                  Yes                  No Month-to-month
## 321                  Yes                 Yes       One year
## 322                  Yes                 Yes       Two year
## 323                   No                  No Month-to-month
## 324                   No                  No       One year
## 325                  Yes                 Yes       Two year
## 326                  Yes                 Yes Month-to-month
## 327                  Yes                  No Month-to-month
## 328                   No                  No Month-to-month
## 329                  Yes                  No Month-to-month
## 330                   No                  No Month-to-month
## 331  No internet service No internet service       Two year
## 332  No internet service No internet service       One year
## 333                  Yes                  No       One year
## 334                   No                  No Month-to-month
## 335                   No                  No Month-to-month
## 336                   No                 Yes       One year
## 337                  Yes                 Yes       Two year
## 338                  Yes                 Yes       Two year
## 339                  Yes                 Yes Month-to-month
## 340                  Yes                 Yes Month-to-month
## 341                   No                  No Month-to-month
## 342                  Yes                 Yes       Two year
## 343                   No                  No Month-to-month
## 344  No internet service No internet service       One year
## 345  No internet service No internet service       One year
## 346                   No                  No Month-to-month
## 347                  Yes                 Yes Month-to-month
## 348  No internet service No internet service       Two year
## 349                  Yes                 Yes Month-to-month
## 350                   No                 Yes       One year
## 351                   No                  No       Two year
## 352                   No                  No       One year
## 353                  Yes                 Yes Month-to-month
## 354                   No                  No Month-to-month
## 355                  Yes                  No Month-to-month
## 356                   No                 Yes Month-to-month
## 357                   No                  No Month-to-month
## 358                  Yes                 Yes       Two year
## 359                   No                  No Month-to-month
## 360                  Yes                 Yes       One year
## 361  No internet service No internet service Month-to-month
## 362                  Yes                 Yes       Two year
## 363                   No                  No       One year
## 364  No internet service No internet service       Two year
## 365                   No                  No Month-to-month
## 366                  Yes                 Yes Month-to-month
## 367                   No                 Yes Month-to-month
## 368  No internet service No internet service Month-to-month
## 369                  Yes                 Yes       One year
## 370                  Yes                 Yes       Two year
## 371  No internet service No internet service       One year
## 372                  Yes                  No Month-to-month
## 373                   No                  No       Two year
## 374                   No                 Yes       One year
## 375                  Yes                 Yes Month-to-month
## 376                  Yes                 Yes       One year
## 377                   No                  No Month-to-month
## 378                  Yes                 Yes Month-to-month
## 379                  Yes                 Yes       Two year
## 380                   No                  No       One year
## 381                   No                  No       One year
## 382                   No                  No Month-to-month
## 383                  Yes                 Yes       Two year
## 384                   No                 Yes Month-to-month
## 385                  Yes                 Yes       Two year
## 386  No internet service No internet service Month-to-month
## 387                   No                  No Month-to-month
## 388                   No                 Yes       One year
## 389                   No                 Yes Month-to-month
## 390                   No                  No Month-to-month
## 391                  Yes                 Yes Month-to-month
## 392                  Yes                 Yes Month-to-month
## 393                   No                  No Month-to-month
## 394  No internet service No internet service Month-to-month
## 395                  Yes                 Yes Month-to-month
## 396                  Yes                 Yes       Two year
## 397                  Yes                 Yes Month-to-month
## 398                   No                  No Month-to-month
## 399                  Yes                 Yes Month-to-month
## 400  No internet service No internet service       One year
## 401  No internet service No internet service       One year
## 402  No internet service No internet service       One year
## 403                  Yes                 Yes Month-to-month
## 404                   No                  No       One year
## 405  No internet service No internet service       Two year
## 406  No internet service No internet service       Two year
## 407                  Yes                  No       One year
## 408                  Yes                 Yes Month-to-month
## 409  No internet service No internet service Month-to-month
## 410  No internet service No internet service Month-to-month
## 411                   No                  No Month-to-month
## 412  No internet service No internet service       One year
## 413                   No                  No Month-to-month
## 414                   No                  No Month-to-month
## 415                   No                  No Month-to-month
## 416                   No                  No Month-to-month
## 417                   No                 Yes       Two year
## 418  No internet service No internet service       Two year
## 419                   No                 Yes Month-to-month
## 420                   No                  No Month-to-month
## 421  No internet service No internet service Month-to-month
## 422                   No                  No Month-to-month
## 423                   No                 Yes       One year
## 424  No internet service No internet service       One year
## 425                   No                  No Month-to-month
## 426                   No                  No Month-to-month
## 427                  Yes                 Yes       One year
## 428                   No                 Yes Month-to-month
## 429                   No                  No Month-to-month
## 430                   No                  No       One year
## 431  No internet service No internet service Month-to-month
## 432                  Yes                 Yes       Two year
## 433                   No                  No Month-to-month
## 434                   No                  No Month-to-month
## 435  No internet service No internet service       Two year
## 436                  Yes                  No Month-to-month
## 437  No internet service No internet service       One year
## 438                  Yes                 Yes       Two year
## 439                   No                 Yes Month-to-month
## 440                   No                  No Month-to-month
## 441                  Yes                 Yes Month-to-month
## 442                  Yes                 Yes Month-to-month
## 443                  Yes                 Yes       One year
## 444                   No                 Yes Month-to-month
## 445                   No                 Yes Month-to-month
## 446                  Yes                 Yes Month-to-month
## 447                   No                  No Month-to-month
## 448  No internet service No internet service       Two year
## 449                  Yes                 Yes Month-to-month
## 450                  Yes                 Yes       Two year
## 451  No internet service No internet service       One year
## 452                   No                 Yes Month-to-month
## 453                  Yes                 Yes Month-to-month
## 454                   No                 Yes Month-to-month
## 455  No internet service No internet service       Two year
## 456                  Yes                 Yes Month-to-month
## 457                  Yes                  No       One year
## 458                  Yes                 Yes       Two year
## 459  No internet service No internet service Month-to-month
## 460                   No                  No Month-to-month
## 461  No internet service No internet service Month-to-month
## 462                  Yes                 Yes Month-to-month
## 463                  Yes                 Yes Month-to-month
## 464                  Yes                 Yes Month-to-month
## 465                  Yes                 Yes       Two year
## 466                   No                 Yes       Two year
## 467                  Yes                 Yes       Two year
## 468                  Yes                  No       One year
## 469  No internet service No internet service       Two year
## 470                   No                 Yes Month-to-month
## 471  No internet service No internet service       One year
## 472                   No                 Yes Month-to-month
## 473                  Yes                 Yes Month-to-month
## 474                   No                  No Month-to-month
## 475                   No                  No Month-to-month
## 476                   No                  No Month-to-month
## 477                  Yes                 Yes Month-to-month
## 478                  Yes                  No Month-to-month
## 479                  Yes                 Yes Month-to-month
## 480                   No                  No Month-to-month
## 481  No internet service No internet service       Two year
## 482                   No                 Yes Month-to-month
## 483                   No                 Yes Month-to-month
## 484                  Yes                 Yes       One year
## 485                  Yes                  No Month-to-month
## 486                   No                 Yes       Two year
## 487                  Yes                 Yes Month-to-month
## 488                  Yes                 Yes       Two year
## 490                   No                  No Month-to-month
## 491                  Yes                 Yes       Two year
## 492                  Yes                  No Month-to-month
## 493                   No                  No Month-to-month
## 494                   No                 Yes       One year
## 495  No internet service No internet service Month-to-month
## 496                   No                 Yes       One year
## 497                   No                  No Month-to-month
## 498  No internet service No internet service       Two year
## 499                   No                  No Month-to-month
## 500                   No                 Yes Month-to-month
## 501                  Yes                 Yes       One year
## 502                   No                  No       Two year
## 503                   No                 Yes       One year
## 504                   No                  No Month-to-month
## 505                  Yes                  No       Two year
## 506                   No                 Yes Month-to-month
## 507                   No                  No Month-to-month
## 508                  Yes                 Yes Month-to-month
## 509                   No                  No Month-to-month
## 510  No internet service No internet service Month-to-month
## 511                   No                 Yes       One year
## 512                  Yes                 Yes Month-to-month
## 513                   No                  No Month-to-month
## 514                  Yes                 Yes Month-to-month
## 515                   No                  No Month-to-month
## 516                  Yes                 Yes Month-to-month
## 517                   No                  No       One year
## 518                   No                  No Month-to-month
## 519                   No                  No Month-to-month
## 520  No internet service No internet service Month-to-month
## 521                  Yes                 Yes       One year
## 522                   No                  No Month-to-month
## 523                   No                 Yes Month-to-month
## 524                   No                  No Month-to-month
## 525                  Yes                 Yes Month-to-month
## 526                  Yes                  No       One year
## 527                  Yes                 Yes       Two year
## 528                  Yes                  No       One year
## 529  No internet service No internet service       Two year
## 530                  Yes                  No       Two year
## 531  No internet service No internet service       Two year
## 532  No internet service No internet service       Two year
## 533                  Yes                  No Month-to-month
## 534                  Yes                 Yes       One year
## 535                   No                 Yes Month-to-month
## 536                  Yes                  No Month-to-month
## 537                   No                  No Month-to-month
## 538                   No                  No       One year
## 539                  Yes                 Yes       One year
## 540                  Yes                 Yes       Two year
## 541                  Yes                 Yes       Two year
## 542                   No                 Yes Month-to-month
## 543  No internet service No internet service Month-to-month
## 544                  Yes                  No Month-to-month
## 545                  Yes                  No Month-to-month
## 546                   No                 Yes       One year
## 547                  Yes                  No Month-to-month
## 548                  Yes                 Yes       One year
## 549                  Yes                  No       One year
## 550  No internet service No internet service Month-to-month
## 551                  Yes                 Yes       Two year
## 552                  Yes                 Yes       Two year
## 553  No internet service No internet service       Two year
## 554  No internet service No internet service       Two year
## 555                   No                  No Month-to-month
## 556                   No                 Yes       One year
## 557  No internet service No internet service Month-to-month
## 558                  Yes                  No       One year
## 559                   No                  No Month-to-month
## 560                   No                  No Month-to-month
## 561                  Yes                 Yes       One year
## 562  No internet service No internet service Month-to-month
## 563                  Yes                 Yes Month-to-month
## 564                  Yes                 Yes       Two year
## 565                  Yes                  No Month-to-month
## 566                   No                 Yes       Two year
## 567                  Yes                 Yes       One year
## 568                  Yes                  No       Two year
## 569                  Yes                 Yes Month-to-month
## 570                   No                  No       One year
## 571  No internet service No internet service       Two year
## 572                   No                  No       Two year
## 573                   No                 Yes       One year
## 574                  Yes                 Yes       One year
## 575                  Yes                 Yes Month-to-month
## 576                  Yes                 Yes       Two year
## 577                  Yes                  No       One year
## 578                   No                  No Month-to-month
## 579                   No                 Yes Month-to-month
## 580  No internet service No internet service Month-to-month
## 581  No internet service No internet service Month-to-month
## 582                   No                  No Month-to-month
## 583                  Yes                  No Month-to-month
## 584  No internet service No internet service Month-to-month
## 585  No internet service No internet service Month-to-month
## 586                  Yes                  No Month-to-month
## 587                  Yes                  No       Two year
## 588  No internet service No internet service       One year
## 589                   No                 Yes       Two year
## 590                  Yes                 Yes       Two year
## 591                  Yes                 Yes       Two year
## 592  No internet service No internet service       One year
## 593                  Yes                 Yes       Two year
## 594                   No                  No Month-to-month
## 595                   No                  No Month-to-month
## 596                   No                  No Month-to-month
## 597                  Yes                  No       Two year
## 598                   No                 Yes Month-to-month
## 599                   No                 Yes       One year
## 600  No internet service No internet service       Two year
## 601                   No                  No Month-to-month
## 602  No internet service No internet service       One year
## 603                   No                  No       One year
## 604                  Yes                 Yes       Two year
## 605                  Yes                 Yes       One year
## 606                  Yes                 Yes       Two year
## 607                  Yes                 Yes       Two year
## 608                   No                  No       One year
## 609                  Yes                 Yes       Two year
## 610                  Yes                 Yes Month-to-month
## 611                   No                  No Month-to-month
## 612                   No                  No Month-to-month
## 613  No internet service No internet service       Two year
## 614                  Yes                 Yes       One year
## 615                   No                 Yes       Two year
## 616                   No                  No Month-to-month
## 617                   No                  No Month-to-month
## 618                  Yes                 Yes       One year
## 619                   No                  No Month-to-month
## 620                   No                  No Month-to-month
## 621                   No                 Yes Month-to-month
## 622                   No                  No       One year
## 623                  Yes                  No       One year
## 624  No internet service No internet service       Two year
## 625  No internet service No internet service Month-to-month
## 626                  Yes                 Yes Month-to-month
## 627                   No                  No Month-to-month
## 628                  Yes                 Yes       One year
## 629                  Yes                 Yes       Two year
## 630                   No                 Yes Month-to-month
## 631                  Yes                 Yes Month-to-month
## 632                   No                  No Month-to-month
## 633                  Yes                 Yes       Two year
## 634  No internet service No internet service       One year
## 635                  Yes                 Yes       One year
## 636                  Yes                 Yes Month-to-month
## 637                  Yes                 Yes       Two year
## 638                   No                  No       Two year
## 639                  Yes                 Yes       One year
## 640                   No                 Yes Month-to-month
## 641  No internet service No internet service       Two year
## 642                  Yes                  No Month-to-month
## 643                  Yes                 Yes Month-to-month
## 644                   No                 Yes       One year
## 645  No internet service No internet service Month-to-month
## 646                  Yes                 Yes Month-to-month
## 647                   No                  No Month-to-month
## 648                  Yes                  No       One year
## 649                   No                 Yes Month-to-month
## 650                   No                  No Month-to-month
## 651                   No                  No Month-to-month
## 652                   No                  No Month-to-month
## 653  No internet service No internet service       Two year
## 654  No internet service No internet service Month-to-month
## 655  No internet service No internet service Month-to-month
## 656                  Yes                 Yes Month-to-month
## 657                  Yes                 Yes       Two year
## 658                  Yes                 Yes       One year
## 659  No internet service No internet service       One year
## 660  No internet service No internet service Month-to-month
## 661                   No                  No Month-to-month
## 662                   No                  No Month-to-month
## 663  No internet service No internet service Month-to-month
## 664                   No                 Yes       Two year
## 665  No internet service No internet service       Two year
## 666                   No                  No Month-to-month
## 667                   No                  No Month-to-month
## 668                   No                  No Month-to-month
## 669                   No                  No Month-to-month
## 670                  Yes                 Yes       Two year
## 671  No internet service No internet service       One year
## 672  No internet service No internet service       Two year
## 673                   No                  No Month-to-month
## 674  No internet service No internet service Month-to-month
## 675                  Yes                 Yes Month-to-month
## 676                  Yes                 Yes       Two year
## 677  No internet service No internet service       One year
## 678                   No                 Yes Month-to-month
## 679                  Yes                 Yes Month-to-month
## 680                   No                  No Month-to-month
## 681                   No                 Yes Month-to-month
## 682                  Yes                 Yes       Two year
## 683                  Yes                  No Month-to-month
## 684                  Yes                 Yes       One year
## 685                   No                  No Month-to-month
## 686                   No                  No Month-to-month
## 687  No internet service No internet service       One year
## 688                   No                  No Month-to-month
## 689                   No                  No       One year
## 690                   No                 Yes Month-to-month
## 691  No internet service No internet service Month-to-month
## 692                   No                 Yes       One year
## 693  No internet service No internet service       One year
## 694                   No                  No Month-to-month
## 695  No internet service No internet service       One year
## 696  No internet service No internet service Month-to-month
## 697                  Yes                 Yes       Two year
## 698                   No                  No Month-to-month
## 699                  Yes                  No       One year
## 700                   No                  No       Two year
## 701                  Yes                  No       Two year
## 702                  Yes                  No Month-to-month
## 703                   No                 Yes Month-to-month
## 704  No internet service No internet service Month-to-month
## 705                   No                  No Month-to-month
## 706                   No                  No Month-to-month
## 707                   No                  No       Two year
## 708                  Yes                 Yes       One year
## 709                   No                  No Month-to-month
## 710                  Yes                 Yes Month-to-month
## 711  No internet service No internet service Month-to-month
## 712                   No                  No Month-to-month
## 713  No internet service No internet service       Two year
## 714                   No                  No Month-to-month
## 715  No internet service No internet service       Two year
## 716                  Yes                  No Month-to-month
## 717                  Yes                 Yes       Two year
## 718                   No                 Yes Month-to-month
## 719                  Yes                 Yes Month-to-month
## 720                   No                  No Month-to-month
## 721  No internet service No internet service       One year
## 722  No internet service No internet service       Two year
## 723                   No                 Yes Month-to-month
## 724                   No                  No Month-to-month
## 725                  Yes                 Yes Month-to-month
## 726  No internet service No internet service Month-to-month
## 727  No internet service No internet service       Two year
## 728                  Yes                  No Month-to-month
## 729                   No                  No Month-to-month
## 730                   No                 Yes       Two year
## 731                   No                  No Month-to-month
## 732  No internet service No internet service Month-to-month
## 733                   No                  No Month-to-month
## 734                   No                  No       Two year
## 735                   No                 Yes Month-to-month
## 736                  Yes                 Yes Month-to-month
## 737                  Yes                 Yes       One year
## 738                   No                 Yes       Two year
## 739                   No                  No Month-to-month
## 740                  Yes                 Yes       Two year
## 741                   No                  No       Two year
## 742                   No                  No Month-to-month
## 743                  Yes                 Yes Month-to-month
## 744  No internet service No internet service       Two year
## 745                   No                  No Month-to-month
## 746                  Yes                 Yes       Two year
## 747                  Yes                 Yes       Two year
## 748                   No                  No Month-to-month
## 749  No internet service No internet service       Two year
## 750                  Yes                  No       One year
## 751                   No                  No Month-to-month
## 752                  Yes                 Yes       Two year
## 753                   No                 Yes Month-to-month
## 755                  Yes                  No Month-to-month
## 756                  Yes                 Yes Month-to-month
## 757  No internet service No internet service       Two year
## 758  No internet service No internet service Month-to-month
## 759                   No                 Yes Month-to-month
## 760                   No                  No       Two year
## 761  No internet service No internet service Month-to-month
## 762                  Yes                 Yes Month-to-month
## 763                   No                  No Month-to-month
## 764                   No                  No       Two year
## 765  No internet service No internet service       Two year
## 766                  Yes                  No Month-to-month
## 767                   No                  No Month-to-month
## 768  No internet service No internet service       One year
## 769                   No                  No Month-to-month
## 770                   No                 Yes       One year
## 771  No internet service No internet service Month-to-month
## 772                  Yes                 Yes Month-to-month
## 773  No internet service No internet service Month-to-month
## 774                   No                 Yes Month-to-month
## 775                  Yes                 Yes       One year
## 776                  Yes                 Yes       Two year
## 777                   No                 Yes Month-to-month
## 778                   No                  No Month-to-month
## 779                   No                 Yes       One year
## 780                   No                  No Month-to-month
## 781                  Yes                 Yes       Two year
## 782                   No                  No Month-to-month
## 783                   No                  No Month-to-month
## 784                   No                  No Month-to-month
## 785                   No                  No       One year
## 786                  Yes                 Yes       One year
## 787                   No                  No       Two year
## 788                   No                  No Month-to-month
## 789                  Yes                 Yes       One year
## 790                   No                  No       Two year
## 791                  Yes                 Yes       Two year
## 792                   No                 Yes       One year
## 793  No internet service No internet service       Two year
## 794                  Yes                  No       Two year
## 795                  Yes                 Yes Month-to-month
## 796                   No                 Yes Month-to-month
## 797                   No                  No       One year
## 798  No internet service No internet service Month-to-month
## 799  No internet service No internet service Month-to-month
## 800                  Yes                 Yes       One year
## 801                   No                  No       Two year
## 802                  Yes                 Yes Month-to-month
## 803  No internet service No internet service       Two year
## 804                  Yes                  No       Two year
## 805                  Yes                  No Month-to-month
## 806                  Yes                 Yes       Two year
## 807                   No                  No Month-to-month
## 808                  Yes                 Yes       Two year
## 809                  Yes                 Yes Month-to-month
## 810                   No                  No Month-to-month
## 811                  Yes                 Yes       One year
## 812                  Yes                 Yes       Two year
## 813  No internet service No internet service       Two year
## 814                   No                  No       One year
## 815  No internet service No internet service Month-to-month
## 816                  Yes                  No Month-to-month
## 817                   No                 Yes Month-to-month
## 818                  Yes                 Yes       One year
## 819                  Yes                 Yes Month-to-month
## 820                   No                  No       Two year
## 821                  Yes                 Yes Month-to-month
## 822                  Yes                 Yes       Two year
## 823                  Yes                 Yes       One year
## 824                  Yes                  No Month-to-month
## 825  No internet service No internet service       Two year
## 826                  Yes                  No Month-to-month
## 827                  Yes                 Yes Month-to-month
## 828  No internet service No internet service Month-to-month
## 829                  Yes                  No       One year
## 830                  Yes                  No Month-to-month
## 831                  Yes                 Yes       One year
## 832  No internet service No internet service       Two year
## 833                   No                 Yes       One year
## 834                  Yes                  No Month-to-month
## 835                  Yes                  No Month-to-month
## 836                   No                 Yes Month-to-month
## 837                   No                 Yes       One year
## 838                   No                  No Month-to-month
## 839                  Yes                 Yes Month-to-month
## 840  No internet service No internet service       Two year
## 841                  Yes                 Yes       One year
## 842                  Yes                 Yes       Two year
## 843  No internet service No internet service       One year
## 844                   No                  No Month-to-month
## 845                  Yes                 Yes Month-to-month
## 846  No internet service No internet service       One year
## 847                  Yes                 Yes       Two year
## 848                   No                  No       One year
## 849                  Yes                 Yes       Two year
## 850                  Yes                 Yes       Two year
## 851                  Yes                 Yes       Two year
## 852                  Yes                 Yes       Two year
## 853  No internet service No internet service Month-to-month
## 854                  Yes                  No Month-to-month
## 855  No internet service No internet service       Two year
## 856                  Yes                 Yes       One year
## 857                  Yes                 Yes       Two year
## 858                   No                  No Month-to-month
## 859                   No                  No       One year
## 860                  Yes                 Yes       Two year
## 861  No internet service No internet service       One year
## 862                   No                 Yes       Two year
## 863                   No                  No Month-to-month
## 864                  Yes                 Yes Month-to-month
## 865                  Yes                 Yes Month-to-month
## 866                   No                  No Month-to-month
## 867                  Yes                  No       Two year
## 868  No internet service No internet service Month-to-month
## 869                   No                 Yes       One year
## 870  No internet service No internet service       Two year
## 871                  Yes                  No       Two year
## 872                  Yes                 Yes       One year
## 873  No internet service No internet service       Two year
## 874                  Yes                 Yes Month-to-month
## 875                  Yes                 Yes       Two year
## 876                  Yes                  No Month-to-month
## 877                  Yes                 Yes Month-to-month
## 878                  Yes                 Yes       One year
## 879                   No                  No       One year
## 880                   No                  No Month-to-month
## 881                  Yes                 Yes Month-to-month
## 882  No internet service No internet service       One year
## 883                   No                 Yes Month-to-month
## 884                  Yes                 Yes       One year
## 885                   No                  No       One year
## 886  No internet service No internet service Month-to-month
## 887                  Yes                  No Month-to-month
## 888                  Yes                 Yes       One year
## 889                  Yes                 Yes       One year
## 890                  Yes                  No Month-to-month
## 891                   No                  No Month-to-month
## 892                  Yes                 Yes Month-to-month
## 893                   No                  No Month-to-month
## 894                   No                  No Month-to-month
## 895                   No                  No       One year
## 896                   No                 Yes Month-to-month
## 897                  Yes                 Yes       Two year
## 898                  Yes                 Yes       Two year
## 899                  Yes                 Yes Month-to-month
## 900                   No                 Yes Month-to-month
## 901  No internet service No internet service Month-to-month
## 902                  Yes                 Yes Month-to-month
## 903                  Yes                 Yes Month-to-month
## 904                  Yes                 Yes       One year
## 905                  Yes                 Yes       Two year
## 906                  Yes                 Yes Month-to-month
## 907                  Yes                  No Month-to-month
## 908                   No                 Yes       One year
## 909  No internet service No internet service Month-to-month
## 910                  Yes                 Yes       Two year
## 911                   No                  No Month-to-month
## 912                  Yes                  No Month-to-month
## 913                  Yes                 Yes       One year
## 914  No internet service No internet service       One year
## 915  No internet service No internet service       Two year
## 916                   No                  No Month-to-month
## 917                   No                  No Month-to-month
## 918                  Yes                 Yes       Two year
## 919                   No                  No Month-to-month
## 920                  Yes                 Yes       One year
## 921  No internet service No internet service       One year
## 922  No internet service No internet service Month-to-month
## 923                   No                  No Month-to-month
## 924                  Yes                 Yes       One year
## 925                   No                  No Month-to-month
## 926                   No                 Yes Month-to-month
## 927                   No                  No Month-to-month
## 928                   No                  No Month-to-month
## 929                  Yes                 Yes       Two year
## 930                   No                 Yes       One year
## 931                   No                  No Month-to-month
## 932                   No                  No       Two year
## 933  No internet service No internet service       Two year
## 934                   No                 Yes Month-to-month
## 935                   No                  No       One year
## 936                  Yes                  No Month-to-month
## 938                   No                  No Month-to-month
## 939                  Yes                 Yes       One year
## 940  No internet service No internet service Month-to-month
## 941  No internet service No internet service       One year
## 942                   No                  No Month-to-month
## 943                   No                 Yes Month-to-month
## 944                  Yes                 Yes       Two year
## 945                  Yes                 Yes Month-to-month
## 946                   No                  No Month-to-month
## 947  No internet service No internet service Month-to-month
## 948                  Yes                  No Month-to-month
## 949                  Yes                 Yes Month-to-month
## 950  No internet service No internet service       Two year
## 951                   No                  No Month-to-month
## 952                   No                  No Month-to-month
## 953                   No                  No Month-to-month
## 954                   No                  No Month-to-month
## 955                  Yes                 Yes Month-to-month
## 956                   No                  No Month-to-month
## 957  No internet service No internet service       Two year
## 958                   No                  No Month-to-month
## 959                   No                 Yes Month-to-month
## 960                  Yes                  No Month-to-month
## 961                   No                  No Month-to-month
## 962  No internet service No internet service       One year
## 963                  Yes                  No Month-to-month
## 964                   No                 Yes       Two year
## 965                   No                  No Month-to-month
## 966                  Yes                 Yes Month-to-month
## 967  No internet service No internet service Month-to-month
## 968  No internet service No internet service Month-to-month
## 969                  Yes                  No       Two year
## 970                  Yes                 Yes Month-to-month
## 971                  Yes                 Yes Month-to-month
## 972                  Yes                  No Month-to-month
## 973                  Yes                  No       Two year
## 974                   No                  No Month-to-month
## 975                  Yes                 Yes       Two year
## 976                  Yes                 Yes       Two year
## 977                   No                  No Month-to-month
## 978                   No                  No Month-to-month
## 979                  Yes                 Yes       One year
## 980                   No                  No       One year
## 981  No internet service No internet service Month-to-month
## 982  No internet service No internet service       Two year
## 983                   No                  No       One year
## 984                   No                 Yes Month-to-month
## 985  No internet service No internet service       Two year
## 986                   No                  No Month-to-month
## 987                   No                  No Month-to-month
## 988  No internet service No internet service Month-to-month
## 989  No internet service No internet service Month-to-month
## 990  No internet service No internet service       One year
## 991                   No                  No       Two year
## 992  No internet service No internet service       Two year
## 993  No internet service No internet service       Two year
## 994  No internet service No internet service       Two year
## 995  No internet service No internet service       Two year
## 996                   No                  No Month-to-month
## 997                   No                  No Month-to-month
## 998                  Yes                 Yes Month-to-month
## 999  No internet service No internet service       Two year
## 1000                 Yes                 Yes Month-to-month
## 1001                 Yes                 Yes Month-to-month
## 1002                  No                  No Month-to-month
## 1003                  No                  No Month-to-month
## 1004 No internet service No internet service       Two year
## 1005 No internet service No internet service Month-to-month
## 1006                 Yes                 Yes       One year
## 1007                  No                 Yes Month-to-month
## 1008                  No                  No Month-to-month
## 1009                 Yes                 Yes Month-to-month
## 1010 No internet service No internet service       One year
## 1011                  No                  No Month-to-month
## 1012                 Yes                 Yes       Two year
## 1013                 Yes                 Yes Month-to-month
## 1014                  No                  No Month-to-month
## 1015                  No                 Yes Month-to-month
## 1016                  No                 Yes       One year
## 1017                  No                 Yes       Two year
## 1018 No internet service No internet service       One year
## 1019                  No                 Yes Month-to-month
## 1020 No internet service No internet service Month-to-month
## 1021                  No                  No Month-to-month
## 1022                  No                  No       One year
## 1023                 Yes                  No Month-to-month
## 1024                  No                 Yes Month-to-month
## 1025                  No                  No Month-to-month
## 1026                 Yes                 Yes       Two year
## 1027                 Yes                 Yes Month-to-month
## 1028                 Yes                  No       One year
## 1029                 Yes                  No Month-to-month
## 1030                 Yes                  No Month-to-month
## 1031                  No                  No Month-to-month
## 1032                 Yes                 Yes Month-to-month
## 1033                 Yes                 Yes Month-to-month
## 1034 No internet service No internet service       Two year
## 1035                 Yes                 Yes       Two year
## 1036 No internet service No internet service       Two year
## 1037                 Yes                 Yes       Two year
## 1038                 Yes                 Yes Month-to-month
## 1039                  No                 Yes       One year
## 1040                  No                  No Month-to-month
## 1041                 Yes                 Yes Month-to-month
## 1042 No internet service No internet service       One year
## 1043                  No                  No Month-to-month
## 1044                  No                  No Month-to-month
## 1045                  No                  No       One year
## 1046                 Yes                 Yes Month-to-month
## 1047                 Yes                  No       One year
## 1048                  No                  No Month-to-month
## 1049 No internet service No internet service       One year
## 1050 No internet service No internet service Month-to-month
## 1051                  No                 Yes Month-to-month
## 1052                  No                 Yes Month-to-month
## 1053                 Yes                 Yes       One year
## 1054                  No                 Yes Month-to-month
## 1055                 Yes                 Yes Month-to-month
## 1056 No internet service No internet service       One year
## 1057                  No                 Yes Month-to-month
## 1058                 Yes                  No Month-to-month
## 1059                 Yes                 Yes Month-to-month
## 1060                 Yes                  No Month-to-month
## 1061 No internet service No internet service       One year
## 1062                 Yes                 Yes       Two year
## 1063                  No                  No Month-to-month
## 1064                 Yes                  No Month-to-month
## 1065                  No                  No       One year
## 1066                 Yes                  No Month-to-month
## 1067 No internet service No internet service       Two year
## 1068                  No                 Yes Month-to-month
## 1069                 Yes                 Yes Month-to-month
## 1070                  No                  No       One year
## 1071                  No                  No Month-to-month
## 1072                  No                  No Month-to-month
## 1073                 Yes                 Yes       Two year
## 1074                 Yes                 Yes Month-to-month
## 1075 No internet service No internet service Month-to-month
## 1076                  No                 Yes Month-to-month
## 1077 No internet service No internet service       One year
## 1078                 Yes                 Yes Month-to-month
## 1079                  No                  No       Two year
## 1080                  No                  No Month-to-month
## 1081 No internet service No internet service       Two year
## 1082                 Yes                 Yes Month-to-month
## 1084                  No                 Yes Month-to-month
## 1085 No internet service No internet service       One year
## 1086                  No                  No Month-to-month
## 1087                 Yes                 Yes Month-to-month
## 1088                  No                  No Month-to-month
## 1089                 Yes                 Yes Month-to-month
## 1090                  No                  No Month-to-month
## 1091                 Yes                 Yes       One year
## 1092                 Yes                 Yes       One year
## 1093                  No                  No       Two year
## 1094                  No                 Yes       Two year
## 1095                 Yes                  No       One year
## 1096                 Yes                  No Month-to-month
## 1097                 Yes                 Yes Month-to-month
## 1098                 Yes                 Yes       One year
## 1099                  No                  No       One year
## 1100                  No                  No Month-to-month
## 1101 No internet service No internet service Month-to-month
## 1102 No internet service No internet service Month-to-month
## 1103                  No                  No Month-to-month
## 1104                 Yes                 Yes       One year
## 1105 No internet service No internet service       One year
## 1106                  No                 Yes Month-to-month
## 1107                 Yes                 Yes       Two year
## 1108 No internet service No internet service       Two year
## 1109 No internet service No internet service       Two year
## 1110                  No                  No Month-to-month
## 1111                  No                  No       Two year
## 1112                  No                 Yes Month-to-month
## 1113                 Yes                 Yes       Two year
## 1114                  No                  No Month-to-month
## 1115                 Yes                 Yes Month-to-month
## 1116                  No                  No       Two year
## 1117 No internet service No internet service       One year
## 1118                  No                 Yes       Two year
## 1119                 Yes                 Yes Month-to-month
## 1120                 Yes                 Yes       Two year
## 1121                  No                  No Month-to-month
## 1122                 Yes                 Yes       One year
## 1123                 Yes                 Yes       One year
## 1124                  No                  No       One year
## 1125                  No                  No Month-to-month
## 1126                 Yes                 Yes Month-to-month
## 1127                  No                  No Month-to-month
## 1128                  No                  No       One year
## 1129 No internet service No internet service Month-to-month
## 1130                 Yes                  No Month-to-month
## 1131 No internet service No internet service       Two year
## 1132                 Yes                  No Month-to-month
## 1133                 Yes                 Yes Month-to-month
## 1134 No internet service No internet service Month-to-month
## 1135                  No                  No Month-to-month
## 1136                 Yes                 Yes       Two year
## 1137 No internet service No internet service       Two year
## 1138 No internet service No internet service       Two year
## 1139                 Yes                  No Month-to-month
## 1140 No internet service No internet service       One year
## 1141                 Yes                 Yes       Two year
## 1142 No internet service No internet service Month-to-month
## 1143                  No                  No Month-to-month
## 1144                  No                  No Month-to-month
## 1145                  No                 Yes Month-to-month
## 1146                  No                  No Month-to-month
## 1147                  No                  No       One year
## 1148                 Yes                  No Month-to-month
## 1149                 Yes                 Yes Month-to-month
## 1150                 Yes                 Yes Month-to-month
## 1151                  No                 Yes Month-to-month
## 1152 No internet service No internet service Month-to-month
## 1153                 Yes                  No Month-to-month
## 1154                 Yes                  No       One year
## 1155 No internet service No internet service       Two year
## 1156                 Yes                  No       Two year
## 1157 No internet service No internet service       Two year
## 1158                 Yes                  No       One year
## 1159                  No                 Yes Month-to-month
## 1160                 Yes                  No Month-to-month
## 1161                 Yes                 Yes Month-to-month
## 1162                  No                  No Month-to-month
## 1163                  No                 Yes       One year
## 1164                 Yes                  No Month-to-month
## 1165                  No                 Yes       Two year
## 1166 No internet service No internet service       One year
## 1167                  No                  No Month-to-month
## 1168                  No                  No       One year
## 1169 No internet service No internet service       One year
## 1170                 Yes                  No       One year
## 1171                 Yes                 Yes       Two year
## 1172                 Yes                 Yes       One year
## 1173                 Yes                 Yes Month-to-month
## 1174 No internet service No internet service Month-to-month
## 1175                  No                  No       One year
## 1176                  No                  No Month-to-month
## 1177                 Yes                 Yes Month-to-month
## 1178                 Yes                 Yes       Two year
## 1179                 Yes                 Yes Month-to-month
## 1180                 Yes                  No Month-to-month
## 1181                  No                  No       Two year
## 1182                 Yes                  No Month-to-month
## 1183                 Yes                 Yes Month-to-month
## 1184                 Yes                 Yes       One year
## 1185                 Yes                  No Month-to-month
## 1186                  No                 Yes Month-to-month
## 1187                  No                  No       One year
## 1188                 Yes                 Yes       Two year
## 1189                 Yes                 Yes       One year
## 1190                  No                 Yes Month-to-month
## 1191                 Yes                 Yes       One year
## 1192                  No                  No       Two year
## 1193                 Yes                  No Month-to-month
## 1194                 Yes                 Yes       Two year
## 1195                  No                  No Month-to-month
## 1196                  No                 Yes Month-to-month
## 1197                 Yes                 Yes       Two year
## 1198 No internet service No internet service Month-to-month
## 1199 No internet service No internet service       Two year
## 1200                  No                  No Month-to-month
## 1201                 Yes                 Yes       One year
## 1202                  No                  No Month-to-month
## 1203                 Yes                 Yes       One year
## 1204 No internet service No internet service       Two year
## 1205                  No                  No Month-to-month
## 1206                  No                  No Month-to-month
## 1207                  No                  No Month-to-month
## 1208                 Yes                 Yes Month-to-month
## 1209                 Yes                  No Month-to-month
## 1210                  No                  No       One year
## 1211                  No                  No Month-to-month
## 1212                  No                 Yes Month-to-month
## 1213                  No                  No Month-to-month
## 1214 No internet service No internet service       Two year
## 1215                  No                 Yes Month-to-month
## 1216                  No                 Yes Month-to-month
## 1217 No internet service No internet service       Two year
## 1218 No internet service No internet service       One year
## 1219                 Yes                  No Month-to-month
## 1220                 Yes                 Yes Month-to-month
## 1221                  No                 Yes Month-to-month
## 1222                  No                  No Month-to-month
## 1223                 Yes                  No       Two year
## 1224                  No                  No Month-to-month
## 1225                  No                  No Month-to-month
## 1226                 Yes                 Yes Month-to-month
## 1227 No internet service No internet service       Two year
## 1228                  No                  No       One year
## 1229                 Yes                 Yes Month-to-month
## 1230                  No                 Yes       Two year
## 1231                 Yes                  No Month-to-month
## 1232                  No                 Yes Month-to-month
## 1233                 Yes                  No Month-to-month
## 1234 No internet service No internet service       Two year
## 1235                 Yes                 Yes       One year
## 1236                 Yes                  No       One year
## 1237                  No                  No Month-to-month
## 1238 No internet service No internet service       One year
## 1239                 Yes                 Yes Month-to-month
## 1240                 Yes                  No Month-to-month
## 1241 No internet service No internet service Month-to-month
## 1242                  No                 Yes Month-to-month
## 1243                  No                  No Month-to-month
## 1244                  No                  No Month-to-month
## 1245 No internet service No internet service Month-to-month
## 1246                 Yes                 Yes Month-to-month
## 1247                 Yes                 Yes Month-to-month
## 1248                  No                  No       One year
## 1249                 Yes                  No Month-to-month
## 1250                  No                  No Month-to-month
## 1251                 Yes                 Yes       Two year
## 1252                  No                  No Month-to-month
## 1253 No internet service No internet service Month-to-month
## 1254                  No                 Yes Month-to-month
## 1255                 Yes                  No       Two year
## 1256                  No                  No Month-to-month
## 1257                 Yes                 Yes       Two year
## 1258                  No                 Yes       One year
## 1259 No internet service No internet service       Two year
## 1260                 Yes                 Yes       One year
## 1261                  No                  No Month-to-month
## 1262                  No                  No Month-to-month
## 1263                  No                  No Month-to-month
## 1264                  No                 Yes Month-to-month
## 1265                 Yes                 Yes       Two year
## 1266                 Yes                 Yes       One year
## 1267                  No                  No Month-to-month
## 1268                 Yes                  No       Two year
## 1269                 Yes                 Yes       One year
## 1270                 Yes                 Yes       Two year
## 1271 No internet service No internet service       Two year
## 1272                 Yes                  No       One year
## 1273 No internet service No internet service Month-to-month
## 1274                  No                  No Month-to-month
## 1275                 Yes                 Yes       Two year
## 1276                  No                  No       Two year
## 1277                 Yes                  No       Two year
## 1278 No internet service No internet service       Two year
## 1279                 Yes                 Yes       One year
## 1280 No internet service No internet service       One year
## 1281                 Yes                 Yes       Two year
## 1282 No internet service No internet service       One year
## 1283                 Yes                 Yes Month-to-month
## 1284                 Yes                 Yes       Two year
## 1285 No internet service No internet service       Two year
## 1286                 Yes                 Yes Month-to-month
## 1287                 Yes                 Yes       One year
## 1288                 Yes                 Yes Month-to-month
## 1289 No internet service No internet service       Two year
## 1290                  No                  No       One year
## 1291                 Yes                 Yes       Two year
## 1292                  No                  No Month-to-month
## 1293                 Yes                 Yes       Two year
## 1294                 Yes                 Yes       Two year
## 1295                  No                  No Month-to-month
## 1296                 Yes                 Yes       Two year
## 1297                 Yes                  No Month-to-month
## 1298                  No                  No Month-to-month
## 1299                 Yes                 Yes       One year
## 1300                  No                  No Month-to-month
## 1301                 Yes                 Yes       Two year
## 1302                  No                  No       Two year
## 1303                 Yes                 Yes       Two year
## 1304 No internet service No internet service       Two year
## 1305                  No                 Yes Month-to-month
## 1306                 Yes                  No Month-to-month
## 1307                 Yes                 Yes       One year
## 1308                  No                 Yes       One year
## 1309                 Yes                  No Month-to-month
## 1310                 Yes                  No Month-to-month
## 1311                 Yes                 Yes Month-to-month
## 1312                  No                 Yes       One year
## 1313                  No                 Yes       One year
## 1314                 Yes                 Yes Month-to-month
## 1315                  No                  No       One year
## 1316 No internet service No internet service       Two year
## 1317 No internet service No internet service Month-to-month
## 1318 No internet service No internet service Month-to-month
## 1319                  No                 Yes Month-to-month
## 1320 No internet service No internet service Month-to-month
## 1321                  No                 Yes       One year
## 1322                  No                  No       One year
## 1323 No internet service No internet service Month-to-month
## 1324 No internet service No internet service       Two year
## 1325 No internet service No internet service Month-to-month
## 1326                  No                  No Month-to-month
## 1327                 Yes                  No       One year
## 1328                 Yes                 Yes       One year
## 1329                  No                  No Month-to-month
## 1330 No internet service No internet service       Two year
## 1331                  No                  No       One year
## 1332                  No                  No Month-to-month
## 1333 No internet service No internet service       Two year
## 1334                  No                  No       One year
## 1335                  No                  No Month-to-month
## 1336                  No                  No Month-to-month
## 1337                  No                  No Month-to-month
## 1338 No internet service No internet service       Two year
## 1339 No internet service No internet service Month-to-month
## 1340                 Yes                 Yes Month-to-month
## 1342                 Yes                  No Month-to-month
## 1343 No internet service No internet service       Two year
## 1344                 Yes                 Yes       One year
## 1345 No internet service No internet service Month-to-month
## 1346                 Yes                 Yes       One year
## 1347                  No                 Yes Month-to-month
## 1348 No internet service No internet service       Two year
## 1349                 Yes                  No Month-to-month
## 1350                 Yes                 Yes Month-to-month
## 1351                  No                  No       Two year
## 1352 No internet service No internet service Month-to-month
## 1353                 Yes                 Yes       Two year
## 1354 No internet service No internet service       One year
## 1355                 Yes                  No Month-to-month
## 1356 No internet service No internet service Month-to-month
## 1357                  No                  No Month-to-month
## 1358                 Yes                 Yes Month-to-month
## 1359                  No                  No Month-to-month
## 1360                 Yes                 Yes Month-to-month
## 1361                 Yes                 Yes Month-to-month
## 1362                  No                  No Month-to-month
## 1363                  No                  No Month-to-month
## 1364                 Yes                 Yes       Two year
## 1365                 Yes                 Yes       Two year
## 1366                  No                 Yes Month-to-month
## 1367                 Yes                  No Month-to-month
## 1368                  No                  No Month-to-month
## 1369                  No                  No       One year
## 1370                  No                  No Month-to-month
## 1371 No internet service No internet service       Two year
## 1372                 Yes                  No Month-to-month
## 1373                 Yes                 Yes Month-to-month
## 1374 No internet service No internet service Month-to-month
## 1375                 Yes                 Yes       Two year
## 1376 No internet service No internet service       Two year
## 1377                 Yes                 Yes       One year
## 1378                 Yes                  No       Two year
## 1379                 Yes                  No Month-to-month
## 1380                  No                  No       Two year
## 1381                 Yes                 Yes       One year
## 1382                  No                  No Month-to-month
## 1383 No internet service No internet service       One year
## 1384                  No                  No Month-to-month
## 1385                  No                  No Month-to-month
## 1386                 Yes                 Yes       Two year
## 1387                 Yes                 Yes       Two year
## 1388 No internet service No internet service       Two year
## 1389                 Yes                  No Month-to-month
## 1390                  No                 Yes Month-to-month
## 1391                  No                 Yes       Two year
## 1392                  No                  No Month-to-month
## 1393 No internet service No internet service       One year
## 1394 No internet service No internet service Month-to-month
## 1395                 Yes                 Yes       One year
## 1396                 Yes                 Yes       One year
## 1397                 Yes                 Yes       One year
## 1398                  No                 Yes Month-to-month
## 1399                  No                  No Month-to-month
## 1400 No internet service No internet service       One year
## 1401 No internet service No internet service Month-to-month
## 1402                 Yes                 Yes Month-to-month
## 1403                  No                 Yes Month-to-month
## 1404                 Yes                 Yes Month-to-month
## 1405 No internet service No internet service       Two year
## 1406                  No                  No Month-to-month
## 1407 No internet service No internet service       Two year
## 1408                  No                 Yes       Two year
## 1409                 Yes                 Yes       One year
## 1410                  No                 Yes Month-to-month
## 1411                 Yes                 Yes Month-to-month
## 1412                 Yes                 Yes Month-to-month
## 1413                 Yes                  No Month-to-month
## 1414                  No                  No       Two year
## 1415                 Yes                  No Month-to-month
## 1416                 Yes                 Yes       One year
## 1417                 Yes                 Yes       Two year
## 1418                  No                  No Month-to-month
## 1419                  No                 Yes Month-to-month
## 1420 No internet service No internet service       Two year
## 1421                 Yes                 Yes Month-to-month
## 1422                  No                 Yes Month-to-month
## 1423                 Yes                 Yes       Two year
## 1424                 Yes                 Yes Month-to-month
## 1425 No internet service No internet service       One year
## 1426                 Yes                 Yes Month-to-month
## 1427                  No                  No       One year
## 1428                  No                  No Month-to-month
## 1429                  No                  No Month-to-month
## 1430 No internet service No internet service       Two year
## 1431 No internet service No internet service       One year
## 1432                 Yes                  No       One year
## 1433 No internet service No internet service Month-to-month
## 1434                 Yes                  No Month-to-month
## 1435                 Yes                 Yes Month-to-month
## 1436                 Yes                 Yes Month-to-month
## 1437                 Yes                  No Month-to-month
## 1438                  No                  No Month-to-month
## 1439                  No                  No       One year
## 1440                  No                  No Month-to-month
## 1441 No internet service No internet service       One year
## 1442                 Yes                 Yes       One year
## 1443                 Yes                 Yes       One year
## 1444                  No                  No Month-to-month
## 1445                 Yes                 Yes       Two year
## 1446                 Yes                 Yes Month-to-month
## 1447                  No                  No Month-to-month
## 1448                  No                  No Month-to-month
## 1449 No internet service No internet service Month-to-month
## 1450 No internet service No internet service Month-to-month
## 1451 No internet service No internet service Month-to-month
## 1452                 Yes                  No Month-to-month
## 1453                 Yes                 Yes Month-to-month
## 1454                 Yes                 Yes Month-to-month
## 1455 No internet service No internet service Month-to-month
## 1456                  No                 Yes       Two year
## 1457                 Yes                 Yes Month-to-month
## 1458                 Yes                 Yes       One year
## 1459 No internet service No internet service Month-to-month
## 1460                 Yes                 Yes       Two year
## 1461                  No                  No Month-to-month
## 1462                 Yes                  No Month-to-month
## 1463 No internet service No internet service       One year
## 1464                  No                  No Month-to-month
## 1465                  No                 Yes Month-to-month
## 1466                  No                  No Month-to-month
## 1467                  No                  No Month-to-month
## 1468                 Yes                 Yes       One year
## 1469                  No                 Yes       One year
## 1470                 Yes                 Yes Month-to-month
## 1471 No internet service No internet service Month-to-month
## 1472                 Yes                  No Month-to-month
## 1473                  No                  No Month-to-month
## 1474                 Yes                 Yes Month-to-month
## 1475                  No                 Yes Month-to-month
## 1476                 Yes                 Yes       Two year
## 1477 No internet service No internet service Month-to-month
## 1478                 Yes                 Yes       One year
## 1479                 Yes                 Yes Month-to-month
## 1480                 Yes                 Yes       One year
## 1481                  No                  No       One year
## 1482                 Yes                 Yes       Two year
## 1483                 Yes                 Yes Month-to-month
## 1484                  No                 Yes       One year
## 1485                 Yes                 Yes       Two year
## 1486                 Yes                 Yes Month-to-month
## 1487                  No                  No Month-to-month
## 1488                 Yes                 Yes       One year
## 1489                  No                  No Month-to-month
## 1490                  No                  No       One year
## 1491                 Yes                  No       One year
## 1492 No internet service No internet service Month-to-month
## 1493                 Yes                  No Month-to-month
## 1494                  No                  No Month-to-month
## 1495 No internet service No internet service       One year
## 1496                  No                 Yes Month-to-month
## 1497 No internet service No internet service Month-to-month
## 1498                  No                  No Month-to-month
## 1499                  No                  No Month-to-month
## 1500                  No                 Yes Month-to-month
## 1501                  No                 Yes Month-to-month
## 1502 No internet service No internet service       Two year
## 1503                  No                  No       One year
## 1504                 Yes                 Yes       One year
## 1505                  No                  No Month-to-month
## 1506                  No                  No Month-to-month
## 1507                 Yes                 Yes       Two year
## 1508 No internet service No internet service       Two year
## 1509                  No                 Yes Month-to-month
## 1510                  No                  No Month-to-month
## 1511                  No                 Yes       Two year
## 1512 No internet service No internet service       Two year
## 1513                 Yes                  No Month-to-month
## 1514                  No                  No Month-to-month
## 1515 No internet service No internet service       Two year
## 1516                  No                 Yes       One year
## 1517                 Yes                 Yes Month-to-month
## 1518                 Yes                 Yes       One year
## 1519 No internet service No internet service Month-to-month
## 1520                  No                 Yes Month-to-month
## 1521 No internet service No internet service Month-to-month
## 1522                  No                  No       One year
## 1523                  No                 Yes Month-to-month
## 1524                  No                  No Month-to-month
## 1525                 Yes                 Yes Month-to-month
## 1526 No internet service No internet service Month-to-month
## 1527                 Yes                 Yes Month-to-month
## 1528 No internet service No internet service       Two year
## 1529                  No                 Yes Month-to-month
## 1530 No internet service No internet service       Two year
## 1531                  No                 Yes Month-to-month
## 1532 No internet service No internet service Month-to-month
## 1533 No internet service No internet service Month-to-month
## 1534                  No                  No Month-to-month
## 1535 No internet service No internet service       Two year
## 1536                  No                  No Month-to-month
## 1537                 Yes                  No       Two year
## 1538                 Yes                 Yes       Two year
## 1539                 Yes                 Yes Month-to-month
## 1540                  No                  No Month-to-month
## 1541                  No                  No Month-to-month
## 1542 No internet service No internet service       Two year
## 1543 No internet service No internet service       Two year
## 1544                  No                  No Month-to-month
## 1545                  No                  No Month-to-month
## 1546                 Yes                 Yes       Two year
## 1547 No internet service No internet service       Two year
## 1548                 Yes                 Yes       One year
## 1549                 Yes                  No Month-to-month
## 1550                  No                  No Month-to-month
## 1551                  No                  No Month-to-month
## 1552 No internet service No internet service       Two year
## 1553                 Yes                 Yes       Two year
## 1554                  No                  No Month-to-month
## 1555 No internet service No internet service Month-to-month
## 1556                 Yes                 Yes       One year
## 1557                 Yes                  No Month-to-month
## 1558                  No                  No Month-to-month
## 1559                  No                 Yes Month-to-month
## 1560 No internet service No internet service Month-to-month
## 1561                 Yes                  No       One year
## 1562                  No                  No Month-to-month
## 1563                  No                  No Month-to-month
## 1564                  No                  No Month-to-month
## 1565                 Yes                 Yes Month-to-month
## 1566                  No                  No Month-to-month
## 1567                 Yes                 Yes       Two year
## 1568                 Yes                 Yes Month-to-month
## 1569                 Yes                 Yes Month-to-month
## 1570                  No                  No Month-to-month
## 1571 No internet service No internet service       Two year
## 1572 No internet service No internet service Month-to-month
## 1573                  No                  No Month-to-month
## 1574                  No                 Yes       One year
## 1575 No internet service No internet service       One year
## 1576                 Yes                 Yes Month-to-month
## 1577                  No                  No       One year
## 1578                 Yes                 Yes       One year
## 1579                 Yes                  No Month-to-month
## 1580                  No                 Yes Month-to-month
## 1581                  No                 Yes       One year
## 1582                  No                  No Month-to-month
## 1583                 Yes                  No       One year
## 1584                  No                  No Month-to-month
## 1585                 Yes                 Yes       Two year
## 1586                 Yes                 Yes       One year
## 1587                 Yes                 Yes       Two year
## 1588 No internet service No internet service       Two year
## 1589                 Yes                 Yes       One year
## 1590                 Yes                  No Month-to-month
## 1591 No internet service No internet service       Two year
## 1592 No internet service No internet service Month-to-month
## 1593                 Yes                  No Month-to-month
## 1594 No internet service No internet service Month-to-month
## 1595 No internet service No internet service       Two year
## 1596                  No                  No Month-to-month
## 1597                  No                  No Month-to-month
## 1598                 Yes                  No       Two year
## 1599 No internet service No internet service       Two year
## 1600                 Yes                 Yes       Two year
## 1601                 Yes                  No Month-to-month
## 1602                 Yes                  No       One year
## 1603                 Yes                 Yes Month-to-month
## 1604                  No                 Yes Month-to-month
## 1605                 Yes                  No       One year
## 1606 No internet service No internet service       Two year
## 1607                 Yes                 Yes       Two year
## 1608                  No                 Yes Month-to-month
## 1609 No internet service No internet service       One year
## 1610                 Yes                 Yes       One year
## 1611                  No                  No       Two year
## 1612                 Yes                 Yes       Two year
## 1613                  No                  No       One year
## 1614 No internet service No internet service Month-to-month
## 1615                  No                 Yes       Two year
## 1616 No internet service No internet service       One year
## 1617 No internet service No internet service       Two year
## 1618                  No                  No Month-to-month
## 1619                 Yes                 Yes Month-to-month
## 1620                  No                 Yes       Two year
## 1621                  No                  No Month-to-month
## 1622                 Yes                  No Month-to-month
## 1623                  No                 Yes       One year
## 1624                 Yes                 Yes       Two year
## 1625                 Yes                 Yes       One year
## 1626                  No                  No Month-to-month
## 1627                  No                  No Month-to-month
## 1628                  No                  No Month-to-month
## 1629                 Yes                  No Month-to-month
## 1630                  No                 Yes       Two year
## 1631                 Yes                 Yes Month-to-month
## 1632                  No                  No Month-to-month
## 1633                 Yes                 Yes       One year
## 1634                  No                  No Month-to-month
## 1635                 Yes                 Yes       Two year
## 1636                 Yes                 Yes       One year
## 1637 No internet service No internet service       One year
## 1638                  No                  No       One year
## 1639                  No                  No       Two year
## 1640                  No                  No Month-to-month
## 1641 No internet service No internet service       One year
## 1642                 Yes                 Yes       Two year
## 1643 No internet service No internet service Month-to-month
## 1644                  No                 Yes Month-to-month
## 1645                 Yes                 Yes Month-to-month
## 1646                 Yes                  No Month-to-month
## 1647                  No                  No       One year
## 1648                 Yes                  No Month-to-month
## 1649                  No                  No Month-to-month
## 1650                  No                  No Month-to-month
## 1651                  No                 Yes Month-to-month
## 1652                 Yes                  No Month-to-month
## 1653                  No                  No Month-to-month
## 1654 No internet service No internet service       Two year
## 1655 No internet service No internet service       One year
## 1656                  No                  No Month-to-month
## 1657                  No                  No Month-to-month
## 1658 No internet service No internet service Month-to-month
## 1659                 Yes                 Yes Month-to-month
## 1660                  No                 Yes       Two year
## 1661 No internet service No internet service Month-to-month
## 1662                 Yes                 Yes Month-to-month
## 1663                  No                  No Month-to-month
## 1664                 Yes                 Yes Month-to-month
## 1665                 Yes                 Yes Month-to-month
## 1666                  No                  No Month-to-month
## 1667 No internet service No internet service       Two year
## 1668 No internet service No internet service       One year
## 1669                 Yes                 Yes Month-to-month
## 1670                  No                  No Month-to-month
## 1671                  No                  No Month-to-month
## 1672                 Yes                 Yes       One year
## 1673                  No                  No       Two year
## 1674                 Yes                 Yes Month-to-month
## 1675 No internet service No internet service       Two year
## 1676                 Yes                  No Month-to-month
## 1677                  No                  No Month-to-month
## 1678 No internet service No internet service       Two year
## 1679                  No                 Yes       One year
## 1680                  No                  No Month-to-month
## 1681 No internet service No internet service       One year
## 1682 No internet service No internet service       Two year
## 1683                 Yes                 Yes       Two year
## 1684 No internet service No internet service       Two year
## 1685                  No                  No Month-to-month
## 1686                  No                  No Month-to-month
## 1687                  No                  No Month-to-month
## 1688 No internet service No internet service       One year
## 1689 No internet service No internet service       Two year
## 1690                 Yes                 Yes Month-to-month
## 1691                 Yes                  No Month-to-month
## 1692 No internet service No internet service       Two year
## 1693                  No                  No       One year
## 1694                 Yes                 Yes       Two year
## 1695                 Yes                  No Month-to-month
## 1696                 Yes                  No       One year
## 1697                  No                 Yes Month-to-month
## 1698                 Yes                  No       Two year
## 1699                  No                  No       Two year
## 1700 No internet service No internet service       One year
## 1701 No internet service No internet service       Two year
## 1702                 Yes                 Yes       One year
## 1703                 Yes                 Yes Month-to-month
## 1704                  No                  No Month-to-month
## 1705                 Yes                 Yes Month-to-month
## 1706                  No                  No Month-to-month
## 1707                 Yes                  No       Two year
## 1708                  No                  No Month-to-month
## 1709                 Yes                 Yes Month-to-month
## 1710                 Yes                  No       Two year
## 1711                  No                  No Month-to-month
## 1712 No internet service No internet service       Two year
## 1713                  No                  No       One year
## 1714                  No                  No Month-to-month
## 1715                  No                 Yes       One year
## 1716 No internet service No internet service       Two year
## 1717                  No                 Yes Month-to-month
## 1718 No internet service No internet service       Two year
## 1719 No internet service No internet service       One year
## 1720                 Yes                 Yes Month-to-month
## 1721                 Yes                  No Month-to-month
## 1722                  No                  No Month-to-month
## 1723                 Yes                 Yes       One year
## 1724 No internet service No internet service       Two year
## 1725                 Yes                 Yes Month-to-month
## 1726                 Yes                 Yes Month-to-month
## 1727                  No                  No Month-to-month
## 1728                 Yes                  No Month-to-month
## 1729                 Yes                 Yes       Two year
## 1730                  No                  No       One year
## 1731                 Yes                  No Month-to-month
## 1732                  No                  No Month-to-month
## 1733                 Yes                 Yes       One year
## 1734 No internet service No internet service Month-to-month
## 1735                 Yes                 Yes Month-to-month
## 1736                 Yes                 Yes       Two year
## 1737 No internet service No internet service Month-to-month
## 1738                  No                  No Month-to-month
## 1739                  No                  No       One year
## 1740                  No                  No Month-to-month
## 1741 No internet service No internet service Month-to-month
## 1742                  No                 Yes Month-to-month
## 1743                 Yes                  No Month-to-month
## 1744 No internet service No internet service       Two year
## 1745                 Yes                 Yes       One year
## 1746 No internet service No internet service       Two year
## 1747                 Yes                 Yes       Two year
## 1748                  No                 Yes Month-to-month
## 1749 No internet service No internet service       Two year
## 1750                 Yes                 Yes Month-to-month
## 1751                  No                 Yes       Two year
## 1752                 Yes                  No Month-to-month
## 1753                  No                  No       One year
## 1754                  No                  No       Two year
## 1755                 Yes                 Yes       One year
## 1756                  No                  No Month-to-month
## 1757                 Yes                 Yes       One year
## 1758                  No                  No       Two year
## 1759 No internet service No internet service       Two year
## 1760 No internet service No internet service Month-to-month
## 1761                  No                  No       One year
## 1762 No internet service No internet service       Two year
## 1763                 Yes                  No Month-to-month
## 1764                  No                  No Month-to-month
## 1765                  No                 Yes       Two year
## 1766                 Yes                 Yes       One year
## 1767 No internet service No internet service       One year
## 1768                 Yes                 Yes       Two year
## 1769                  No                 Yes       One year
## 1770                  No                 Yes Month-to-month
## 1771                 Yes                 Yes Month-to-month
## 1772                 Yes                 Yes Month-to-month
## 1773                 Yes                  No Month-to-month
## 1774 No internet service No internet service       Two year
## 1775                  No                  No Month-to-month
## 1776                 Yes                 Yes       Two year
## 1777 No internet service No internet service       Two year
## 1778                  No                  No Month-to-month
## 1779 No internet service No internet service       Two year
## 1780                 Yes                  No Month-to-month
## 1781 No internet service No internet service       One year
## 1782                 Yes                 Yes       One year
## 1783                  No                 Yes Month-to-month
## 1784                  No                  No Month-to-month
## 1785 No internet service No internet service Month-to-month
## 1786                 Yes                 Yes       Two year
## 1787                  No                  No Month-to-month
## 1788                 Yes                 Yes       One year
## 1789 No internet service No internet service       Two year
## 1790                  No                  No Month-to-month
## 1791                  No                 Yes Month-to-month
## 1792                  No                  No       One year
## 1793                 Yes                  No Month-to-month
## 1794 No internet service No internet service       Two year
## 1795                 Yes                 Yes       Two year
## 1796                  No                 Yes Month-to-month
## 1797                 Yes                 Yes Month-to-month
## 1798 No internet service No internet service       Two year
## 1799 No internet service No internet service       One year
## 1800                 Yes                 Yes Month-to-month
## 1801                  No                  No Month-to-month
## 1802                  No                  No Month-to-month
## 1803                  No                  No       Two year
## 1804                  No                 Yes       Two year
## 1805 No internet service No internet service Month-to-month
## 1806                  No                  No       Two year
## 1807 No internet service No internet service       Two year
## 1808                  No                  No Month-to-month
## 1809                  No                  No Month-to-month
## 1810                  No                 Yes Month-to-month
## 1811                  No                  No       One year
## 1812                  No                  No Month-to-month
## 1813                 Yes                 Yes       One year
## 1814                 Yes                 Yes Month-to-month
## 1815 No internet service No internet service       Two year
## 1816 No internet service No internet service       Two year
## 1817 No internet service No internet service Month-to-month
## 1818                 Yes                 Yes       Two year
## 1819                  No                  No Month-to-month
## 1820                 Yes                  No       Two year
## 1821                  No                  No Month-to-month
## 1822                  No                 Yes Month-to-month
## 1823                 Yes                  No Month-to-month
## 1824                  No                  No Month-to-month
## 1825 No internet service No internet service       Two year
## 1826                  No                  No Month-to-month
## 1827                  No                 Yes Month-to-month
## 1828                 Yes                 Yes Month-to-month
## 1829 No internet service No internet service       One year
## 1830                  No                  No Month-to-month
## 1831 No internet service No internet service       Two year
## 1832                  No                  No Month-to-month
## 1833                 Yes                 Yes Month-to-month
## 1834                  No                  No Month-to-month
## 1835                  No                  No Month-to-month
## 1836                  No                  No Month-to-month
## 1837                 Yes                 Yes Month-to-month
## 1838 No internet service No internet service Month-to-month
## 1839                  No                 Yes Month-to-month
## 1840 No internet service No internet service       Two year
## 1841                 Yes                 Yes       Two year
## 1842 No internet service No internet service       One year
## 1843                 Yes                 Yes Month-to-month
## 1844 No internet service No internet service       Two year
## 1845                 Yes                  No       One year
## 1846                  No                  No       One year
## 1847 No internet service No internet service       One year
## 1848 No internet service No internet service       Two year
## 1849 No internet service No internet service       One year
## 1850                  No                  No Month-to-month
## 1851                  No                  No Month-to-month
## 1852                  No                 Yes Month-to-month
## 1853                  No                  No Month-to-month
## 1854                  No                  No Month-to-month
## 1855                  No                 Yes Month-to-month
## 1856 No internet service No internet service       Two year
## 1857                  No                  No Month-to-month
## 1858                  No                  No       Two year
## 1859                  No                  No Month-to-month
## 1860                  No                 Yes Month-to-month
## 1861 No internet service No internet service       Two year
## 1862                  No                  No Month-to-month
## 1863                 Yes                  No Month-to-month
## 1864 No internet service No internet service       One year
## 1865                  No                 Yes       One year
## 1866                 Yes                 Yes       One year
## 1867                 Yes                 Yes       One year
## 1868                 Yes                  No Month-to-month
## 1869                  No                  No Month-to-month
## 1870 No internet service No internet service       Two year
## 1871                  No                  No Month-to-month
## 1872                  No                 Yes Month-to-month
## 1873 No internet service No internet service       Two year
## 1874                 Yes                  No       Two year
## 1875                 Yes                 Yes       Two year
## 1876                 Yes                 Yes       Two year
## 1877                 Yes                 Yes       One year
## 1878                 Yes                 Yes       Two year
## 1879 No internet service No internet service Month-to-month
## 1880                  No                  No Month-to-month
## 1881                  No                 Yes Month-to-month
## 1882                  No                 Yes Month-to-month
## 1883                  No                 Yes Month-to-month
## 1884                 Yes                  No Month-to-month
## 1885                  No                  No       One year
## 1886                  No                 Yes Month-to-month
## 1887                  No                  No       Two year
## 1888                  No                  No Month-to-month
## 1889                  No                  No       One year
## 1890                  No                  No Month-to-month
## 1891 No internet service No internet service Month-to-month
## 1892                  No                  No Month-to-month
## 1893                 Yes                 Yes Month-to-month
## 1894                  No                 Yes Month-to-month
## 1895                 Yes                 Yes Month-to-month
## 1896                 Yes                 Yes       Two year
## 1897                  No                  No Month-to-month
## 1898                  No                  No Month-to-month
## 1899                  No                 Yes Month-to-month
## 1900                  No                 Yes Month-to-month
## 1901 No internet service No internet service       Two year
## 1902 No internet service No internet service       One year
## 1903                 Yes                 Yes       Two year
## 1904                 Yes                 Yes Month-to-month
## 1905                  No                 Yes Month-to-month
## 1906 No internet service No internet service       One year
## 1907                  No                  No       One year
## 1908                 Yes                 Yes Month-to-month
## 1909 No internet service No internet service       Two year
## 1910 No internet service No internet service       One year
## 1911                  No                  No Month-to-month
## 1912                 Yes                  No       Two year
## 1913 No internet service No internet service       One year
## 1914                 Yes                  No       One year
## 1915                 Yes                  No Month-to-month
## 1916                  No                  No Month-to-month
## 1917                  No                  No Month-to-month
## 1918                 Yes                 Yes       Two year
## 1919                  No                  No Month-to-month
## 1920                  No                  No Month-to-month
## 1921 No internet service No internet service Month-to-month
## 1922                 Yes                 Yes       Two year
## 1923                 Yes                  No Month-to-month
## 1924 No internet service No internet service       Two year
## 1925                 Yes                  No Month-to-month
## 1926                 Yes                  No       Two year
## 1927                 Yes                 Yes Month-to-month
## 1928                 Yes                 Yes Month-to-month
## 1929 No internet service No internet service Month-to-month
## 1930                  No                 Yes Month-to-month
## 1931 No internet service No internet service Month-to-month
## 1932                 Yes                 Yes       One year
## 1933 No internet service No internet service Month-to-month
## 1934 No internet service No internet service       One year
## 1935                  No                  No Month-to-month
## 1936 No internet service No internet service       One year
## 1937                  No                  No       One year
## 1938 No internet service No internet service       Two year
## 1939 No internet service No internet service Month-to-month
## 1940 No internet service No internet service Month-to-month
## 1941                  No                  No       One year
## 1942                  No                 Yes Month-to-month
## 1943 No internet service No internet service       Two year
## 1944                  No                  No Month-to-month
## 1945                  No                  No Month-to-month
## 1946 No internet service No internet service       Two year
## 1947                 Yes                  No Month-to-month
## 1948                  No                  No       One year
## 1949                  No                 Yes Month-to-month
## 1950                 Yes                 Yes       Two year
## 1951                 Yes                  No Month-to-month
## 1952                  No                  No Month-to-month
## 1953                  No                 Yes Month-to-month
## 1954                  No                  No Month-to-month
## 1955                  No                  No Month-to-month
## 1956                 Yes                 Yes Month-to-month
## 1957                 Yes                  No       Two year
## 1958                  No                  No Month-to-month
## 1959                  No                  No Month-to-month
## 1960                  No                  No Month-to-month
## 1961                  No                  No Month-to-month
## 1962                  No                  No       One year
## 1963                 Yes                 Yes       One year
## 1964                  No                  No Month-to-month
## 1965                  No                  No       One year
## 1966                  No                  No Month-to-month
## 1967                  No                  No Month-to-month
## 1968                  No                 Yes       One year
## 1969                 Yes                 Yes       One year
## 1970                 Yes                 Yes       Two year
## 1971                 Yes                  No Month-to-month
## 1972 No internet service No internet service       One year
## 1973                  No                 Yes Month-to-month
## 1974                 Yes                 Yes       Two year
## 1975                  No                  No Month-to-month
## 1976 No internet service No internet service       Two year
## 1977                 Yes                 Yes Month-to-month
## 1978                 Yes                  No Month-to-month
## 1979                 Yes                  No       Two year
## 1980 No internet service No internet service       Two year
## 1981                  No                 Yes Month-to-month
## 1982                 Yes                 Yes Month-to-month
## 1983 No internet service No internet service Month-to-month
## 1984                 Yes                 Yes       One year
## 1985                  No                 Yes Month-to-month
## 1986                  No                  No Month-to-month
## 1987                  No                 Yes       Two year
## 1988                 Yes                  No Month-to-month
## 1989                 Yes                 Yes       One year
## 1990                 Yes                  No       Two year
## 1991                 Yes                  No Month-to-month
## 1992                 Yes                 Yes       One year
## 1993                 Yes                  No Month-to-month
## 1994                  No                  No Month-to-month
## 1995 No internet service No internet service       One year
## 1996                  No                  No Month-to-month
## 1997                  No                 Yes       Two year
## 1998                 Yes                 Yes       Two year
## 1999                 Yes                 Yes Month-to-month
## 2000                  No                  No Month-to-month
## 2001                  No                  No Month-to-month
## 2002 No internet service No internet service Month-to-month
## 2003                 Yes                  No       Two year
## 2004                 Yes                 Yes       Two year
## 2005                 Yes                  No Month-to-month
## 2006                 Yes                 Yes       One year
## 2007                  No                  No Month-to-month
## 2008                  No                 Yes Month-to-month
## 2009                  No                  No Month-to-month
## 2010                 Yes                  No       Two year
## 2011                  No                  No Month-to-month
## 2012                 Yes                 Yes Month-to-month
## 2013                 Yes                  No Month-to-month
## 2014 No internet service No internet service       One year
## 2015                  No                  No Month-to-month
## 2016                  No                  No Month-to-month
## 2017                  No                 Yes Month-to-month
## 2018 No internet service No internet service       Two year
## 2019                  No                  No Month-to-month
## 2020                 Yes                 Yes       One year
## 2021                 Yes                 Yes       One year
## 2022                 Yes                 Yes       Two year
## 2023                  No                 Yes Month-to-month
## 2024                  No                  No Month-to-month
## 2025                 Yes                 Yes       One year
## 2026                 Yes                 Yes       Two year
## 2027                 Yes                 Yes       One year
## 2028 No internet service No internet service       One year
## 2029 No internet service No internet service       Two year
## 2030                  No                 Yes       One year
## 2031                  No                  No Month-to-month
## 2032                  No                  No Month-to-month
## 2033                 Yes                 Yes Month-to-month
## 2034 No internet service No internet service Month-to-month
## 2035                  No                  No       One year
## 2036                  No                 Yes Month-to-month
## 2037                  No                  No Month-to-month
## 2038                  No                  No Month-to-month
## 2039                 Yes                 Yes Month-to-month
## 2040                  No                  No Month-to-month
## 2041                 Yes                 Yes       Two year
## 2042 No internet service No internet service       Two year
## 2043                  No                  No Month-to-month
## 2044                  No                  No Month-to-month
## 2045 No internet service No internet service       One year
## 2046                 Yes                 Yes       Two year
## 2047                  No                  No Month-to-month
## 2048                 Yes                 Yes Month-to-month
## 2049                 Yes                 Yes Month-to-month
## 2050                  No                  No Month-to-month
## 2051                  No                  No       Two year
## 2052 No internet service No internet service       Two year
## 2053                 Yes                 Yes Month-to-month
## 2054                  No                  No Month-to-month
## 2055                  No                  No Month-to-month
## 2056                 Yes                 Yes Month-to-month
## 2057                  No                  No Month-to-month
## 2058                 Yes                 Yes Month-to-month
## 2059                 Yes                 Yes       Two year
## 2060                 Yes                  No Month-to-month
## 2061                 Yes                 Yes       Two year
## 2062                  No                  No Month-to-month
## 2063 No internet service No internet service       Two year
## 2064                 Yes                 Yes       One year
## 2065 No internet service No internet service       One year
## 2066                 Yes                  No Month-to-month
## 2067 No internet service No internet service       Two year
## 2068                 Yes                 Yes       One year
## 2069                 Yes                  No Month-to-month
## 2070                 Yes                 Yes Month-to-month
## 2071                  No                  No Month-to-month
## 2072                 Yes                  No       Two year
## 2073 No internet service No internet service       One year
## 2074 No internet service No internet service Month-to-month
## 2075                 Yes                 Yes Month-to-month
## 2076                 Yes                 Yes Month-to-month
## 2077                  No                 Yes       One year
## 2078                  No                  No Month-to-month
## 2079                  No                  No       One year
## 2080                 Yes                 Yes Month-to-month
## 2081                 Yes                 Yes       Two year
## 2082                  No                  No Month-to-month
## 2083 No internet service No internet service Month-to-month
## 2084 No internet service No internet service Month-to-month
## 2085                  No                  No Month-to-month
## 2086                 Yes                 Yes Month-to-month
## 2087                 Yes                  No Month-to-month
## 2088                  No                  No Month-to-month
## 2089                  No                  No       One year
## 2090                  No                  No       Two year
## 2091                  No                  No Month-to-month
## 2092 No internet service No internet service       Two year
## 2093                  No                 Yes       Two year
## 2094 No internet service No internet service Month-to-month
## 2095 No internet service No internet service Month-to-month
## 2096                 Yes                  No Month-to-month
## 2097 No internet service No internet service Month-to-month
## 2098                 Yes                 Yes Month-to-month
## 2099                  No                 Yes Month-to-month
## 2100                  No                  No Month-to-month
## 2101                 Yes                 Yes       One year
## 2102                  No                 Yes       One year
## 2103                  No                  No Month-to-month
## 2104                  No                  No Month-to-month
## 2105                  No                 Yes Month-to-month
## 2106                  No                  No Month-to-month
## 2107                  No                 Yes       One year
## 2108                  No                 Yes Month-to-month
## 2109                  No                  No Month-to-month
## 2110 No internet service No internet service       Two year
## 2111 No internet service No internet service Month-to-month
## 2112 No internet service No internet service       Two year
## 2113                  No                  No       One year
## 2114                  No                 Yes       One year
## 2115                  No                  No Month-to-month
## 2116                 Yes                 Yes       Two year
## 2117                  No                  No Month-to-month
## 2118                 Yes                 Yes       Two year
## 2119                  No                 Yes Month-to-month
## 2120 No internet service No internet service       One year
## 2121 No internet service No internet service       Two year
## 2122 No internet service No internet service Month-to-month
## 2123                 Yes                 Yes       One year
## 2124                  No                  No Month-to-month
## 2125                  No                  No Month-to-month
## 2126                 Yes                 Yes       Two year
## 2127                  No                  No Month-to-month
## 2128                  No                  No       One year
## 2129                 Yes                  No Month-to-month
## 2130                  No                  No Month-to-month
## 2131                 Yes                  No       One year
## 2132                 Yes                  No       Two year
## 2133 No internet service No internet service       One year
## 2134                  No                  No Month-to-month
## 2135 No internet service No internet service Month-to-month
## 2136                 Yes                 Yes Month-to-month
## 2137                 Yes                  No Month-to-month
## 2138 No internet service No internet service       Two year
## 2139                  No                 Yes       Two year
## 2140                 Yes                 Yes Month-to-month
## 2141                  No                 Yes Month-to-month
## 2142 No internet service No internet service Month-to-month
## 2143                  No                 Yes       One year
## 2144                 Yes                 Yes       Two year
## 2145                  No                  No Month-to-month
## 2146                  No                  No Month-to-month
## 2147                 Yes                 Yes       One year
## 2148 No internet service No internet service Month-to-month
## 2149 No internet service No internet service Month-to-month
## 2150                 Yes                 Yes       One year
## 2151                  No                 Yes Month-to-month
## 2152 No internet service No internet service       Two year
## 2153                  No                  No Month-to-month
## 2154                  No                  No Month-to-month
## 2155 No internet service No internet service       Two year
## 2156                  No                 Yes Month-to-month
## 2157                  No                 Yes Month-to-month
## 2158                 Yes                 Yes       One year
## 2159                 Yes                 Yes       Two year
## 2160 No internet service No internet service       Two year
## 2161                 Yes                 Yes       Two year
## 2162                  No                  No Month-to-month
## 2163                 Yes                  No Month-to-month
## 2164                 Yes                 Yes Month-to-month
## 2165                 Yes                  No       Two year
## 2166 No internet service No internet service       One year
## 2167                  No                  No       One year
## 2168                 Yes                 Yes Month-to-month
## 2169                  No                  No Month-to-month
## 2170                 Yes                 Yes       Two year
## 2171                  No                  No       One year
## 2172                  No                 Yes Month-to-month
## 2173                  No                  No Month-to-month
## 2174                  No                 Yes Month-to-month
## 2175 No internet service No internet service       One year
## 2176                 Yes                  No Month-to-month
## 2177 No internet service No internet service       Two year
## 2178                  No                 Yes       Two year
## 2179 No internet service No internet service       Two year
## 2180 No internet service No internet service       One year
## 2181                  No                 Yes       Two year
## 2182                 Yes                 Yes       One year
## 2183                 Yes                 Yes       Two year
## 2184                  No                  No Month-to-month
## 2185                  No                 Yes Month-to-month
## 2186                  No                  No Month-to-month
## 2187 No internet service No internet service       Two year
## 2188                 Yes                 Yes       Two year
## 2189                  No                  No Month-to-month
## 2190 No internet service No internet service       Two year
## 2191                 Yes                 Yes       Two year
## 2192                 Yes                 Yes Month-to-month
## 2193                 Yes                 Yes       Two year
## 2194 No internet service No internet service       One year
## 2195                 Yes                  No Month-to-month
## 2196 No internet service No internet service       One year
## 2197 No internet service No internet service Month-to-month
## 2198                  No                 Yes Month-to-month
## 2199                  No                  No       One year
## 2200 No internet service No internet service       Two year
## 2201                 Yes                  No       One year
## 2202                 Yes                 Yes       One year
## 2203                  No                  No Month-to-month
## 2204                  No                 Yes       One year
## 2205                 Yes                 Yes       One year
## 2206                 Yes                 Yes       One year
## 2207                  No                 Yes Month-to-month
## 2208                 Yes                  No Month-to-month
## 2209                 Yes                 Yes Month-to-month
## 2210 No internet service No internet service Month-to-month
## 2211                 Yes                 Yes       Two year
## 2212                 Yes                 Yes       One year
## 2213 No internet service No internet service       One year
## 2214 No internet service No internet service       Two year
## 2215                  No                 Yes Month-to-month
## 2216                  No                 Yes       Two year
## 2217                 Yes                 Yes Month-to-month
## 2218                 Yes                 Yes       Two year
## 2219                 Yes                 Yes       Two year
## 2220                 Yes                 Yes Month-to-month
## 2221                 Yes                 Yes       Two year
## 2222                  No                  No       Two year
## 2223                 Yes                 Yes Month-to-month
## 2224                  No                 Yes Month-to-month
## 2225                  No                  No Month-to-month
## 2226                 Yes                  No       One year
## 2227                  No                  No       Two year
## 2228 No internet service No internet service       One year
## 2229                 Yes                 Yes       Two year
## 2230                  No                  No Month-to-month
## 2231 No internet service No internet service       Two year
## 2232                  No                  No Month-to-month
## 2233 No internet service No internet service       Two year
## 2234                 Yes                  No Month-to-month
## 2235                  No                  No       Two year
## 2236                 Yes                  No       One year
## 2237                  No                  No Month-to-month
## 2238                  No                 Yes       One year
## 2239                 Yes                 Yes Month-to-month
## 2240                  No                  No       Two year
## 2241                 Yes                 Yes       Two year
## 2242 No internet service No internet service       Two year
## 2243 No internet service No internet service       One year
## 2244                 Yes                 Yes Month-to-month
## 2245                  No                  No       One year
## 2246                 Yes                 Yes       Two year
## 2247                 Yes                 Yes Month-to-month
## 2248 No internet service No internet service       Two year
## 2249                  No                  No Month-to-month
## 2250                 Yes                 Yes Month-to-month
## 2251 No internet service No internet service       One year
## 2252                 Yes                 Yes Month-to-month
## 2253 No internet service No internet service       One year
## 2254                 Yes                  No       Two year
## 2255                  No                  No       Two year
## 2256                  No                  No Month-to-month
## 2257                  No                  No       One year
## 2258                 Yes                 Yes       One year
## 2259                  No                  No       One year
## 2260 No internet service No internet service       Two year
## 2261                  No                  No Month-to-month
## 2262                  No                  No Month-to-month
## 2263                 Yes                  No Month-to-month
## 2264                  No                 Yes Month-to-month
## 2265                 Yes                 Yes       Two year
## 2266                 Yes                 Yes Month-to-month
## 2267                 Yes                 Yes       One year
## 2268                 Yes                 Yes       Two year
## 2269 No internet service No internet service       Two year
## 2270                  No                  No Month-to-month
## 2271                 Yes                  No Month-to-month
## 2272                 Yes                 Yes Month-to-month
## 2273                  No                  No Month-to-month
## 2274 No internet service No internet service       One year
## 2275                 Yes                 Yes Month-to-month
## 2276                  No                  No Month-to-month
## 2277                 Yes                 Yes Month-to-month
## 2278                 Yes                 Yes Month-to-month
## 2279                  No                  No Month-to-month
## 2280 No internet service No internet service       Two year
## 2281                 Yes                 Yes Month-to-month
## 2282                  No                 Yes Month-to-month
## 2283                 Yes                 Yes Month-to-month
## 2284                  No                  No Month-to-month
## 2285                  No                  No Month-to-month
## 2286                  No                 Yes Month-to-month
## 2287                  No                 Yes Month-to-month
## 2288                 Yes                 Yes       Two year
## 2289                 Yes                  No Month-to-month
## 2290                 Yes                 Yes       Two year
## 2291                 Yes                 Yes Month-to-month
## 2292                 Yes                  No Month-to-month
## 2293                 Yes                 Yes       Two year
## 2294                 Yes                 Yes       Two year
## 2295                 Yes                 Yes Month-to-month
## 2296                  No                  No Month-to-month
## 2297                  No                  No Month-to-month
## 2298                 Yes                 Yes       One year
## 2299                  No                  No       Two year
## 2300                  No                  No       Two year
## 2301                 Yes                 Yes       One year
## 2302                  No                 Yes Month-to-month
## 2303                 Yes                 Yes       Two year
## 2304                  No                  No Month-to-month
## 2305                 Yes                 Yes       One year
## 2306                 Yes                 Yes Month-to-month
## 2307                  No                  No Month-to-month
## 2308                 Yes                  No       One year
## 2309                 Yes                 Yes       One year
## 2310                 Yes                  No       Two year
## 2311                 Yes                 Yes       Two year
## 2312                 Yes                 Yes Month-to-month
## 2313 No internet service No internet service       One year
## 2314                 Yes                 Yes       One year
## 2315                 Yes                 Yes       Two year
## 2316                 Yes                 Yes       One year
## 2317 No internet service No internet service Month-to-month
## 2318 No internet service No internet service       Two year
## 2319                 Yes                  No       Two year
## 2320                 Yes                 Yes Month-to-month
## 2321                 Yes                 Yes       Two year
## 2322                 Yes                  No Month-to-month
## 2323 No internet service No internet service       Two year
## 2324                 Yes                 Yes Month-to-month
## 2325                  No                  No Month-to-month
## 2326 No internet service No internet service Month-to-month
## 2327                 Yes                 Yes       One year
## 2328                 Yes                  No Month-to-month
## 2329                 Yes                 Yes Month-to-month
## 2330                  No                 Yes       One year
## 2331                  No                 Yes Month-to-month
## 2332 No internet service No internet service       One year
## 2333                 Yes                  No       One year
## 2334                  No                  No Month-to-month
## 2335                 Yes                  No Month-to-month
## 2336                  No                  No Month-to-month
## 2337                  No                  No Month-to-month
## 2338                 Yes                 Yes       One year
## 2339 No internet service No internet service       Two year
## 2340                 Yes                 Yes Month-to-month
## 2341                  No                 Yes       One year
## 2342                 Yes                 Yes       Two year
## 2343                 Yes                 Yes Month-to-month
## 2344                  No                  No Month-to-month
## 2345                  No                  No       Two year
## 2346 No internet service No internet service Month-to-month
## 2347                  No                 Yes       Two year
## 2348 No internet service No internet service       One year
## 2349                  No                  No Month-to-month
## 2350                  No                  No       Two year
## 2351                 Yes                  No Month-to-month
## 2352                  No                  No       Two year
## 2353 No internet service No internet service Month-to-month
## 2354                  No                 Yes Month-to-month
## 2355 No internet service No internet service       Two year
## 2356                  No                  No       Two year
## 2357                  No                  No Month-to-month
## 2358                  No                 Yes       One year
## 2359 No internet service No internet service       One year
## 2360                 Yes                  No Month-to-month
## 2361 No internet service No internet service       Two year
## 2362                  No                  No Month-to-month
## 2363                  No                 Yes Month-to-month
## 2364                  No                  No Month-to-month
## 2365                  No                  No Month-to-month
## 2366                 Yes                  No Month-to-month
## 2367                  No                  No Month-to-month
## 2368                 Yes                  No Month-to-month
## 2369                 Yes                 Yes       Two year
## 2370                  No                 Yes       Two year
## 2371                 Yes                 Yes       Two year
## 2372 No internet service No internet service Month-to-month
## 2373                 Yes                 Yes       Two year
## 2374                  No                  No       One year
## 2375 No internet service No internet service Month-to-month
## 2376                 Yes                 Yes       Two year
## 2377                 Yes                  No       One year
## 2378                  No                  No Month-to-month
## 2379                  No                  No Month-to-month
## 2380                 Yes                 Yes Month-to-month
## 2381                 Yes                 Yes Month-to-month
## 2382 No internet service No internet service       One year
## 2383                  No                  No       One year
## 2384                  No                  No Month-to-month
## 2385                  No                 Yes Month-to-month
## 2386                  No                  No Month-to-month
## 2387                  No                  No Month-to-month
## 2388                 Yes                 Yes Month-to-month
## 2389                  No                 Yes Month-to-month
## 2390                 Yes                 Yes       One year
## 2391 No internet service No internet service       One year
## 2392                 Yes                  No Month-to-month
## 2393                 Yes                  No Month-to-month
## 2394                 Yes                 Yes       One year
## 2395                  No                  No       One year
## 2396                 Yes                  No       One year
## 2397                  No                 Yes       One year
## 2398                 Yes                 Yes Month-to-month
## 2399                  No                  No Month-to-month
## 2400                 Yes                 Yes Month-to-month
## 2401                  No                 Yes Month-to-month
## 2402                  No                  No Month-to-month
## 2403 No internet service No internet service Month-to-month
## 2404                 Yes                 Yes       One year
## 2405                 Yes                  No       One year
## 2406                 Yes                 Yes Month-to-month
## 2407                 Yes                 Yes Month-to-month
## 2408                  No                  No Month-to-month
## 2409 No internet service No internet service       Two year
## 2410                 Yes                 Yes       One year
## 2411                  No                  No Month-to-month
## 2412                 Yes                 Yes       Two year
## 2413                  No                  No       One year
## 2414                  No                 Yes       Two year
## 2415 No internet service No internet service       One year
## 2416                 Yes                 Yes Month-to-month
## 2417                 Yes                 Yes       One year
## 2418                  No                  No Month-to-month
## 2419                  No                  No Month-to-month
## 2420                  No                  No       One year
## 2421                 Yes                  No Month-to-month
## 2422                  No                 Yes Month-to-month
## 2423                  No                  No Month-to-month
## 2424 No internet service No internet service       One year
## 2425                 Yes                 Yes       Two year
## 2426 No internet service No internet service Month-to-month
## 2427                  No                  No Month-to-month
## 2428                  No                 Yes Month-to-month
## 2429                 Yes                 Yes Month-to-month
## 2430                  No                  No       One year
## 2431                  No                  No       Two year
## 2432                  No                  No Month-to-month
## 2433 No internet service No internet service       One year
## 2434                  No                 Yes       One year
## 2435 No internet service No internet service Month-to-month
## 2436                 Yes                  No Month-to-month
## 2437                  No                  No Month-to-month
## 2438                  No                  No Month-to-month
## 2439                 Yes                 Yes Month-to-month
## 2440 No internet service No internet service       One year
## 2441 No internet service No internet service Month-to-month
## 2442                 Yes                  No Month-to-month
## 2443                 Yes                  No Month-to-month
## 2444                 Yes                 Yes       Two year
## 2445                 Yes                 Yes Month-to-month
## 2446                  No                  No Month-to-month
## 2447                 Yes                  No Month-to-month
## 2448                  No                  No Month-to-month
## 2449                 Yes                 Yes Month-to-month
## 2450                 Yes                  No Month-to-month
## 2451                 Yes                 Yes       Two year
## 2452                 Yes                 Yes       One year
## 2453                  No                  No Month-to-month
## 2454                  No                  No Month-to-month
## 2455 No internet service No internet service       Two year
## 2456                  No                 Yes Month-to-month
## 2457 No internet service No internet service       Two year
## 2458                 Yes                  No       One year
## 2459                 Yes                 Yes       Two year
## 2460 No internet service No internet service Month-to-month
## 2461 No internet service No internet service       Two year
## 2462 No internet service No internet service       One year
## 2463                  No                 Yes Month-to-month
## 2464                  No                 Yes Month-to-month
## 2465                  No                  No Month-to-month
## 2466                  No                 Yes Month-to-month
## 2467 No internet service No internet service       Two year
## 2468                 Yes                 Yes       One year
## 2469                 Yes                 Yes Month-to-month
## 2470 No internet service No internet service       One year
## 2471 No internet service No internet service       Two year
## 2472                 Yes                 Yes Month-to-month
## 2473                  No                  No       Two year
## 2474 No internet service No internet service Month-to-month
## 2475                 Yes                 Yes Month-to-month
## 2476                  No                 Yes       Two year
## 2477                 Yes                 Yes       Two year
## 2478                  No                 Yes Month-to-month
## 2479                  No                  No Month-to-month
## 2480                  No                 Yes       Two year
## 2481                 Yes                 Yes Month-to-month
## 2482 No internet service No internet service       Two year
## 2483                  No                  No Month-to-month
## 2484                 Yes                  No Month-to-month
## 2485 No internet service No internet service Month-to-month
## 2486                  No                  No Month-to-month
## 2487                  No                 Yes       One year
## 2488                  No                  No Month-to-month
## 2489                  No                  No Month-to-month
## 2490                  No                 Yes       One year
## 2491                 Yes                 Yes       Two year
## 2492 No internet service No internet service Month-to-month
## 2493                 Yes                 Yes Month-to-month
## 2494                  No                 Yes Month-to-month
## 2495                  No                  No Month-to-month
## 2496 No internet service No internet service       One year
## 2497 No internet service No internet service       Two year
## 2498 No internet service No internet service Month-to-month
## 2499                  No                  No Month-to-month
## 2500                 Yes                  No       One year
## 2501                 Yes                 Yes       One year
## 2502 No internet service No internet service       Two year
## 2503 No internet service No internet service       One year
## 2504 No internet service No internet service       One year
## 2505                  No                  No Month-to-month
## 2506 No internet service No internet service       One year
## 2507 No internet service No internet service       Two year
## 2508 No internet service No internet service       Two year
## 2509                 Yes                 Yes       Two year
## 2510 No internet service No internet service       Two year
## 2511                  No                  No Month-to-month
## 2512                  No                 Yes       One year
## 2513                  No                 Yes       One year
## 2514 No internet service No internet service       Two year
## 2515                  No                 Yes Month-to-month
## 2516                 Yes                 Yes       Two year
## 2517                 Yes                 Yes Month-to-month
## 2518                  No                  No Month-to-month
## 2519                 Yes                 Yes Month-to-month
## 2520                 Yes                  No Month-to-month
## 2521                 Yes                 Yes       Two year
## 2522                  No                 Yes Month-to-month
## 2523                 Yes                 Yes       One year
## 2524 No internet service No internet service       Two year
## 2525 No internet service No internet service       Two year
## 2526                  No                 Yes       Two year
## 2527 No internet service No internet service Month-to-month
## 2528                  No                 Yes Month-to-month
## 2529                 Yes                  No Month-to-month
## 2530                  No                 Yes       One year
## 2531                 Yes                 Yes Month-to-month
## 2532 No internet service No internet service       Two year
## 2533                 Yes                 Yes       One year
## 2534                 Yes                 Yes       Two year
## 2535                  No                 Yes       One year
## 2536                 Yes                 Yes       Two year
## 2537 No internet service No internet service       One year
## 2538                 Yes                 Yes       Two year
## 2539                 Yes                  No       Two year
## 2540 No internet service No internet service       Two year
## 2541                 Yes                 Yes       Two year
## 2542                 Yes                 Yes       Two year
## 2543                 Yes                 Yes       One year
## 2544                 Yes                 Yes Month-to-month
## 2545                 Yes                 Yes       One year
## 2546                 Yes                  No       One year
## 2547                 Yes                 Yes Month-to-month
## 2548                  No                  No       Two year
## 2549                  No                  No Month-to-month
## 2550 No internet service No internet service Month-to-month
## 2551 No internet service No internet service       Two year
## 2552 No internet service No internet service Month-to-month
## 2553 No internet service No internet service       One year
## 2554 No internet service No internet service Month-to-month
## 2555                  No                  No Month-to-month
## 2556                 Yes                  No Month-to-month
## 2557                  No                  No Month-to-month
## 2558                  No                  No Month-to-month
## 2559 No internet service No internet service       One year
## 2560                 Yes                 Yes       Two year
## 2561                  No                 Yes Month-to-month
## 2562                 Yes                  No       Two year
## 2563                 Yes                 Yes       Two year
## 2564                 Yes                 Yes Month-to-month
## 2565                 Yes                 Yes       One year
## 2566 No internet service No internet service       Two year
## 2567                 Yes                 Yes       Two year
## 2568                 Yes                  No Month-to-month
## 2569 No internet service No internet service       Two year
## 2570 No internet service No internet service       Two year
## 2571                 Yes                 Yes Month-to-month
## 2572                 Yes                 Yes       Two year
## 2573 No internet service No internet service       Two year
## 2574                  No                 Yes Month-to-month
## 2575                 Yes                 Yes Month-to-month
## 2576 No internet service No internet service Month-to-month
## 2577                 Yes                 Yes Month-to-month
## 2578                 Yes                 Yes Month-to-month
## 2579                 Yes                 Yes Month-to-month
## 2580 No internet service No internet service       Two year
## 2581                 Yes                 Yes Month-to-month
## 2582 No internet service No internet service Month-to-month
## 2583                 Yes                 Yes Month-to-month
## 2584                 Yes                  No       Two year
## 2585                 Yes                  No Month-to-month
## 2586 No internet service No internet service       Two year
## 2587 No internet service No internet service Month-to-month
## 2588 No internet service No internet service       One year
## 2589                  No                  No Month-to-month
## 2590                  No                  No Month-to-month
## 2591                  No                 Yes Month-to-month
## 2592                 Yes                 Yes Month-to-month
## 2593 No internet service No internet service Month-to-month
## 2594 No internet service No internet service       Two year
## 2595                 Yes                 Yes       Two year
## 2596                 Yes                 Yes       Two year
## 2597                 Yes                  No       One year
## 2598                 Yes                 Yes       One year
## 2599                  No                  No Month-to-month
## 2600                  No                 Yes       Two year
## 2601                  No                  No Month-to-month
## 2602                  No                 Yes       Two year
## 2603                 Yes                 Yes       One year
## 2604                 Yes                 Yes       Two year
## 2605                 Yes                 Yes Month-to-month
## 2606 No internet service No internet service       Two year
## 2607                 Yes                 Yes Month-to-month
## 2608                  No                  No Month-to-month
## 2609                  No                  No Month-to-month
## 2610                 Yes                 Yes Month-to-month
## 2611                  No                  No Month-to-month
## 2612                  No                  No Month-to-month
## 2613                 Yes                 Yes Month-to-month
## 2614                  No                  No Month-to-month
## 2615                  No                 Yes       One year
## 2616                 Yes                 Yes       Two year
## 2617                  No                  No Month-to-month
## 2618 No internet service No internet service Month-to-month
## 2619 No internet service No internet service       One year
## 2620                 Yes                 Yes Month-to-month
## 2621                 Yes                  No Month-to-month
## 2622                 Yes                 Yes       Two year
## 2623                  No                  No       One year
## 2624                  No                  No Month-to-month
## 2625                  No                  No Month-to-month
## 2626                  No                  No Month-to-month
## 2627                  No                 Yes       One year
## 2628 No internet service No internet service       Two year
## 2629                  No                  No Month-to-month
## 2630                  No                  No Month-to-month
## 2631                  No                  No       Two year
## 2632                 Yes                 Yes Month-to-month
## 2633                  No                 Yes       Two year
## 2634                 Yes                  No       One year
## 2635                 Yes                  No Month-to-month
## 2636 No internet service No internet service       Two year
## 2637                 Yes                 Yes       Two year
## 2638                  No                  No       Two year
## 2639                 Yes                 Yes       One year
## 2640                  No                  No Month-to-month
## 2641                  No                 Yes Month-to-month
## 2642                  No                  No Month-to-month
## 2643                  No                 Yes Month-to-month
## 2644                  No                 Yes Month-to-month
## 2645                  No                  No Month-to-month
## 2646 No internet service No internet service Month-to-month
## 2647                 Yes                 Yes       Two year
## 2648 No internet service No internet service Month-to-month
## 2649                  No                  No Month-to-month
## 2650 No internet service No internet service       Two year
## 2651                  No                  No Month-to-month
## 2652                 Yes                 Yes Month-to-month
## 2653                  No                 Yes Month-to-month
## 2654                 Yes                 Yes       Two year
## 2655                 Yes                 Yes Month-to-month
## 2656                 Yes                  No Month-to-month
## 2657                  No                 Yes       One year
## 2658                  No                 Yes Month-to-month
## 2659 No internet service No internet service       Two year
## 2660                 Yes                 Yes       Two year
## 2661                  No                  No Month-to-month
## 2662                  No                  No       Two year
## 2663                 Yes                 Yes Month-to-month
## 2664                 Yes                 Yes       One year
## 2665                 Yes                  No       One year
## 2666                  No                 Yes       One year
## 2667                 Yes                 Yes       Two year
## 2668                 Yes                 Yes       Two year
## 2669 No internet service No internet service Month-to-month
## 2670                  No                 Yes Month-to-month
## 2671                 Yes                  No       One year
## 2672                 Yes                 Yes Month-to-month
## 2673 No internet service No internet service       One year
## 2674                 Yes                 Yes Month-to-month
## 2675 No internet service No internet service Month-to-month
## 2676 No internet service No internet service       Two year
## 2677 No internet service No internet service       One year
## 2678                  No                  No Month-to-month
## 2679 No internet service No internet service       One year
## 2680                  No                  No Month-to-month
## 2681                 Yes                 Yes       Two year
## 2682                  No                  No       Two year
## 2683                  No                  No Month-to-month
## 2684                  No                  No Month-to-month
## 2685                 Yes                 Yes       One year
## 2686                 Yes                  No       Two year
## 2687                  No                  No Month-to-month
## 2688                  No                 Yes Month-to-month
## 2689                  No                  No Month-to-month
## 2690                 Yes                 Yes       Two year
## 2691                 Yes                  No Month-to-month
## 2692                  No                 Yes       One year
## 2693                  No                  No Month-to-month
## 2694 No internet service No internet service       Two year
## 2695 No internet service No internet service Month-to-month
## 2696                  No                 Yes       One year
## 2697                  No                  No       Two year
## 2698                 Yes                 Yes       Two year
## 2699 No internet service No internet service Month-to-month
## 2700                 Yes                  No Month-to-month
## 2701                  No                  No Month-to-month
## 2702 No internet service No internet service       One year
## 2703                  No                  No Month-to-month
## 2704                  No                  No Month-to-month
## 2705                  No                 Yes       One year
## 2706 No internet service No internet service       Two year
## 2707                  No                  No Month-to-month
## 2708                 Yes                 Yes Month-to-month
## 2709                 Yes                 Yes Month-to-month
## 2710                 Yes                 Yes Month-to-month
## 2711 No internet service No internet service       One year
## 2712                 Yes                 Yes       One year
## 2713                  No                  No Month-to-month
## 2714 No internet service No internet service Month-to-month
## 2715                  No                 Yes       Two year
## 2716 No internet service No internet service Month-to-month
## 2717                  No                  No Month-to-month
## 2718                 Yes                 Yes       Two year
## 2719                  No                  No       Two year
## 2720                 Yes                 Yes       Two year
## 2721                  No                  No Month-to-month
## 2722                  No                 Yes Month-to-month
## 2723 No internet service No internet service       Two year
## 2724 No internet service No internet service Month-to-month
## 2725 No internet service No internet service       One year
## 2726                  No                  No Month-to-month
## 2727 No internet service No internet service       Two year
## 2728                 Yes                 Yes Month-to-month
## 2729                 Yes                 Yes       One year
## 2730                  No                 Yes Month-to-month
## 2731                 Yes                 Yes       One year
## 2732                 Yes                 Yes Month-to-month
## 2733 No internet service No internet service Month-to-month
## 2734                 Yes                  No Month-to-month
## 2735 No internet service No internet service Month-to-month
## 2736                  No                  No Month-to-month
## 2737                  No                 Yes Month-to-month
## 2738                 Yes                 Yes       One year
## 2739                 Yes                 Yes       Two year
## 2740                 Yes                 Yes       One year
## 2741                  No                  No Month-to-month
## 2742                 Yes                 Yes Month-to-month
## 2743                  No                  No       Two year
## 2744                 Yes                 Yes       Two year
## 2745                 Yes                 Yes       Two year
## 2746                 Yes                  No Month-to-month
## 2747 No internet service No internet service       Two year
## 2748 No internet service No internet service Month-to-month
## 2749                 Yes                 Yes Month-to-month
## 2750                 Yes                 Yes       One year
## 2751 No internet service No internet service       One year
## 2752                  No                  No Month-to-month
## 2753                  No                  No Month-to-month
## 2754                 Yes                 Yes Month-to-month
## 2755                  No                  No Month-to-month
## 2756 No internet service No internet service Month-to-month
## 2757 No internet service No internet service Month-to-month
## 2758                  No                  No       One year
## 2759 No internet service No internet service Month-to-month
## 2760 No internet service No internet service Month-to-month
## 2761 No internet service No internet service       One year
## 2762                  No                 Yes Month-to-month
## 2763                 Yes                 Yes       Two year
## 2764                  No                  No Month-to-month
## 2765                  No                  No Month-to-month
## 2766                  No                  No Month-to-month
## 2767                 Yes                 Yes       One year
## 2768                  No                  No Month-to-month
## 2769 No internet service No internet service       One year
## 2770 No internet service No internet service Month-to-month
## 2771                 Yes                 Yes Month-to-month
## 2772                  No                 Yes Month-to-month
## 2773                 Yes                  No       Two year
## 2774                  No                  No Month-to-month
## 2775                  No                  No Month-to-month
## 2776                  No                  No       One year
## 2777                  No                  No Month-to-month
## 2778 No internet service No internet service Month-to-month
## 2779                  No                  No       One year
## 2780                 Yes                  No Month-to-month
## 2781                 Yes                  No       One year
## 2782                  No                 Yes Month-to-month
## 2783                 Yes                 Yes       Two year
## 2784                  No                 Yes Month-to-month
## 2785                 Yes                 Yes Month-to-month
## 2786                 Yes                 Yes       Two year
## 2787                  No                  No       One year
## 2788 No internet service No internet service       Two year
## 2789                  No                  No       One year
## 2790                 Yes                  No Month-to-month
## 2791                 Yes                 Yes       Two year
## 2792                 Yes                 Yes       Two year
## 2793                  No                  No Month-to-month
## 2794                  No                  No Month-to-month
## 2795                  No                  No Month-to-month
## 2796                  No                  No Month-to-month
## 2797                 Yes                  No Month-to-month
## 2798                 Yes                 Yes Month-to-month
## 2799                 Yes                 Yes Month-to-month
## 2800 No internet service No internet service       One year
## 2801 No internet service No internet service Month-to-month
## 2802                 Yes                 Yes       One year
## 2803                 Yes                 Yes Month-to-month
## 2804 No internet service No internet service       Two year
## 2805                  No                  No       One year
## 2806                  No                  No       Two year
## 2807                 Yes                 Yes       Two year
## 2808 No internet service No internet service       One year
## 2809                 Yes                 Yes Month-to-month
## 2810                  No                  No Month-to-month
## 2811                 Yes                 Yes       One year
## 2812 No internet service No internet service       Two year
## 2813                 Yes                 Yes       One year
## 2814 No internet service No internet service       Two year
## 2815                 Yes                  No       Two year
## 2816                 Yes                  No Month-to-month
## 2817                 Yes                 Yes       Two year
## 2818 No internet service No internet service       Two year
## 2819                 Yes                 Yes Month-to-month
## 2820                  No                  No Month-to-month
## 2821 No internet service No internet service       One year
## 2822                  No                  No Month-to-month
## 2823                  No                 Yes Month-to-month
## 2824 No internet service No internet service       Two year
## 2825 No internet service No internet service       Two year
## 2826 No internet service No internet service Month-to-month
## 2827                  No                  No       One year
## 2828                  No                  No Month-to-month
## 2829 No internet service No internet service       Two year
## 2830                  No                  No Month-to-month
## 2831                  No                  No       Two year
## 2832                 Yes                  No Month-to-month
## 2833                 Yes                  No       One year
## 2834                  No                  No       Two year
## 2835 No internet service No internet service       One year
## 2836                  No                  No       One year
## 2837                 Yes                 Yes Month-to-month
## 2838 No internet service No internet service Month-to-month
## 2839 No internet service No internet service       Two year
## 2840 No internet service No internet service       Two year
## 2841                  No                  No Month-to-month
## 2842                  No                  No Month-to-month
## 2843                  No                 Yes Month-to-month
## 2844 No internet service No internet service       Two year
## 2845                 Yes                 Yes Month-to-month
## 2846                  No                 Yes Month-to-month
## 2847                  No                 Yes Month-to-month
## 2848                  No                  No Month-to-month
## 2849                  No                  No       One year
## 2850 No internet service No internet service Month-to-month
## 2851                 Yes                 Yes Month-to-month
## 2852                 Yes                 Yes       Two year
## 2853                 Yes                 Yes       Two year
## 2854                  No                  No       One year
## 2855                 Yes                  No       One year
## 2856 No internet service No internet service       Two year
## 2857                  No                  No Month-to-month
## 2858                  No                 Yes       Two year
## 2859 No internet service No internet service Month-to-month
## 2860                 Yes                 Yes       Two year
## 2861                 Yes                 Yes Month-to-month
## 2862                  No                 Yes Month-to-month
## 2863                  No                  No Month-to-month
## 2864                  No                  No Month-to-month
## 2865                 Yes                  No Month-to-month
## 2866                 Yes                 Yes       Two year
## 2867                  No                 Yes Month-to-month
## 2868 No internet service No internet service       One year
## 2869                 Yes                  No Month-to-month
## 2870                 Yes                 Yes Month-to-month
## 2871                 Yes                 Yes       Two year
## 2872                 Yes                  No Month-to-month
## 2873 No internet service No internet service       Two year
## 2874                 Yes                 Yes Month-to-month
## 2875 No internet service No internet service       Two year
## 2876                  No                 Yes Month-to-month
## 2877 No internet service No internet service       One year
## 2878                 Yes                 Yes Month-to-month
## 2879                 Yes                  No Month-to-month
## 2880                 Yes                 Yes Month-to-month
## 2881                  No                 Yes Month-to-month
## 2882                  No                 Yes       One year
## 2883                 Yes                 Yes Month-to-month
## 2884 No internet service No internet service       Two year
## 2885                 Yes                 Yes       Two year
## 2886                 Yes                 Yes       Two year
## 2887                 Yes                 Yes Month-to-month
## 2888                  No                  No Month-to-month
## 2889                  No                  No Month-to-month
## 2890                 Yes                  No       One year
## 2891                  No                  No Month-to-month
## 2892                  No                 Yes Month-to-month
## 2893 No internet service No internet service Month-to-month
## 2894                  No                  No Month-to-month
## 2895                  No                  No       One year
## 2896 No internet service No internet service       One year
## 2897 No internet service No internet service       One year
## 2898 No internet service No internet service       Two year
## 2899                 Yes                 Yes       Two year
## 2900                 Yes                  No       Two year
## 2901                  No                  No Month-to-month
## 2902                 Yes                  No       Two year
## 2903                  No                  No Month-to-month
## 2904                  No                  No Month-to-month
## 2905                  No                  No Month-to-month
## 2906                  No                  No       One year
## 2907                  No                  No Month-to-month
## 2908                 Yes                 Yes Month-to-month
## 2909                 Yes                 Yes Month-to-month
## 2910                  No                  No       One year
## 2911 No internet service No internet service       Two year
## 2912                  No                  No Month-to-month
## 2913                  No                 Yes Month-to-month
## 2914                 Yes                 Yes       Two year
## 2915                 Yes                 Yes       One year
## 2916                 Yes                 Yes       Two year
## 2917                  No                 Yes Month-to-month
## 2918 No internet service No internet service       Two year
## 2919                  No                 Yes Month-to-month
## 2920                 Yes                 Yes       Two year
## 2921                 Yes                 Yes       Two year
## 2922                 Yes                 Yes Month-to-month
## 2923                 Yes                 Yes Month-to-month
## 2924                 Yes                  No Month-to-month
## 2925                  No                  No Month-to-month
## 2926                 Yes                 Yes       One year
## 2927                 Yes                 Yes       Two year
## 2928                  No                  No Month-to-month
## 2929                  No                 Yes       Two year
## 2930                  No                  No       One year
## 2931 No internet service No internet service       Two year
## 2932                 Yes                 Yes Month-to-month
## 2933                 Yes                 Yes       Two year
## 2934 No internet service No internet service       Two year
## 2935 No internet service No internet service Month-to-month
## 2936                 Yes                 Yes       Two year
## 2937                 Yes                 Yes Month-to-month
## 2938                  No                 Yes       One year
## 2939                  No                 Yes       One year
## 2940                  No                  No Month-to-month
## 2941                 Yes                 Yes Month-to-month
## 2942                 Yes                  No       Two year
## 2943 No internet service No internet service       Two year
## 2944 No internet service No internet service       Two year
## 2945                 Yes                  No Month-to-month
## 2946                  No                  No Month-to-month
## 2947                  No                  No Month-to-month
## 2948                 Yes                  No Month-to-month
## 2949                 Yes                 Yes Month-to-month
## 2950                  No                  No       One year
## 2951 No internet service No internet service Month-to-month
## 2952                  No                 Yes       One year
## 2953 No internet service No internet service Month-to-month
## 2954                 Yes                 Yes Month-to-month
## 2955                  No                  No Month-to-month
## 2956                 Yes                 Yes Month-to-month
## 2957                 Yes                 Yes Month-to-month
## 2958                  No                  No Month-to-month
## 2959 No internet service No internet service Month-to-month
## 2960                 Yes                  No Month-to-month
## 2961                 Yes                 Yes Month-to-month
## 2962                  No                  No Month-to-month
## 2963                  No                  No Month-to-month
## 2964 No internet service No internet service       One year
## 2965                  No                  No       One year
## 2966                  No                  No Month-to-month
## 2967                 Yes                 Yes Month-to-month
## 2968                 Yes                 Yes       Two year
## 2969                  No                 Yes Month-to-month
## 2970                 Yes                 Yes       Two year
## 2971                  No                  No Month-to-month
## 2972                 Yes                 Yes       Two year
## 2973                 Yes                 Yes       Two year
## 2974                 Yes                 Yes Month-to-month
## 2975                  No                 Yes Month-to-month
## 2976                  No                 Yes Month-to-month
## 2977 No internet service No internet service Month-to-month
## 2978 No internet service No internet service Month-to-month
## 2979                  No                  No Month-to-month
## 2980                  No                  No       One year
## 2981 No internet service No internet service       Two year
## 2982 No internet service No internet service       Two year
## 2983 No internet service No internet service       One year
## 2984                 Yes                 Yes       Two year
## 2985 No internet service No internet service       One year
## 2986                 Yes                 Yes       Two year
## 2987                  No                  No       Two year
## 2988 No internet service No internet service       Two year
## 2989                 Yes                 Yes       Two year
## 2990 No internet service No internet service Month-to-month
## 2991                  No                 Yes Month-to-month
## 2992                 Yes                  No Month-to-month
## 2993                  No                  No Month-to-month
## 2994 No internet service No internet service       One year
## 2995                  No                  No       Two year
## 2996                  No                  No Month-to-month
## 2997                  No                  No Month-to-month
## 2998                 Yes                  No Month-to-month
## 2999                  No                  No Month-to-month
## 3000 No internet service No internet service Month-to-month
## 3001                 Yes                  No Month-to-month
## 3002 No internet service No internet service Month-to-month
## 3003                 Yes                 Yes       One year
## 3004                  No                  No Month-to-month
## 3005                 Yes                 Yes Month-to-month
## 3006 No internet service No internet service Month-to-month
## 3007                  No                  No Month-to-month
## 3008                  No                  No Month-to-month
## 3009 No internet service No internet service       One year
## 3010 No internet service No internet service Month-to-month
## 3011                  No                  No Month-to-month
## 3012 No internet service No internet service       Two year
## 3013                  No                  No       Two year
## 3014                 Yes                 Yes       One year
## 3015                 Yes                  No Month-to-month
## 3016                 Yes                 Yes       Two year
## 3017                  No                 Yes Month-to-month
## 3018                  No                  No       One year
## 3019 No internet service No internet service       Two year
## 3020                  No                  No Month-to-month
## 3021                  No                  No       One year
## 3022 No internet service No internet service Month-to-month
## 3023 No internet service No internet service Month-to-month
## 3024                 Yes                 Yes       Two year
## 3025 No internet service No internet service Month-to-month
## 3026 No internet service No internet service       Two year
## 3027                 Yes                  No Month-to-month
## 3028 No internet service No internet service Month-to-month
## 3029                  No                  No Month-to-month
## 3030                  No                  No       One year
## 3031                 Yes                  No Month-to-month
## 3032                  No                  No Month-to-month
## 3033 No internet service No internet service       Two year
## 3034                 Yes                 Yes       Two year
## 3035                 Yes                  No Month-to-month
## 3036                  No                  No Month-to-month
## 3037                 Yes                  No       One year
## 3038 No internet service No internet service       One year
## 3039                 Yes                 Yes       One year
## 3040                 Yes                 Yes       Two year
## 3041                 Yes                 Yes       Two year
## 3042                  No                  No Month-to-month
## 3043                  No                  No Month-to-month
## 3044                  No                  No Month-to-month
## 3045                  No                  No Month-to-month
## 3046                  No                 Yes       One year
## 3047                 Yes                 Yes       One year
## 3048                  No                 Yes Month-to-month
## 3049                  No                  No Month-to-month
## 3050 No internet service No internet service Month-to-month
## 3051                  No                 Yes Month-to-month
## 3052                 Yes                 Yes       Two year
## 3053                  No                  No Month-to-month
## 3054                 Yes                 Yes       Two year
## 3055                 Yes                 Yes       One year
## 3056                  No                  No Month-to-month
## 3057                 Yes                  No       Two year
## 3058 No internet service No internet service       One year
## 3059                  No                  No       One year
## 3060 No internet service No internet service       Two year
## 3061                 Yes                  No       One year
## 3062                 Yes                 Yes Month-to-month
## 3063                  No                  No Month-to-month
## 3064                 Yes                 Yes Month-to-month
## 3065                  No                  No Month-to-month
## 3066                  No                  No Month-to-month
## 3067                  No                  No Month-to-month
## 3068                  No                 Yes Month-to-month
## 3069                  No                 Yes       One year
## 3070 No internet service No internet service Month-to-month
## 3071                  No                 Yes Month-to-month
## 3072                 Yes                 Yes       Two year
## 3073                  No                 Yes       One year
## 3074                 Yes                 Yes       Two year
## 3075                  No                  No Month-to-month
## 3076                 Yes                 Yes       One year
## 3077                  No                  No Month-to-month
## 3078                  No                  No       Two year
## 3079                 Yes                  No Month-to-month
## 3080                 Yes                 Yes Month-to-month
## 3081                  No                  No Month-to-month
## 3082                 Yes                  No Month-to-month
## 3083                  No                  No       One year
## 3084 No internet service No internet service       One year
## 3085 No internet service No internet service       One year
## 3086                 Yes                 Yes Month-to-month
## 3087                  No                 Yes Month-to-month
## 3088                 Yes                  No Month-to-month
## 3089                 Yes                 Yes       Two year
## 3090                 Yes                 Yes       Two year
## 3091                 Yes                  No Month-to-month
## 3092 No internet service No internet service       One year
## 3093                  No                  No Month-to-month
## 3094                  No                  No       One year
## 3095                 Yes                  No       One year
## 3096                  No                 Yes Month-to-month
## 3097                 Yes                 Yes       Two year
## 3098 No internet service No internet service Month-to-month
## 3099                  No                  No Month-to-month
## 3100 No internet service No internet service       One year
## 3101                 Yes                  No Month-to-month
## 3102                  No                  No Month-to-month
## 3103                  No                  No Month-to-month
## 3104 No internet service No internet service Month-to-month
## 3105                  No                  No Month-to-month
## 3106                  No                  No Month-to-month
## 3107 No internet service No internet service       Two year
## 3108                 Yes                 Yes       Two year
## 3109                 Yes                 Yes       One year
## 3110 No internet service No internet service       Two year
## 3111 No internet service No internet service Month-to-month
## 3112                 Yes                 Yes       Two year
## 3113                  No                 Yes       Two year
## 3114                 Yes                 Yes Month-to-month
## 3115                 Yes                 Yes Month-to-month
## 3116                  No                  No Month-to-month
## 3117                  No                 Yes       One year
## 3118                 Yes                 Yes       One year
## 3119 No internet service No internet service       One year
## 3120                 Yes                  No Month-to-month
## 3121 No internet service No internet service       Two year
## 3122                 Yes                  No Month-to-month
## 3123 No internet service No internet service       One year
## 3124                  No                  No Month-to-month
## 3125                 Yes                 Yes       Two year
## 3126 No internet service No internet service Month-to-month
## 3127                  No                  No Month-to-month
## 3128                  No                  No Month-to-month
## 3129 No internet service No internet service Month-to-month
## 3130                 Yes                  No       One year
## 3131                 Yes                 Yes       One year
## 3132                  No                 Yes       Two year
## 3133                  No                  No Month-to-month
## 3134                  No                 Yes       One year
## 3135 No internet service No internet service Month-to-month
## 3136                 Yes                 Yes Month-to-month
## 3137                  No                  No Month-to-month
## 3138                 Yes                 Yes       One year
## 3139                  No                  No Month-to-month
## 3140                  No                  No Month-to-month
## 3141                  No                  No Month-to-month
## 3142                  No                 Yes Month-to-month
## 3143 No internet service No internet service Month-to-month
## 3144                 Yes                  No Month-to-month
## 3145 No internet service No internet service Month-to-month
## 3146                  No                  No Month-to-month
## 3147                 Yes                 Yes Month-to-month
## 3148                 Yes                 Yes Month-to-month
## 3149                  No                  No Month-to-month
## 3150                  No                 Yes Month-to-month
## 3151                  No                  No Month-to-month
## 3152                  No                  No Month-to-month
## 3153                  No                 Yes       One year
## 3154                  No                  No Month-to-month
## 3155                  No                  No Month-to-month
## 3156 No internet service No internet service       One year
## 3157 No internet service No internet service Month-to-month
## 3158                  No                  No Month-to-month
## 3159                  No                  No Month-to-month
## 3160                 Yes                 Yes Month-to-month
## 3161                  No                  No       Two year
## 3162 No internet service No internet service       One year
## 3163                 Yes                 Yes Month-to-month
## 3164                  No                 Yes Month-to-month
## 3165                 Yes                 Yes Month-to-month
## 3166 No internet service No internet service       One year
## 3167                  No                  No Month-to-month
## 3168                  No                 Yes       Two year
## 3169 No internet service No internet service       One year
## 3170                 Yes                  No       One year
## 3171                 Yes                 Yes       One year
## 3172 No internet service No internet service       Two year
## 3173                 Yes                 Yes Month-to-month
## 3174 No internet service No internet service       One year
## 3175                 Yes                 Yes       One year
## 3176                  No                 Yes Month-to-month
## 3177 No internet service No internet service       Two year
## 3178                 Yes                  No       Two year
## 3179                 Yes                  No Month-to-month
## 3180 No internet service No internet service       Two year
## 3181 No internet service No internet service Month-to-month
## 3182                  No                 Yes       Two year
## 3183                 Yes                 Yes       Two year
## 3184                 Yes                  No Month-to-month
## 3185                 Yes                 Yes       Two year
## 3186                  No                  No Month-to-month
## 3187 No internet service No internet service       Two year
## 3188                 Yes                  No Month-to-month
## 3189                  No                  No Month-to-month
## 3190 No internet service No internet service Month-to-month
## 3191                 Yes                 Yes       Two year
## 3192                  No                  No Month-to-month
## 3193 No internet service No internet service       Two year
## 3194 No internet service No internet service       Two year
## 3195                 Yes                 Yes Month-to-month
## 3196                  No                  No Month-to-month
## 3197 No internet service No internet service       One year
## 3198                 Yes                 Yes       One year
## 3199                 Yes                 Yes       One year
## 3200 No internet service No internet service       Two year
## 3201                 Yes                 Yes Month-to-month
## 3202                 Yes                 Yes       Two year
## 3203                  No                 Yes Month-to-month
## 3204                 Yes                 Yes       Two year
## 3205 No internet service No internet service       One year
## 3206                 Yes                 Yes       Two year
## 3207 No internet service No internet service Month-to-month
## 3208 No internet service No internet service Month-to-month
## 3209                  No                 Yes       One year
## 3210                 Yes                 Yes Month-to-month
## 3211                 Yes                  No       One year
## 3212 No internet service No internet service       One year
## 3213                  No                  No Month-to-month
## 3214                  No                  No       One year
## 3215                  No                  No       One year
## 3216                  No                  No Month-to-month
## 3217                  No                  No Month-to-month
## 3218 No internet service No internet service Month-to-month
## 3219                  No                  No       One year
## 3220 No internet service No internet service       Two year
## 3221                  No                 Yes       Two year
## 3222                  No                  No Month-to-month
## 3223                  No                  No Month-to-month
## 3224                  No                  No Month-to-month
## 3225                 Yes                 Yes Month-to-month
## 3226                 Yes                 Yes Month-to-month
## 3227 No internet service No internet service Month-to-month
## 3228                 Yes                  No Month-to-month
## 3229                 Yes                 Yes       One year
## 3230                 Yes                 Yes Month-to-month
## 3231 No internet service No internet service       Two year
## 3232                 Yes                 Yes Month-to-month
## 3233                  No                  No       One year
## 3234                  No                  No Month-to-month
## 3235 No internet service No internet service       Two year
## 3236                  No                  No       One year
## 3237                  No                  No Month-to-month
## 3238 No internet service No internet service       Two year
## 3239 No internet service No internet service       Two year
## 3240                  No                  No Month-to-month
## 3241                 Yes                 Yes       One year
## 3242 No internet service No internet service Month-to-month
## 3243 No internet service No internet service       Two year
## 3244                  No                 Yes Month-to-month
## 3245                  No                  No Month-to-month
## 3246                  No                  No Month-to-month
## 3247                 Yes                  No Month-to-month
## 3248                 Yes                 Yes       Two year
## 3249                  No                 Yes Month-to-month
## 3250                  No                  No Month-to-month
## 3251 No internet service No internet service       One year
## 3252                 Yes                 Yes Month-to-month
## 3253                  No                  No       One year
## 3254                 Yes                 Yes Month-to-month
## 3255                 Yes                 Yes Month-to-month
## 3256                 Yes                 Yes       One year
## 3257                 Yes                 Yes       One year
## 3258                 Yes                 Yes Month-to-month
## 3259                  No                  No Month-to-month
## 3260                  No                  No Month-to-month
## 3261                  No                  No Month-to-month
## 3262                 Yes                 Yes       Two year
## 3263                 Yes                  No Month-to-month
## 3264                  No                  No Month-to-month
## 3265                 Yes                  No Month-to-month
## 3266                  No                  No Month-to-month
## 3267 No internet service No internet service       Two year
## 3268 No internet service No internet service       One year
## 3269                 Yes                 Yes       One year
## 3270 No internet service No internet service       One year
## 3271                 Yes                 Yes Month-to-month
## 3272                 Yes                 Yes Month-to-month
## 3273                  No                  No Month-to-month
## 3274                  No                  No Month-to-month
## 3275                 Yes                 Yes Month-to-month
## 3276 No internet service No internet service       Two year
## 3277                  No                 Yes Month-to-month
## 3278 No internet service No internet service       One year
## 3279                 Yes                 Yes       Two year
## 3280                  No                  No       One year
## 3281                  No                  No       Two year
## 3282                 Yes                 Yes       Two year
## 3283                 Yes                 Yes       One year
## 3284 No internet service No internet service       One year
## 3285                 Yes                  No Month-to-month
## 3286                  No                 Yes       Two year
## 3287                 Yes                 Yes Month-to-month
## 3288                 Yes                 Yes       One year
## 3289 No internet service No internet service       Two year
## 3290                 Yes                  No Month-to-month
## 3291                  No                  No Month-to-month
## 3292                  No                  No Month-to-month
## 3293                 Yes                 Yes Month-to-month
## 3294                  No                 Yes Month-to-month
## 3295                  No                  No Month-to-month
## 3296                 Yes                  No       Two year
## 3297                  No                  No Month-to-month
## 3298                 Yes                 Yes       Two year
## 3299 No internet service No internet service Month-to-month
## 3300                 Yes                 Yes       One year
## 3301 No internet service No internet service       One year
## 3302                  No                  No Month-to-month
## 3303                 Yes                 Yes       One year
## 3304                  No                  No Month-to-month
## 3305                 Yes                 Yes       Two year
## 3306                 Yes                 Yes Month-to-month
## 3307                  No                  No Month-to-month
## 3308                 Yes                 Yes       Two year
## 3309 No internet service No internet service       Two year
## 3310 No internet service No internet service       One year
## 3311                 Yes                  No Month-to-month
## 3312                 Yes                  No Month-to-month
## 3313 No internet service No internet service Month-to-month
## 3314 No internet service No internet service Month-to-month
## 3315                  No                  No       One year
## 3316                 Yes                 Yes       One year
## 3317                 Yes                  No       One year
## 3318                 Yes                  No       One year
## 3319                  No                  No Month-to-month
## 3320                 Yes                 Yes Month-to-month
## 3321                  No                 Yes Month-to-month
## 3322 No internet service No internet service       Two year
## 3323                  No                 Yes Month-to-month
## 3324 No internet service No internet service Month-to-month
## 3325                  No                  No Month-to-month
## 3326                  No                 Yes Month-to-month
## 3327                 Yes                  No       One year
## 3328                  No                 Yes       One year
## 3329                  No                  No Month-to-month
## 3330                  No                  No Month-to-month
## 3331                 Yes                 Yes Month-to-month
## 3333                  No                  No Month-to-month
## 3334 No internet service No internet service       Two year
## 3335                 Yes                 Yes Month-to-month
## 3336 No internet service No internet service Month-to-month
## 3337 No internet service No internet service       Two year
## 3338                  No                  No Month-to-month
## 3339                  No                 Yes Month-to-month
## 3340                 Yes                 Yes       Two year
## 3341                 Yes                  No Month-to-month
## 3342                  No                  No Month-to-month
## 3343                 Yes                 Yes       One year
## 3344 No internet service No internet service       One year
## 3345                  No                  No Month-to-month
## 3346                 Yes                 Yes       One year
## 3347                  No                 Yes Month-to-month
## 3348 No internet service No internet service       Two year
## 3349                 Yes                 Yes       One year
## 3350                 Yes                 Yes Month-to-month
## 3351                  No                  No Month-to-month
## 3352                  No                  No Month-to-month
## 3353                  No                 Yes Month-to-month
## 3354                  No                 Yes Month-to-month
## 3355                  No                 Yes       One year
## 3356                  No                  No       Two year
## 3357                  No                  No Month-to-month
## 3358                  No                 Yes Month-to-month
## 3359                  No                  No Month-to-month
## 3360 No internet service No internet service Month-to-month
## 3361                 Yes                  No Month-to-month
## 3362                  No                 Yes Month-to-month
## 3363                  No                  No Month-to-month
## 3364                 Yes                 Yes       Two year
## 3365                 Yes                 Yes Month-to-month
## 3366 No internet service No internet service       Two year
## 3367                 Yes                 Yes       One year
## 3368                 Yes                 Yes       Two year
## 3369                  No                 Yes       One year
## 3370                  No                  No Month-to-month
## 3371                  No                 Yes Month-to-month
## 3372 No internet service No internet service Month-to-month
## 3373                 Yes                 Yes Month-to-month
## 3374                  No                  No Month-to-month
## 3375                  No                  No Month-to-month
## 3376 No internet service No internet service       Two year
## 3377 No internet service No internet service Month-to-month
## 3378 No internet service No internet service       Two year
## 3379                 Yes                 Yes       Two year
## 3380 No internet service No internet service Month-to-month
## 3381                 Yes                 Yes Month-to-month
## 3382                 Yes                 Yes       One year
## 3383 No internet service No internet service       Two year
## 3384                  No                  No Month-to-month
## 3385                  No                  No Month-to-month
## 3386                 Yes                 Yes Month-to-month
## 3387                  No                 Yes       One year
## 3388 No internet service No internet service Month-to-month
## 3389                  No                  No Month-to-month
## 3390                  No                  No Month-to-month
## 3391 No internet service No internet service       One year
## 3392 No internet service No internet service Month-to-month
## 3393                  No                  No       One year
## 3394                 Yes                 Yes       Two year
## 3395                  No                  No       One year
## 3396                  No                  No Month-to-month
## 3397                 Yes                 Yes       One year
## 3398                 Yes                 Yes       Two year
## 3399                  No                 Yes       One year
## 3400                 Yes                 Yes       Two year
## 3401                 Yes                  No Month-to-month
## 3402 No internet service No internet service       Two year
## 3403                  No                 Yes Month-to-month
## 3404 No internet service No internet service Month-to-month
## 3405                  No                  No       One year
## 3406                  No                  No Month-to-month
## 3407 No internet service No internet service       One year
## 3408 No internet service No internet service       Two year
## 3409                  No                  No Month-to-month
## 3410                 Yes                 Yes       Two year
## 3411                 Yes                  No Month-to-month
## 3412                 Yes                 Yes Month-to-month
## 3413                  No                  No       Two year
## 3414                 Yes                 Yes Month-to-month
## 3415                  No                  No       Two year
## 3416                 Yes                  No       One year
## 3417                 Yes                 Yes Month-to-month
## 3418                  No                  No Month-to-month
## 3419                 Yes                 Yes Month-to-month
## 3420                 Yes                  No       Two year
## 3421                 Yes                  No Month-to-month
## 3422                  No                  No       Two year
## 3423                 Yes                 Yes       Two year
## 3424                  No                  No Month-to-month
## 3425                 Yes                 Yes Month-to-month
## 3426                  No                  No       One year
## 3427                  No                  No Month-to-month
## 3428                 Yes                 Yes Month-to-month
## 3429                 Yes                  No Month-to-month
## 3430 No internet service No internet service       One year
## 3431                  No                 Yes       One year
## 3432                 Yes                 Yes Month-to-month
## 3433                 Yes                 Yes       Two year
## 3434                 Yes                 Yes       One year
## 3435                  No                  No       One year
## 3436                  No                  No Month-to-month
## 3437 No internet service No internet service       One year
## 3438                  No                  No       One year
## 3439                 Yes                 Yes Month-to-month
## 3440                 Yes                 Yes       Two year
## 3441                 Yes                 Yes       Two year
## 3442                  No                  No       One year
## 3443                 Yes                 Yes Month-to-month
## 3444                 Yes                  No       One year
## 3445                  No                  No       One year
## 3446                 Yes                 Yes       One year
## 3447                 Yes                 Yes       One year
## 3448                  No                  No       One year
## 3449                  No                 Yes Month-to-month
## 3450                 Yes                  No       One year
## 3451                 Yes                 Yes       One year
## 3452                  No                  No       One year
## 3453                  No                  No Month-to-month
## 3454                 Yes                 Yes       One year
## 3455                  No                  No Month-to-month
## 3456                 Yes                 Yes Month-to-month
## 3457                 Yes                 Yes       Two year
## 3458 No internet service No internet service Month-to-month
## 3459                 Yes                 Yes Month-to-month
## 3460 No internet service No internet service       Two year
## 3461                 Yes                 Yes Month-to-month
## 3462                  No                  No Month-to-month
## 3463                  No                 Yes Month-to-month
## 3464                 Yes                  No Month-to-month
## 3465                  No                 Yes Month-to-month
## 3466                  No                  No Month-to-month
## 3467 No internet service No internet service       Two year
## 3468                 Yes                 Yes Month-to-month
## 3469 No internet service No internet service Month-to-month
## 3470                 Yes                 Yes Month-to-month
## 3471                  No                  No Month-to-month
## 3472 No internet service No internet service       One year
## 3473                 Yes                 Yes Month-to-month
## 3474                 Yes                 Yes Month-to-month
## 3475                  No                  No Month-to-month
## 3476 No internet service No internet service       One year
## 3477                 Yes                 Yes       One year
## 3478                  No                  No Month-to-month
## 3479                 Yes                 Yes       One year
## 3480                  No                  No Month-to-month
## 3481 No internet service No internet service       Two year
## 3482                  No                  No Month-to-month
## 3483                  No                  No Month-to-month
## 3484                  No                  No Month-to-month
## 3485                  No                 Yes Month-to-month
## 3486                  No                  No Month-to-month
## 3487                 Yes                  No       One year
## 3488 No internet service No internet service       Two year
## 3489                  No                 Yes Month-to-month
## 3490                 Yes                 Yes       One year
## 3491                  No                  No Month-to-month
## 3492                 Yes                  No       One year
## 3493                  No                  No Month-to-month
## 3494                  No                  No Month-to-month
## 3495                 Yes                  No Month-to-month
## 3496                  No                  No Month-to-month
## 3497                  No                  No Month-to-month
## 3498                  No                  No Month-to-month
## 3499                  No                  No Month-to-month
## 3500 No internet service No internet service Month-to-month
## 3501                  No                 Yes       One year
## 3502                 Yes                  No       Two year
## 3503                 Yes                 Yes       One year
## 3504                 Yes                 Yes       One year
## 3505 No internet service No internet service       Two year
## 3506                  No                  No Month-to-month
## 3507                  No                  No Month-to-month
## 3508 No internet service No internet service Month-to-month
## 3509                 Yes                 Yes       Two year
## 3510                  No                  No Month-to-month
## 3511                  No                  No Month-to-month
## 3512 No internet service No internet service       Two year
## 3513 No internet service No internet service       One year
## 3514 No internet service No internet service Month-to-month
## 3515                 Yes                 Yes       Two year
## 3516                  No                  No Month-to-month
## 3517                  No                  No Month-to-month
## 3518                 Yes                 Yes       One year
## 3519 No internet service No internet service Month-to-month
## 3520                 Yes                  No Month-to-month
## 3521 No internet service No internet service Month-to-month
## 3522                  No                  No       One year
## 3523 No internet service No internet service       One year
## 3524                 Yes                 Yes       Two year
## 3525                  No                 Yes Month-to-month
## 3526                 Yes                  No Month-to-month
## 3527                  No                  No Month-to-month
## 3528                  No                  No Month-to-month
## 3529 No internet service No internet service Month-to-month
## 3530                  No                  No Month-to-month
## 3531                 Yes                  No Month-to-month
## 3532 No internet service No internet service       One year
## 3533                  No                 Yes Month-to-month
## 3534 No internet service No internet service       One year
## 3535                 Yes                 Yes       One year
## 3536                 Yes                 Yes       Two year
## 3537                  No                  No Month-to-month
## 3538                  No                  No       One year
## 3539                 Yes                  No       Two year
## 3540                  No                  No Month-to-month
## 3541                 Yes                 Yes       Two year
## 3542                 Yes                  No Month-to-month
## 3543                  No                 Yes       One year
## 3544                  No                 Yes       Two year
## 3545                 Yes                  No Month-to-month
## 3546                 Yes                 Yes Month-to-month
## 3547                 Yes                 Yes       Two year
## 3548                 Yes                 Yes       Two year
## 3549                  No                 Yes       One year
## 3550                  No                  No       Two year
## 3551                 Yes                 Yes Month-to-month
## 3552                  No                 Yes Month-to-month
## 3553                  No                 Yes       Two year
## 3554 No internet service No internet service       Two year
## 3555                  No                  No Month-to-month
## 3556                 Yes                  No Month-to-month
## 3557 No internet service No internet service       One year
## 3558                 Yes                 Yes Month-to-month
## 3559                 Yes                 Yes       One year
## 3560 No internet service No internet service       Two year
## 3561                  No                  No Month-to-month
## 3562                  No                  No Month-to-month
## 3563                  No                 Yes Month-to-month
## 3564                  No                 Yes Month-to-month
## 3565                  No                 Yes       One year
## 3566                  No                  No Month-to-month
## 3567                 Yes                 Yes       One year
## 3568                  No                 Yes Month-to-month
## 3569                 Yes                 Yes Month-to-month
## 3570 No internet service No internet service       One year
## 3571 No internet service No internet service       Two year
## 3572                  No                 Yes Month-to-month
## 3573                  No                 Yes Month-to-month
## 3574 No internet service No internet service Month-to-month
## 3575 No internet service No internet service Month-to-month
## 3576                 Yes                 Yes Month-to-month
## 3577 No internet service No internet service       One year
## 3578                  No                 Yes       One year
## 3579                 Yes                  No Month-to-month
## 3580                  No                  No Month-to-month
## 3581                 Yes                 Yes Month-to-month
## 3582                 Yes                  No       Two year
## 3583                 Yes                  No Month-to-month
## 3584                 Yes                 Yes       One year
## 3585                  No                  No Month-to-month
## 3586                 Yes                  No       One year
## 3587                  No                  No Month-to-month
## 3588                 Yes                 Yes Month-to-month
## 3589                  No                 Yes Month-to-month
## 3590                  No                 Yes Month-to-month
## 3591 No internet service No internet service       One year
## 3592                  No                  No Month-to-month
## 3593                  No                  No Month-to-month
## 3594                  No                  No Month-to-month
## 3595                  No                 Yes Month-to-month
## 3596                  No                  No Month-to-month
## 3597                  No                  No Month-to-month
## 3598                 Yes                 Yes Month-to-month
## 3599                  No                  No Month-to-month
## 3600                 Yes                  No Month-to-month
## 3601                  No                  No Month-to-month
## 3602 No internet service No internet service Month-to-month
## 3603                  No                  No Month-to-month
## 3604                  No                  No Month-to-month
## 3605 No internet service No internet service Month-to-month
## 3606                  No                  No Month-to-month
## 3607                 Yes                 Yes       One year
## 3608                  No                  No       One year
## 3609                  No                  No Month-to-month
## 3610                 Yes                 Yes       One year
## 3611                 Yes                 Yes Month-to-month
## 3612                 Yes                 Yes       Two year
## 3613                  No                  No Month-to-month
## 3614                 Yes                 Yes       One year
## 3615                 Yes                 Yes       Two year
## 3616                 Yes                 Yes Month-to-month
## 3617                  No                 Yes       One year
## 3618                 Yes                 Yes Month-to-month
## 3619                  No                  No Month-to-month
## 3620                 Yes                 Yes       Two year
## 3621                 Yes                  No Month-to-month
## 3622                  No                  No Month-to-month
## 3623                 Yes                 Yes       Two year
## 3624                  No                  No Month-to-month
## 3625                  No                 Yes Month-to-month
## 3626 No internet service No internet service       Two year
## 3627                  No                  No Month-to-month
## 3628 No internet service No internet service       One year
## 3629                 Yes                  No Month-to-month
## 3630 No internet service No internet service       Two year
## 3631 No internet service No internet service Month-to-month
## 3632                  No                  No Month-to-month
## 3633                  No                  No Month-to-month
## 3634                  No                  No Month-to-month
## 3635                 Yes                 Yes       Two year
## 3636 No internet service No internet service       Two year
## 3637 No internet service No internet service Month-to-month
## 3638 No internet service No internet service Month-to-month
## 3639                  No                  No Month-to-month
## 3640                 Yes                 Yes       One year
## 3641                  No                 Yes Month-to-month
## 3642                 Yes                 Yes       Two year
## 3643                 Yes                 Yes Month-to-month
## 3644 No internet service No internet service       One year
## 3645 No internet service No internet service       Two year
## 3646 No internet service No internet service Month-to-month
## 3647                  No                  No       One year
## 3648                  No                  No Month-to-month
## 3649                  No                 Yes       One year
## 3650 No internet service No internet service       Two year
## 3651 No internet service No internet service       Two year
## 3652 No internet service No internet service       Two year
## 3653                  No                  No Month-to-month
## 3654                 Yes                 Yes       Two year
## 3655                  No                 Yes Month-to-month
## 3656 No internet service No internet service Month-to-month
## 3657                  No                  No       Two year
## 3658 No internet service No internet service       Two year
## 3659                  No                  No Month-to-month
## 3660                 Yes                 Yes       One year
## 3661                  No                  No       One year
## 3662                 Yes                 Yes       One year
## 3663                  No                  No Month-to-month
## 3664                 Yes                 Yes Month-to-month
## 3665                  No                  No Month-to-month
## 3666                 Yes                  No       Two year
## 3667                 Yes                  No Month-to-month
## 3668                 Yes                 Yes       Two year
## 3669                 Yes                  No       One year
## 3670                 Yes                 Yes Month-to-month
## 3671 No internet service No internet service Month-to-month
## 3672                  No                  No Month-to-month
## 3673                 Yes                 Yes       One year
## 3674                 Yes                 Yes Month-to-month
## 3675                  No                  No Month-to-month
## 3676 No internet service No internet service Month-to-month
## 3677                 Yes                  No       One year
## 3678                  No                  No Month-to-month
## 3679                 Yes                 Yes Month-to-month
## 3680 No internet service No internet service Month-to-month
## 3681                 Yes                  No Month-to-month
## 3682                 Yes                 Yes Month-to-month
## 3683                  No                  No Month-to-month
## 3684                  No                  No       Two year
## 3685                  No                  No Month-to-month
## 3686                 Yes                  No       One year
## 3687                  No                  No Month-to-month
## 3688                 Yes                 Yes       One year
## 3689                 Yes                 Yes Month-to-month
## 3690                  No                  No Month-to-month
## 3691                 Yes                 Yes Month-to-month
## 3692                 Yes                  No       One year
## 3693                 Yes                  No Month-to-month
## 3694                 Yes                  No       One year
## 3695                 Yes                 Yes       Two year
## 3696                 Yes                 Yes Month-to-month
## 3697                  No                  No Month-to-month
## 3698                 Yes                  No Month-to-month
## 3699                  No                  No Month-to-month
## 3700                  No                 Yes       One year
## 3701 No internet service No internet service Month-to-month
## 3702 No internet service No internet service       Two year
## 3703                  No                  No Month-to-month
## 3704 No internet service No internet service       One year
## 3705                 Yes                  No       One year
## 3706                  No                  No       Two year
## 3707                  No                  No Month-to-month
## 3708 No internet service No internet service       Two year
## 3709 No internet service No internet service       Two year
## 3710                  No                  No Month-to-month
## 3711 No internet service No internet service       One year
## 3712                  No                 Yes       One year
## 3713                 Yes                  No       One year
## 3714                  No                 Yes Month-to-month
## 3715                  No                  No       Two year
## 3716                  No                 Yes Month-to-month
## 3717                 Yes                 Yes Month-to-month
## 3718                  No                  No Month-to-month
## 3719                 Yes                 Yes Month-to-month
## 3720 No internet service No internet service       One year
## 3721                  No                  No Month-to-month
## 3722 No internet service No internet service Month-to-month
## 3723                  No                  No       One year
## 3724 No internet service No internet service Month-to-month
## 3725 No internet service No internet service       One year
## 3726                  No                  No Month-to-month
## 3727                  No                 Yes Month-to-month
## 3728                 Yes                 Yes Month-to-month
## 3729                 Yes                 Yes       One year
## 3730 No internet service No internet service       Two year
## 3731                 Yes                 Yes Month-to-month
## 3732                  No                  No Month-to-month
## 3733                 Yes                  No       Two year
## 3734                  No                  No       Two year
## 3735                 Yes                 Yes       Two year
## 3736                 Yes                  No Month-to-month
## 3737 No internet service No internet service       One year
## 3738                  No                  No Month-to-month
## 3739                 Yes                 Yes Month-to-month
## 3740 No internet service No internet service       One year
## 3741                  No                  No Month-to-month
## 3742                  No                 Yes       Two year
## 3743                 Yes                  No Month-to-month
## 3744                  No                  No Month-to-month
## 3745                  No                  No       One year
## 3746                 Yes                 Yes Month-to-month
## 3747                  No                  No Month-to-month
## 3748                  No                  No Month-to-month
## 3749                 Yes                 Yes       Two year
## 3750                 Yes                 Yes Month-to-month
## 3751                 Yes                 Yes       One year
## 3752                 Yes                 Yes Month-to-month
## 3753                  No                  No       Two year
## 3754                  No                  No Month-to-month
## 3755 No internet service No internet service Month-to-month
## 3756                  No                  No Month-to-month
## 3757                  No                  No Month-to-month
## 3758                  No                 Yes       Two year
## 3759                  No                  No Month-to-month
## 3760                 Yes                  No Month-to-month
## 3761                  No                  No Month-to-month
## 3762                 Yes                 Yes       Two year
## 3763                  No                  No Month-to-month
## 3764                 Yes                  No Month-to-month
## 3765 No internet service No internet service       One year
## 3766 No internet service No internet service Month-to-month
## 3767                  No                  No Month-to-month
## 3768                 Yes                 Yes       Two year
## 3769                  No                  No Month-to-month
## 3770 No internet service No internet service Month-to-month
## 3771 No internet service No internet service       Two year
## 3772                 Yes                  No Month-to-month
## 3773                 Yes                 Yes Month-to-month
## 3774                  No                  No Month-to-month
## 3775                 Yes                 Yes       One year
## 3776                 Yes                 Yes Month-to-month
## 3777                 Yes                  No       One year
## 3778 No internet service No internet service       Two year
## 3779                  No                  No Month-to-month
## 3780                 Yes                  No       Two year
## 3781                  No                  No       Two year
## 3782 No internet service No internet service       One year
## 3783                 Yes                  No Month-to-month
## 3784                 Yes                 Yes Month-to-month
## 3785                 Yes                 Yes Month-to-month
## 3786                  No                 Yes Month-to-month
## 3787                  No                  No Month-to-month
## 3788                 Yes                 Yes Month-to-month
## 3789                 Yes                 Yes       Two year
## 3790 No internet service No internet service Month-to-month
## 3791 No internet service No internet service       One year
## 3792                  No                  No Month-to-month
## 3793                 Yes                 Yes Month-to-month
## 3794 No internet service No internet service Month-to-month
## 3795                  No                  No Month-to-month
## 3796                 Yes                  No Month-to-month
## 3797                  No                  No Month-to-month
## 3798                 Yes                 Yes       One year
## 3799                 Yes                 Yes Month-to-month
## 3800                  No                  No Month-to-month
## 3801                  No                  No       Two year
## 3802                  No                  No Month-to-month
## 3803 No internet service No internet service Month-to-month
## 3804                 Yes                  No       Two year
## 3805                  No                  No Month-to-month
## 3806                  No                  No Month-to-month
## 3807                  No                  No Month-to-month
## 3808                 Yes                 Yes Month-to-month
## 3809 No internet service No internet service Month-to-month
## 3810 No internet service No internet service       One year
## 3811                  No                  No Month-to-month
## 3812                  No                  No Month-to-month
## 3813 No internet service No internet service       One year
## 3814                 Yes                 Yes       Two year
## 3815                 Yes                 Yes       Two year
## 3816                  No                  No Month-to-month
## 3817                  No                 Yes       Two year
## 3818 No internet service No internet service       Two year
## 3819                 Yes                 Yes       Two year
## 3820                  No                  No       One year
## 3821                 Yes                 Yes Month-to-month
## 3822                  No                  No Month-to-month
## 3823                 Yes                  No Month-to-month
## 3824                  No                 Yes       Two year
## 3825                  No                 Yes Month-to-month
## 3826 No internet service No internet service       Two year
## 3828 No internet service No internet service       One year
## 3829 No internet service No internet service       Two year
## 3830                 Yes                 Yes Month-to-month
## 3831                 Yes                 Yes Month-to-month
## 3832                  No                 Yes       One year
## 3833                 Yes                 Yes       One year
## 3834                 Yes                 Yes Month-to-month
## 3835                 Yes                 Yes       One year
## 3836 No internet service No internet service       One year
## 3837                  No                  No       One year
## 3838                 Yes                 Yes       One year
## 3839                 Yes                 Yes Month-to-month
## 3840 No internet service No internet service Month-to-month
## 3841 No internet service No internet service       Two year
## 3842                 Yes                 Yes Month-to-month
## 3843                 Yes                 Yes Month-to-month
## 3844                  No                  No Month-to-month
## 3845                 Yes                 Yes       One year
## 3846                  No                  No Month-to-month
## 3847                  No                  No Month-to-month
## 3848 No internet service No internet service Month-to-month
## 3849                  No                  No Month-to-month
## 3850                 Yes                 Yes       Two year
## 3851                 Yes                 Yes       Two year
## 3852 No internet service No internet service       Two year
## 3853 No internet service No internet service Month-to-month
## 3854                  No                  No Month-to-month
## 3855                 Yes                 Yes Month-to-month
## 3856                 Yes                  No Month-to-month
## 3857                 Yes                 Yes Month-to-month
## 3858 No internet service No internet service Month-to-month
## 3859                 Yes                 Yes       One year
## 3860                 Yes                  No       One year
## 3861                  No                  No Month-to-month
## 3862                 Yes                 Yes       Two year
## 3863 No internet service No internet service       Two year
## 3864                 Yes                 Yes Month-to-month
## 3865                 Yes                 Yes Month-to-month
## 3866 No internet service No internet service Month-to-month
## 3867 No internet service No internet service       Two year
## 3868                 Yes                 Yes       Two year
## 3869                  No                  No Month-to-month
## 3870                 Yes                 Yes       One year
## 3871                 Yes                 Yes       One year
## 3872                 Yes                 Yes Month-to-month
## 3873                 Yes                 Yes Month-to-month
## 3874                  No                  No       Two year
## 3875                  No                  No Month-to-month
## 3876                 Yes                 Yes       One year
## 3877                 Yes                 Yes Month-to-month
## 3878                 Yes                 Yes       One year
## 3879                 Yes                 Yes       Two year
## 3880                  No                  No Month-to-month
## 3881                 Yes                 Yes       One year
## 3882                  No                  No       Two year
## 3883                  No                  No Month-to-month
## 3884                  No                  No Month-to-month
## 3885                 Yes                  No Month-to-month
## 3886                  No                  No Month-to-month
## 3887                 Yes                 Yes       One year
## 3888                  No                  No Month-to-month
## 3889                  No                 Yes Month-to-month
## 3890 No internet service No internet service       One year
## 3891                 Yes                 Yes       One year
## 3892                  No                  No       One year
## 3893 No internet service No internet service Month-to-month
## 3894                  No                  No Month-to-month
## 3895                 Yes                 Yes       Two year
## 3896 No internet service No internet service       Two year
## 3897 No internet service No internet service       One year
## 3898                 Yes                 Yes       Two year
## 3899 No internet service No internet service       One year
## 3900                 Yes                 Yes Month-to-month
## 3901 No internet service No internet service       One year
## 3902                 Yes                 Yes       Two year
## 3903                  No                  No Month-to-month
## 3904                  No                  No Month-to-month
## 3905 No internet service No internet service Month-to-month
## 3906                 Yes                  No Month-to-month
## 3907                 Yes                  No Month-to-month
## 3908                 Yes                  No Month-to-month
## 3909                 Yes                 Yes       Two year
## 3910 No internet service No internet service       Two year
## 3911                 Yes                 Yes Month-to-month
## 3912                  No                  No Month-to-month
## 3913                 Yes                 Yes       Two year
## 3914 No internet service No internet service       Two year
## 3915 No internet service No internet service       One year
## 3916                  No                  No       One year
## 3917                  No                  No Month-to-month
## 3918                  No                  No Month-to-month
## 3919                 Yes                 Yes Month-to-month
## 3920                 Yes                 Yes Month-to-month
## 3921                  No                  No       Two year
## 3922                  No                  No Month-to-month
## 3923                 Yes                 Yes Month-to-month
## 3924                  No                 Yes Month-to-month
## 3925                  No                 Yes       One year
## 3926                  No                 Yes       One year
## 3927                  No                  No Month-to-month
## 3928 No internet service No internet service Month-to-month
## 3929                 Yes                 Yes Month-to-month
## 3930                  No                  No       One year
## 3931                 Yes                 Yes       One year
## 3932                  No                 Yes Month-to-month
## 3933                  No                  No Month-to-month
## 3934 No internet service No internet service Month-to-month
## 3935                  No                  No       One year
## 3936 No internet service No internet service       Two year
## 3937                  No                 Yes Month-to-month
## 3938 No internet service No internet service Month-to-month
## 3939                  No                  No Month-to-month
## 3940                  No                 Yes Month-to-month
## 3941                  No                  No Month-to-month
## 3942 No internet service No internet service Month-to-month
## 3943                  No                  No Month-to-month
## 3944                  No                  No Month-to-month
## 3945 No internet service No internet service       One year
## 3946                  No                  No Month-to-month
## 3947                 Yes                 Yes Month-to-month
## 3948                  No                  No Month-to-month
## 3949                 Yes                 Yes       One year
## 3950                  No                  No Month-to-month
## 3951                 Yes                 Yes Month-to-month
## 3952                 Yes                  No       Two year
## 3953                 Yes                 Yes       Two year
## 3954                  No                  No Month-to-month
## 3955                 Yes                 Yes Month-to-month
## 3956                 Yes                 Yes Month-to-month
## 3957                 Yes                 Yes Month-to-month
## 3958                 Yes                 Yes       Two year
## 3959                  No                  No Month-to-month
## 3960                  No                 Yes       One year
## 3961                 Yes                  No Month-to-month
## 3962                  No                  No Month-to-month
## 3963                  No                 Yes Month-to-month
## 3964 No internet service No internet service       Two year
## 3965                 Yes                 Yes       Two year
## 3966                 Yes                 Yes       One year
## 3967                 Yes                 Yes       Two year
## 3968 No internet service No internet service       One year
## 3969 No internet service No internet service       Two year
## 3970                  No                  No Month-to-month
## 3971                  No                 Yes       One year
## 3972 No internet service No internet service       Two year
## 3973                  No                  No Month-to-month
## 3974                 Yes                 Yes       One year
## 3975                 Yes                 Yes       One year
## 3976                  No                 Yes Month-to-month
## 3977                  No                  No Month-to-month
## 3978                 Yes                 Yes       Two year
## 3979                 Yes                 Yes Month-to-month
## 3980 No internet service No internet service       Two year
## 3981                 Yes                 Yes Month-to-month
## 3982                  No                 Yes Month-to-month
## 3983 No internet service No internet service       Two year
## 3984                  No                  No Month-to-month
## 3985 No internet service No internet service       Two year
## 3986                  No                  No Month-to-month
## 3987                  No                  No       Two year
## 3988                  No                  No Month-to-month
## 3989                 Yes                  No       One year
## 3990                  No                 Yes Month-to-month
## 3991                 Yes                 Yes Month-to-month
## 3992                  No                 Yes Month-to-month
## 3993                 Yes                 Yes       Two year
## 3994                  No                  No       Two year
## 3995                 Yes                 Yes       One year
## 3996                  No                  No Month-to-month
## 3997 No internet service No internet service       Two year
## 3998                  No                 Yes       Two year
## 3999                  No                  No Month-to-month
## 4000                  No                  No Month-to-month
## 4001                 Yes                 Yes Month-to-month
## 4002                 Yes                 Yes       Two year
## 4003                 Yes                  No       Two year
## 4004 No internet service No internet service       Two year
## 4005                  No                  No       Two year
## 4006 No internet service No internet service Month-to-month
## 4007 No internet service No internet service       Two year
## 4008 No internet service No internet service       Two year
## 4009                 Yes                 Yes       One year
## 4010                 Yes                 Yes       Two year
## 4011 No internet service No internet service Month-to-month
## 4012 No internet service No internet service       Two year
## 4013                  No                  No Month-to-month
## 4014                  No                  No Month-to-month
## 4015                 Yes                 Yes Month-to-month
## 4016                  No                  No       One year
## 4017                  No                  No Month-to-month
## 4018                  No                  No       One year
## 4019                 Yes                  No       One year
## 4020                 Yes                 Yes Month-to-month
## 4021                 Yes                 Yes       Two year
## 4022 No internet service No internet service Month-to-month
## 4023 No internet service No internet service Month-to-month
## 4024 No internet service No internet service       One year
## 4025                  No                  No Month-to-month
## 4026                  No                  No Month-to-month
## 4027                 Yes                 Yes       Two year
## 4028                  No                  No Month-to-month
## 4029                 Yes                 Yes       Two year
## 4030                  No                  No       Two year
## 4031                  No                  No Month-to-month
## 4032                 Yes                 Yes       Two year
## 4033                  No                  No Month-to-month
## 4034                  No                  No       One year
## 4035                  No                  No Month-to-month
## 4036                  No                 Yes Month-to-month
## 4037 No internet service No internet service Month-to-month
## 4038 No internet service No internet service       Two year
## 4039 No internet service No internet service       Two year
## 4040                 Yes                 Yes Month-to-month
## 4041                  No                  No       One year
## 4042                 Yes                 Yes       Two year
## 4043                  No                  No Month-to-month
## 4044                 Yes                 Yes       Two year
## 4045                 Yes                 Yes       Two year
## 4046                  No                  No Month-to-month
## 4047                  No                  No Month-to-month
## 4048                 Yes                  No       Two year
## 4049                 Yes                 Yes       Two year
## 4050                 Yes                 Yes       One year
## 4051                 Yes                 Yes Month-to-month
## 4052                 Yes                 Yes       Two year
## 4053                 Yes                  No Month-to-month
## 4054                  No                  No Month-to-month
## 4055                 Yes                 Yes Month-to-month
## 4056                  No                 Yes       Two year
## 4057                 Yes                 Yes Month-to-month
## 4058 No internet service No internet service       Two year
## 4059                  No                  No Month-to-month
## 4060                 Yes                 Yes Month-to-month
## 4061                  No                 Yes       Two year
## 4062                  No                  No Month-to-month
## 4063                  No                  No Month-to-month
## 4064                  No                 Yes Month-to-month
## 4065                  No                  No Month-to-month
## 4066 No internet service No internet service Month-to-month
## 4067                  No                  No       One year
## 4068                 Yes                 Yes       Two year
## 4069 No internet service No internet service       One year
## 4070                 Yes                 Yes       Two year
## 4071                  No                  No Month-to-month
## 4072                 Yes                  No Month-to-month
## 4073                  No                 Yes Month-to-month
## 4074                 Yes                  No Month-to-month
## 4075                 Yes                 Yes Month-to-month
## 4076                  No                 Yes Month-to-month
## 4077                 Yes                  No       Two year
## 4078                 Yes                 Yes Month-to-month
## 4079                 Yes                  No       One year
## 4080                  No                  No Month-to-month
## 4081 No internet service No internet service       Two year
## 4082                  No                  No Month-to-month
## 4083                 Yes                 Yes       One year
## 4084                 Yes                 Yes Month-to-month
## 4085                 Yes                  No Month-to-month
## 4086                  No                 Yes       One year
## 4087                 Yes                  No       Two year
## 4088 No internet service No internet service Month-to-month
## 4089                  No                  No Month-to-month
## 4090                  No                  No Month-to-month
## 4091                  No                  No Month-to-month
## 4092                  No                 Yes Month-to-month
## 4093 No internet service No internet service Month-to-month
## 4094                  No                  No Month-to-month
## 4095                  No                  No Month-to-month
## 4096                  No                  No Month-to-month
## 4097                 Yes                  No Month-to-month
## 4098                 Yes                 Yes Month-to-month
## 4099 No internet service No internet service Month-to-month
## 4100                  No                  No Month-to-month
## 4101 No internet service No internet service       Two year
## 4102                  No                 Yes Month-to-month
## 4103                  No                  No Month-to-month
## 4104                  No                 Yes       Two year
## 4105                  No                  No Month-to-month
## 4106                 Yes                 Yes       Two year
## 4107                 Yes                 Yes Month-to-month
## 4108                  No                 Yes       Two year
## 4109 No internet service No internet service       One year
## 4110                  No                  No Month-to-month
## 4111                  No                 Yes       Two year
## 4112                 Yes                  No       One year
## 4113                  No                 Yes Month-to-month
## 4114 No internet service No internet service       One year
## 4115 No internet service No internet service       Two year
## 4116                 Yes                  No       One year
## 4117 No internet service No internet service       One year
## 4118                 Yes                 Yes       Two year
## 4119                  No                  No Month-to-month
## 4120 No internet service No internet service       One year
## 4121                  No                 Yes       One year
## 4122                  No                 Yes Month-to-month
## 4123                  No                  No       One year
## 4124                  No                  No Month-to-month
## 4125                 Yes                 Yes Month-to-month
## 4126                  No                  No Month-to-month
## 4127 No internet service No internet service Month-to-month
## 4128 No internet service No internet service       Two year
## 4129                 Yes                  No Month-to-month
## 4130                 Yes                  No Month-to-month
## 4131                  No                  No Month-to-month
## 4132 No internet service No internet service Month-to-month
## 4133                  No                  No Month-to-month
## 4134                 Yes                 Yes Month-to-month
## 4135                 Yes                 Yes Month-to-month
## 4136                 Yes                 Yes       Two year
## 4137 No internet service No internet service       One year
## 4138 No internet service No internet service Month-to-month
## 4139                 Yes                  No Month-to-month
## 4140                  No                  No Month-to-month
## 4141                 Yes                 Yes       One year
## 4142                 Yes                  No Month-to-month
## 4143                  No                  No       One year
## 4144                  No                 Yes Month-to-month
## 4145                 Yes                 Yes Month-to-month
## 4146                  No                 Yes Month-to-month
## 4147                  No                  No Month-to-month
## 4148 No internet service No internet service       Two year
## 4149 No internet service No internet service Month-to-month
## 4150                 Yes                 Yes       Two year
## 4151                 Yes                 Yes Month-to-month
## 4152                 Yes                 Yes Month-to-month
## 4153                  No                 Yes       Two year
## 4154 No internet service No internet service       One year
## 4155                  No                  No Month-to-month
## 4156                 Yes                 Yes       Two year
## 4157 No internet service No internet service Month-to-month
## 4158                  No                  No Month-to-month
## 4159 No internet service No internet service       Two year
## 4160                  No                  No Month-to-month
## 4161                 Yes                 Yes       One year
## 4162                  No                  No Month-to-month
## 4163                 Yes                 Yes       Two year
## 4164                  No                  No       One year
## 4165                 Yes                 Yes       Two year
## 4166                  No                 Yes Month-to-month
## 4167 No internet service No internet service       One year
## 4168                 Yes                 Yes       One year
## 4169                 Yes                 Yes       Two year
## 4170                 Yes                 Yes Month-to-month
## 4171                 Yes                 Yes       Two year
## 4172 No internet service No internet service Month-to-month
## 4173 No internet service No internet service Month-to-month
## 4174                  No                 Yes Month-to-month
## 4175                  No                  No Month-to-month
## 4176 No internet service No internet service       One year
## 4177 No internet service No internet service       One year
## 4178                  No                  No Month-to-month
## 4179                  No                 Yes       Two year
## 4180                  No                  No Month-to-month
## 4181                  No                  No Month-to-month
## 4182                 Yes                 Yes Month-to-month
## 4183                 Yes                 Yes Month-to-month
## 4184                  No                  No Month-to-month
## 4185                  No                  No Month-to-month
## 4186 No internet service No internet service Month-to-month
## 4187                 Yes                 Yes       Two year
## 4188 No internet service No internet service       Two year
## 4189                 Yes                 Yes Month-to-month
## 4190                 Yes                  No       One year
## 4191                 Yes                  No Month-to-month
## 4192                 Yes                 Yes Month-to-month
## 4193 No internet service No internet service       One year
## 4194 No internet service No internet service Month-to-month
## 4195 No internet service No internet service       Two year
## 4196                  No                 Yes Month-to-month
## 4197 No internet service No internet service       Two year
## 4198                  No                 Yes Month-to-month
## 4199 No internet service No internet service       Two year
## 4200                 Yes                 Yes       One year
## 4201                 Yes                 Yes       Two year
## 4202 No internet service No internet service       Two year
## 4203 No internet service No internet service       One year
## 4204 No internet service No internet service       One year
## 4205                  No                 Yes Month-to-month
## 4206                 Yes                 Yes       Two year
## 4207                 Yes                 Yes       Two year
## 4208                 Yes                  No Month-to-month
## 4209                 Yes                 Yes       One year
## 4210                  No                  No Month-to-month
## 4211                 Yes                  No       One year
## 4212                 Yes                 Yes Month-to-month
## 4213                 Yes                 Yes Month-to-month
## 4214                  No                  No Month-to-month
## 4215                  No                 Yes Month-to-month
## 4216                 Yes                 Yes       Two year
## 4217                 Yes                 Yes       Two year
## 4218                  No                  No Month-to-month
## 4219 No internet service No internet service Month-to-month
## 4220                  No                  No       One year
## 4221 No internet service No internet service       One year
## 4222 No internet service No internet service Month-to-month
## 4223                 Yes                 Yes       One year
## 4224                  No                  No Month-to-month
## 4225 No internet service No internet service       Two year
## 4226 No internet service No internet service Month-to-month
## 4227                  No                  No Month-to-month
## 4228                 Yes                 Yes       Two year
## 4229                  No                  No Month-to-month
## 4230                 Yes                 Yes       Two year
## 4231                  No                  No Month-to-month
## 4232                  No                 Yes       Two year
## 4233                  No                  No Month-to-month
## 4234                 Yes                 Yes       Two year
## 4235 No internet service No internet service       One year
## 4236                  No                  No       One year
## 4237 No internet service No internet service Month-to-month
## 4238                 Yes                 Yes Month-to-month
## 4239 No internet service No internet service       One year
## 4240                  No                  No       One year
## 4241                 Yes                  No Month-to-month
## 4242                  No                  No Month-to-month
## 4243 No internet service No internet service Month-to-month
## 4244                 Yes                  No Month-to-month
## 4245 No internet service No internet service       Two year
## 4246 No internet service No internet service       Two year
## 4247                 Yes                 Yes       Two year
## 4248                 Yes                 Yes       Two year
## 4249                  No                  No Month-to-month
## 4250                  No                 Yes       One year
## 4251                 Yes                  No       One year
## 4252                  No                 Yes       Two year
## 4253                  No                  No Month-to-month
## 4254                 Yes                  No Month-to-month
## 4255                  No                  No Month-to-month
## 4256                 Yes                 Yes       One year
## 4257 No internet service No internet service       Two year
## 4258                 Yes                 Yes Month-to-month
## 4259                 Yes                 Yes       One year
## 4260 No internet service No internet service Month-to-month
## 4261                 Yes                 Yes       One year
## 4262                  No                  No       One year
## 4263                 Yes                  No Month-to-month
## 4264                 Yes                 Yes       Two year
## 4265                 Yes                 Yes Month-to-month
## 4266                 Yes                 Yes Month-to-month
## 4267                  No                 Yes       One year
## 4268                 Yes                 Yes       Two year
## 4269                 Yes                  No       One year
## 4270                  No                  No Month-to-month
## 4271                 Yes                 Yes       Two year
## 4272 No internet service No internet service       One year
## 4273 No internet service No internet service       Two year
## 4274                  No                  No Month-to-month
## 4275 No internet service No internet service       One year
## 4276 No internet service No internet service Month-to-month
## 4277                  No                  No Month-to-month
## 4278 No internet service No internet service Month-to-month
## 4279                 Yes                 Yes       One year
## 4280 No internet service No internet service Month-to-month
## 4281 No internet service No internet service       Two year
## 4282                  No                  No Month-to-month
## 4283                 Yes                 Yes       One year
## 4284                  No                  No Month-to-month
## 4285                 Yes                 Yes Month-to-month
## 4286                 Yes                  No       Two year
## 4287                  No                 Yes Month-to-month
## 4288                 Yes                 Yes       One year
## 4289                  No                 Yes Month-to-month
## 4290 No internet service No internet service       Two year
## 4291                 Yes                  No Month-to-month
## 4292                 Yes                 Yes       Two year
## 4293                  No                  No Month-to-month
## 4294                 Yes                 Yes Month-to-month
## 4295                 Yes                  No       One year
## 4296                  No                  No       One year
## 4297                 Yes                  No Month-to-month
## 4298                  No                 Yes       Two year
## 4299                  No                  No Month-to-month
## 4300                  No                  No Month-to-month
## 4301 No internet service No internet service       One year
## 4302 No internet service No internet service       Two year
## 4303                 Yes                  No       One year
## 4304 No internet service No internet service       Two year
## 4305 No internet service No internet service       One year
## 4306 No internet service No internet service       Two year
## 4307                 Yes                 Yes Month-to-month
## 4308                 Yes                 Yes Month-to-month
## 4309                  No                  No Month-to-month
## 4310                 Yes                 Yes Month-to-month
## 4311                 Yes                 Yes       Two year
## 4312                  No                 Yes Month-to-month
## 4313                 Yes                 Yes       Two year
## 4314                  No                  No Month-to-month
## 4315                 Yes                 Yes Month-to-month
## 4316                 Yes                  No Month-to-month
## 4317                 Yes                 Yes       Two year
## 4318 No internet service No internet service       One year
## 4319                 Yes                 Yes       One year
## 4320                 Yes                 Yes       One year
## 4321 No internet service No internet service       One year
## 4322                  No                  No Month-to-month
## 4323                  No                  No Month-to-month
## 4324                 Yes                  No       One year
## 4325                  No                 Yes Month-to-month
## 4326 No internet service No internet service Month-to-month
## 4327                 Yes                 Yes Month-to-month
## 4328                  No                  No Month-to-month
## 4329                  No                  No Month-to-month
## 4330                 Yes                  No Month-to-month
## 4331                  No                  No Month-to-month
## 4332 No internet service No internet service       Two year
## 4333                  No                  No       Two year
## 4334                  No                  No Month-to-month
## 4335                  No                  No Month-to-month
## 4336                  No                 Yes Month-to-month
## 4337                 Yes                 Yes       Two year
## 4338                 Yes                 Yes Month-to-month
## 4339                 Yes                  No Month-to-month
## 4340                  No                 Yes       One year
## 4341                  No                  No Month-to-month
## 4342                  No                  No Month-to-month
## 4343                  No                  No       Two year
## 4344                  No                  No Month-to-month
## 4345                 Yes                 Yes       Two year
## 4346 No internet service No internet service       One year
## 4347                  No                  No Month-to-month
## 4348                 Yes                 Yes       Two year
## 4349 No internet service No internet service Month-to-month
## 4350                  No                  No Month-to-month
## 4351                  No                  No Month-to-month
## 4352 No internet service No internet service Month-to-month
## 4353                  No                  No Month-to-month
## 4354                  No                  No Month-to-month
## 4355 No internet service No internet service       Two year
## 4356                  No                  No Month-to-month
## 4357 No internet service No internet service Month-to-month
## 4358 No internet service No internet service Month-to-month
## 4359                 Yes                 Yes       One year
## 4360                 Yes                 Yes Month-to-month
## 4361                 Yes                  No Month-to-month
## 4362                  No                  No       One year
## 4363 No internet service No internet service       One year
## 4364                 Yes                  No Month-to-month
## 4365                  No                 Yes       Two year
## 4366                 Yes                 Yes       Two year
## 4367                  No                  No Month-to-month
## 4368                  No                  No       One year
## 4369                 Yes                  No Month-to-month
## 4370                  No                  No Month-to-month
## 4371                 Yes                 Yes       One year
## 4372 No internet service No internet service       One year
## 4373 No internet service No internet service Month-to-month
## 4374 No internet service No internet service       One year
## 4375 No internet service No internet service       Two year
## 4376                 Yes                 Yes       One year
## 4377                 Yes                 Yes       One year
## 4378                 Yes                  No Month-to-month
## 4379 No internet service No internet service       One year
## 4380                 Yes                  No       Two year
## 4382                  No                 Yes Month-to-month
## 4383                  No                  No Month-to-month
## 4384                  No                 Yes       One year
## 4385                  No                  No Month-to-month
## 4386 No internet service No internet service       One year
## 4387                  No                  No       Two year
## 4388 No internet service No internet service Month-to-month
## 4389 No internet service No internet service       Two year
## 4390                 Yes                 Yes Month-to-month
## 4391                  No                  No Month-to-month
## 4392                 Yes                  No Month-to-month
## 4393 No internet service No internet service Month-to-month
## 4394                  No                 Yes Month-to-month
## 4395                  No                  No Month-to-month
## 4396                 Yes                 Yes Month-to-month
## 4397                  No                  No Month-to-month
## 4398                 Yes                  No       Two year
## 4399                 Yes                  No       Two year
## 4400                  No                 Yes Month-to-month
## 4401                  No                  No Month-to-month
## 4402                 Yes                 Yes Month-to-month
## 4403                 Yes                  No Month-to-month
## 4404                  No                  No Month-to-month
## 4405                  No                 Yes Month-to-month
## 4406                  No                 Yes Month-to-month
## 4407                 Yes                  No Month-to-month
## 4408 No internet service No internet service Month-to-month
## 4409                 Yes                  No       Two year
## 4410                  No                  No       Two year
## 4411                 Yes                 Yes Month-to-month
## 4412                  No                 Yes Month-to-month
## 4413 No internet service No internet service       One year
## 4414                 Yes                  No Month-to-month
## 4415 No internet service No internet service Month-to-month
## 4416                  No                  No       Two year
## 4417                 Yes                 Yes Month-to-month
## 4418                  No                  No Month-to-month
## 4419                  No                  No       One year
## 4420 No internet service No internet service Month-to-month
## 4421                 Yes                  No       One year
## 4422                  No                 Yes Month-to-month
## 4423                 Yes                 Yes       One year
## 4424                 Yes                  No Month-to-month
## 4425                  No                  No Month-to-month
## 4426                  No                 Yes Month-to-month
## 4427                  No                  No       One year
## 4428                 Yes                 Yes       Two year
## 4429                 Yes                 Yes Month-to-month
## 4430                 Yes                  No       Two year
## 4431                  No                  No Month-to-month
## 4432                  No                  No Month-to-month
## 4433                  No                  No       Two year
## 4434                  No                  No Month-to-month
## 4435                  No                  No Month-to-month
## 4436                  No                  No Month-to-month
## 4437                  No                  No Month-to-month
## 4438                 Yes                 Yes       Two year
## 4439 No internet service No internet service       Two year
## 4440 No internet service No internet service       Two year
## 4441                  No                 Yes       Two year
## 4442 No internet service No internet service       Two year
## 4443                 Yes                  No Month-to-month
## 4444                  No                  No Month-to-month
## 4445 No internet service No internet service Month-to-month
## 4446                 Yes                  No       Two year
## 4447                 Yes                  No Month-to-month
## 4448                 Yes                 Yes Month-to-month
## 4449                 Yes                 Yes Month-to-month
## 4450                 Yes                 Yes       Two year
## 4451                  No                  No Month-to-month
## 4452                 Yes                 Yes Month-to-month
## 4453                 Yes                 Yes       Two year
## 4454                 Yes                 Yes Month-to-month
## 4455 No internet service No internet service Month-to-month
## 4456                  No                  No Month-to-month
## 4457 No internet service No internet service       Two year
## 4458                  No                  No Month-to-month
## 4459                 Yes                  No Month-to-month
## 4460                 Yes                 Yes Month-to-month
## 4461                  No                  No Month-to-month
## 4462                 Yes                 Yes Month-to-month
## 4463                  No                 Yes Month-to-month
## 4464                  No                  No Month-to-month
## 4465                  No                  No Month-to-month
## 4466                 Yes                 Yes       One year
## 4467                  No                 Yes Month-to-month
## 4468                  No                 Yes       One year
## 4469 No internet service No internet service Month-to-month
## 4470                  No                  No       One year
## 4471                  No                  No Month-to-month
## 4472                  No                  No Month-to-month
## 4473                  No                  No       Two year
## 4474                 Yes                 Yes Month-to-month
## 4475                 Yes                 Yes       Two year
## 4476 No internet service No internet service Month-to-month
## 4477 No internet service No internet service Month-to-month
## 4478                  No                  No       One year
## 4479                 Yes                  No Month-to-month
## 4480 No internet service No internet service       Two year
## 4481                  No                  No Month-to-month
## 4482                 Yes                  No Month-to-month
## 4483                  No                  No Month-to-month
## 4484 No internet service No internet service       Two year
## 4485                  No                  No Month-to-month
## 4486                 Yes                 Yes       Two year
## 4487                  No                 Yes Month-to-month
## 4488 No internet service No internet service       One year
## 4489                  No                  No Month-to-month
## 4490                  No                  No       One year
## 4491                 Yes                 Yes       One year
## 4492 No internet service No internet service Month-to-month
## 4493 No internet service No internet service       Two year
## 4494 No internet service No internet service       Two year
## 4495                  No                 Yes Month-to-month
## 4496                  No                  No Month-to-month
## 4497                 Yes                 Yes       Two year
## 4498                 Yes                 Yes       One year
## 4499 No internet service No internet service       One year
## 4500                  No                  No Month-to-month
## 4501                 Yes                 Yes       One year
## 4502 No internet service No internet service       Two year
## 4503                 Yes                 Yes Month-to-month
## 4504                 Yes                  No Month-to-month
## 4505 No internet service No internet service       One year
## 4506 No internet service No internet service       Two year
## 4507                 Yes                  No       Two year
## 4508                  No                 Yes Month-to-month
## 4509 No internet service No internet service Month-to-month
## 4510                 Yes                  No Month-to-month
## 4511                  No                 Yes Month-to-month
## 4512                 Yes                 Yes       One year
## 4513                 Yes                  No       Two year
## 4514                 Yes                 Yes       Two year
## 4515                  No                 Yes Month-to-month
## 4516                 Yes                  No Month-to-month
## 4517                 Yes                 Yes       Two year
## 4518                 Yes                 Yes Month-to-month
## 4519                  No                  No Month-to-month
## 4520                 Yes                 Yes       One year
## 4521 No internet service No internet service Month-to-month
## 4522                 Yes                  No Month-to-month
## 4523 No internet service No internet service       One year
## 4524                  No                  No Month-to-month
## 4525                 Yes                  No Month-to-month
## 4526                  No                 Yes Month-to-month
## 4527                  No                  No Month-to-month
## 4528                  No                  No       Two year
## 4529                 Yes                  No Month-to-month
## 4530                  No                  No Month-to-month
## 4531 No internet service No internet service       Two year
## 4532                  No                  No Month-to-month
## 4533                  No                  No Month-to-month
## 4534                 Yes                 Yes       Two year
## 4535                  No                  No Month-to-month
## 4536                 Yes                 Yes Month-to-month
## 4537                  No                  No Month-to-month
## 4538                 Yes                 Yes Month-to-month
## 4539                  No                 Yes Month-to-month
## 4540                 Yes                 Yes       Two year
## 4541 No internet service No internet service Month-to-month
## 4542                  No                  No Month-to-month
## 4543                  No                  No Month-to-month
## 4544 No internet service No internet service       One year
## 4545                 Yes                  No Month-to-month
## 4546                  No                  No Month-to-month
## 4547                  No                  No Month-to-month
## 4548                 Yes                 Yes Month-to-month
## 4549                  No                 Yes Month-to-month
## 4550                  No                  No Month-to-month
## 4551 No internet service No internet service       Two year
## 4552                 Yes                  No Month-to-month
## 4553 No internet service No internet service Month-to-month
## 4554                 Yes                 Yes       Two year
## 4555                 Yes                 Yes Month-to-month
## 4556 No internet service No internet service       Two year
## 4557                  No                  No Month-to-month
## 4558                 Yes                 Yes       One year
## 4559                  No                 Yes Month-to-month
## 4560 No internet service No internet service Month-to-month
## 4561                 Yes                  No       One year
## 4562                  No                  No Month-to-month
## 4563                 Yes                 Yes       Two year
## 4564                  No                  No Month-to-month
## 4565 No internet service No internet service Month-to-month
## 4566                 Yes                 Yes       One year
## 4567                 Yes                 Yes       One year
## 4568                 Yes                 Yes Month-to-month
## 4569                  No                  No       One year
## 4570                  No                  No Month-to-month
## 4571 No internet service No internet service Month-to-month
## 4572                  No                  No Month-to-month
## 4573                 Yes                 Yes Month-to-month
## 4574 No internet service No internet service       Two year
## 4575                 Yes                 Yes       One year
## 4576 No internet service No internet service Month-to-month
## 4577 No internet service No internet service Month-to-month
## 4578                 Yes                 Yes       One year
## 4579                  No                 Yes Month-to-month
## 4580                  No                  No Month-to-month
## 4581 No internet service No internet service       Two year
## 4582 No internet service No internet service       Two year
## 4583                 Yes                 Yes       Two year
## 4584                 Yes                 Yes       Two year
## 4585                  No                 Yes       Two year
## 4586                  No                 Yes Month-to-month
## 4587                 Yes                 Yes       Two year
## 4588                  No                 Yes Month-to-month
## 4589                  No                 Yes Month-to-month
## 4590 No internet service No internet service       Two year
## 4591                  No                 Yes       Two year
## 4592 No internet service No internet service Month-to-month
## 4593 No internet service No internet service       One year
## 4594 No internet service No internet service Month-to-month
## 4595                 Yes                 Yes Month-to-month
## 4596                 Yes                 Yes       Two year
## 4597                 Yes                  No       One year
## 4598                 Yes                 Yes Month-to-month
## 4599                  No                  No Month-to-month
## 4600                  No                  No       One year
## 4601                 Yes                 Yes       Two year
## 4602                 Yes                 Yes Month-to-month
## 4603 No internet service No internet service       Two year
## 4604                  No                  No Month-to-month
## 4605                 Yes                 Yes Month-to-month
## 4606                  No                 Yes       Two year
## 4607 No internet service No internet service       Two year
## 4608                  No                 Yes Month-to-month
## 4609                 Yes                 Yes       Two year
## 4610                  No                  No       One year
## 4611                 Yes                 Yes       One year
## 4612 No internet service No internet service       Two year
## 4613                 Yes                  No       Two year
## 4614                  No                  No Month-to-month
## 4615 No internet service No internet service Month-to-month
## 4616                  No                  No       Two year
## 4617                 Yes                  No Month-to-month
## 4618 No internet service No internet service Month-to-month
## 4619                 Yes                 Yes Month-to-month
## 4620                  No                  No Month-to-month
## 4621                 Yes                 Yes       Two year
## 4622                  No                  No Month-to-month
## 4623                  No                 Yes Month-to-month
## 4624                  No                 Yes Month-to-month
## 4625                 Yes                 Yes Month-to-month
## 4626                  No                  No Month-to-month
## 4627                  No                 Yes Month-to-month
## 4628                 Yes                 Yes       One year
## 4629                  No                  No Month-to-month
## 4630 No internet service No internet service Month-to-month
## 4631                  No                  No Month-to-month
## 4632                 Yes                  No Month-to-month
## 4633 No internet service No internet service Month-to-month
## 4634 No internet service No internet service       Two year
## 4635 No internet service No internet service Month-to-month
## 4636 No internet service No internet service       Two year
## 4637 No internet service No internet service       One year
## 4638                 Yes                  No       One year
## 4639                  No                  No Month-to-month
## 4640                 Yes                 Yes Month-to-month
## 4641                  No                  No Month-to-month
## 4642                  No                  No Month-to-month
## 4643                 Yes                 Yes       Two year
## 4644                 Yes                  No Month-to-month
## 4645                  No                  No Month-to-month
## 4646                 Yes                 Yes Month-to-month
## 4647                  No                  No Month-to-month
## 4648                  No                  No Month-to-month
## 4649                  No                  No Month-to-month
## 4650                 Yes                 Yes       Two year
## 4651 No internet service No internet service Month-to-month
## 4652                 Yes                  No Month-to-month
## 4653 No internet service No internet service       One year
## 4654                 Yes                 Yes Month-to-month
## 4655 No internet service No internet service       One year
## 4656                 Yes                 Yes       One year
## 4657                  No                  No Month-to-month
## 4658                  No                  No Month-to-month
## 4659                  No                  No Month-to-month
## 4660                 Yes                 Yes       Two year
## 4661 No internet service No internet service Month-to-month
## 4662                 Yes                 Yes       Two year
## 4663 No internet service No internet service Month-to-month
## 4664                  No                  No Month-to-month
## 4665                  No                  No Month-to-month
## 4666                  No                  No       Two year
## 4667 No internet service No internet service Month-to-month
## 4668 No internet service No internet service Month-to-month
## 4669                  No                 Yes Month-to-month
## 4670 No internet service No internet service       Two year
## 4671                  No                  No Month-to-month
## 4672                 Yes                 Yes Month-to-month
## 4673                  No                  No Month-to-month
## 4674                 Yes                 Yes Month-to-month
## 4675                  No                  No       One year
## 4676                 Yes                 Yes       One year
## 4677 No internet service No internet service Month-to-month
## 4678                 Yes                 Yes Month-to-month
## 4679                 Yes                 Yes Month-to-month
## 4680                 Yes                 Yes       Two year
## 4681                  No                  No Month-to-month
## 4682                  No                 Yes Month-to-month
## 4683                  No                 Yes Month-to-month
## 4684                 Yes                 Yes Month-to-month
## 4685                 Yes                 Yes       One year
## 4686                 Yes                 Yes       Two year
## 4687                  No                 Yes       Two year
## 4688                 Yes                 Yes Month-to-month
## 4689                  No                 Yes Month-to-month
## 4690 No internet service No internet service Month-to-month
## 4691                  No                 Yes Month-to-month
## 4692                 Yes                 Yes Month-to-month
## 4693                 Yes                 Yes Month-to-month
## 4694 No internet service No internet service       Two year
## 4695 No internet service No internet service Month-to-month
## 4696 No internet service No internet service       One year
## 4697                 Yes                 Yes       Two year
## 4698                 Yes                 Yes Month-to-month
## 4699                 Yes                 Yes       Two year
## 4700                  No                 Yes       Two year
## 4701                  No                  No Month-to-month
## 4702                 Yes                 Yes Month-to-month
## 4703                 Yes                 Yes       One year
## 4704                  No                  No Month-to-month
## 4705                  No                  No Month-to-month
## 4706                  No                  No Month-to-month
## 4707                  No                  No Month-to-month
## 4708                 Yes                 Yes       One year
## 4709                  No                  No       Two year
## 4710                  No                 Yes Month-to-month
## 4711                  No                  No       Two year
## 4712 No internet service No internet service       One year
## 4713                 Yes                 Yes       One year
## 4714                 Yes                 Yes       One year
## 4715                 Yes                 Yes       Two year
## 4716                 Yes                 Yes       Two year
## 4717                  No                  No       Two year
## 4718                 Yes                 Yes       One year
## 4719 No internet service No internet service       One year
## 4720                  No                 Yes Month-to-month
## 4721                 Yes                 Yes       One year
## 4722 No internet service No internet service Month-to-month
## 4723                 Yes                  No       One year
## 4724                  No                  No Month-to-month
## 4725                  No                 Yes       One year
## 4726                  No                  No Month-to-month
## 4727                  No                 Yes       Two year
## 4728 No internet service No internet service       Two year
## 4729                  No                  No       Two year
## 4730                 Yes                 Yes       Two year
## 4731                 Yes                  No Month-to-month
## 4732 No internet service No internet service       One year
## 4733 No internet service No internet service       Two year
## 4734                  No                  No Month-to-month
## 4735                 Yes                 Yes       One year
## 4736                 Yes                 Yes       One year
## 4737                 Yes                  No       Two year
## 4738                 Yes                 Yes       Two year
## 4739                 Yes                 Yes Month-to-month
## 4740                  No                  No Month-to-month
## 4741                  No                 Yes Month-to-month
## 4742                 Yes                 Yes Month-to-month
## 4743 No internet service No internet service       Two year
## 4744                  No                  No       Two year
## 4745 No internet service No internet service       Two year
## 4746                 Yes                 Yes Month-to-month
## 4747                  No                  No Month-to-month
## 4748 No internet service No internet service       One year
## 4749 No internet service No internet service       One year
## 4750                  No                  No Month-to-month
## 4751                  No                  No       One year
## 4752 No internet service No internet service Month-to-month
## 4753 No internet service No internet service       One year
## 4754                  No                 Yes Month-to-month
## 4755 No internet service No internet service       Two year
## 4756                 Yes                 Yes Month-to-month
## 4757                 Yes                  No Month-to-month
## 4758                  No                  No Month-to-month
## 4759 No internet service No internet service       Two year
## 4760                 Yes                  No Month-to-month
## 4761                 Yes                  No       One year
## 4762 No internet service No internet service       Two year
## 4763                  No                  No Month-to-month
## 4764                 Yes                  No Month-to-month
## 4765                  No                  No Month-to-month
## 4766                 Yes                  No       Two year
## 4767                 Yes                 Yes       Two year
## 4768 No internet service No internet service       One year
## 4769 No internet service No internet service       Two year
##      PaperlessBilling             PaymentMethod MonthlyCharges
## 1                 Yes          Electronic check          29.85
## 2                  No              Mailed check          56.95
## 3                 Yes              Mailed check          53.85
## 4                  No Bank transfer (automatic)          42.30
## 5                 Yes          Electronic check          70.70
## 6                 Yes          Electronic check          99.65
## 7                 Yes   Credit card (automatic)          89.10
## 8                  No              Mailed check          29.75
## 9                 Yes          Electronic check         104.80
## 10                 No Bank transfer (automatic)          56.15
## 11                Yes              Mailed check          49.95
## 12                 No   Credit card (automatic)          18.95
## 13                 No   Credit card (automatic)         100.35
## 14                Yes Bank transfer (automatic)         103.70
## 15                Yes          Electronic check         105.50
## 16                 No   Credit card (automatic)         113.25
## 17                 No              Mailed check          20.65
## 18                 No Bank transfer (automatic)         106.70
## 19                 No   Credit card (automatic)          55.20
## 20                Yes          Electronic check          90.05
## 21                Yes          Electronic check          39.65
## 22                 No Bank transfer (automatic)          19.80
## 23                 No              Mailed check          20.15
## 24                Yes   Credit card (automatic)          59.90
## 25                 No   Credit card (automatic)          59.60
## 26                Yes Bank transfer (automatic)          55.30
## 27                Yes          Electronic check          99.35
## 28                 No          Electronic check          30.20
## 29                Yes   Credit card (automatic)          90.25
## 30                Yes              Mailed check          64.70
## 31                Yes   Credit card (automatic)          96.35
## 32                Yes   Credit card (automatic)          95.50
## 33                 No              Mailed check          66.15
## 34                 No Bank transfer (automatic)          20.20
## 35                 No Bank transfer (automatic)          45.25
## 36                 No Bank transfer (automatic)          99.90
## 37                Yes          Electronic check          69.70
## 38                Yes   Credit card (automatic)          74.80
## 39                Yes          Electronic check         106.35
## 40                Yes Bank transfer (automatic)          97.85
## 41                 No              Mailed check          49.55
## 42                Yes   Credit card (automatic)          69.20
## 43                 No              Mailed check          20.75
## 44                Yes   Credit card (automatic)          79.85
## 45                Yes          Electronic check          76.20
## 46                Yes          Electronic check          84.50
## 47                 No              Mailed check          49.25
## 48                Yes          Electronic check          80.65
## 49                Yes   Credit card (automatic)          79.75
## 50                Yes   Credit card (automatic)          64.15
## 51                Yes          Electronic check          90.25
## 52                Yes   Credit card (automatic)          99.10
## 53                Yes   Credit card (automatic)          69.50
## 54                Yes   Credit card (automatic)          80.65
## 55                Yes   Credit card (automatic)          74.85
## 56                Yes          Electronic check          95.45
## 57                Yes   Credit card (automatic)          99.65
## 58                Yes          Electronic check         108.45
## 59                 No   Credit card (automatic)          24.95
## 60                Yes   Credit card (automatic)         107.50
## 61                Yes          Electronic check         100.50
## 62                Yes Bank transfer (automatic)          89.90
## 63                 No Bank transfer (automatic)          42.10
## 64                Yes   Credit card (automatic)          54.40
## 65                 No          Electronic check          94.40
## 66                Yes          Electronic check          75.30
## 67                Yes          Electronic check          78.90
## 68                 No              Mailed check          79.20
## 69                 No Bank transfer (automatic)          20.15
## 70                Yes              Mailed check          79.85
## 71                 No              Mailed check          49.05
## 72                Yes          Electronic check          20.40
## 73                Yes Bank transfer (automatic)         111.60
## 74                Yes Bank transfer (automatic)          24.25
## 75                Yes Bank transfer (automatic)          64.50
## 76                 No          Electronic check         110.50
## 77                 No   Credit card (automatic)          55.65
## 78                 No              Mailed check          54.65
## 79                Yes          Electronic check          74.75
## 80                Yes   Credit card (automatic)          25.90
## 81                Yes          Electronic check          79.35
## 82                 No          Electronic check          50.55
## 83                Yes Bank transfer (automatic)          75.15
## 84                Yes Bank transfer (automatic)         103.80
## 85                Yes Bank transfer (automatic)          20.15
## 86                Yes   Credit card (automatic)          99.30
## 87                Yes Bank transfer (automatic)          62.15
## 88                 No Bank transfer (automatic)          20.65
## 89                Yes              Mailed check          19.95
## 90                 No              Mailed check          33.75
## 91                 No Bank transfer (automatic)          82.05
## 92                 No          Electronic check          74.70
## 93                Yes              Mailed check          84.00
## 94                Yes   Credit card (automatic)         111.05
## 95                Yes Bank transfer (automatic)         100.90
## 96                Yes          Electronic check          78.95
## 97                Yes   Credit card (automatic)          66.85
## 98                 No              Mailed check          21.05
## 99                 No Bank transfer (automatic)          21.00
## 100               Yes          Electronic check          98.50
## 101                No              Mailed check          20.20
## 102                No          Electronic check          19.45
## 103                No Bank transfer (automatic)          95.00
## 104                No Bank transfer (automatic)          45.55
## 105               Yes Bank transfer (automatic)         110.00
## 106                No              Mailed check          24.30
## 107               Yes          Electronic check         104.15
## 108                No              Mailed check          30.15
## 109                No              Mailed check          94.35
## 110                No   Credit card (automatic)          19.40
## 111               Yes          Electronic check          96.75
## 112                No   Credit card (automatic)          57.95
## 113               Yes          Electronic check          91.65
## 114               Yes          Electronic check          76.50
## 115               Yes          Electronic check          54.60
## 116                No          Electronic check          89.85
## 117                No Bank transfer (automatic)          31.05
## 118               Yes          Electronic check         100.25
## 119                No              Mailed check          20.65
## 120               Yes   Credit card (automatic)          85.20
## 121               Yes   Credit card (automatic)          99.80
## 122                No              Mailed check          20.70
## 123               Yes          Electronic check          74.40
## 124                No              Mailed check          50.70
## 125                No              Mailed check          20.85
## 126               Yes          Electronic check          88.95
## 127               Yes          Electronic check          78.05
## 128               Yes Bank transfer (automatic)          23.55
## 129                No              Mailed check          19.75
## 130               Yes          Electronic check          56.45
## 131               Yes          Electronic check          85.95
## 132               Yes   Credit card (automatic)          58.60
## 133                No Bank transfer (automatic)          50.55
## 134               Yes          Electronic check          35.45
## 135                No          Electronic check          44.35
## 136               Yes   Credit card (automatic)          25.70
## 137               Yes Bank transfer (automatic)          75.00
## 138                No              Mailed check          20.20
## 139               Yes              Mailed check          19.60
## 140               Yes              Mailed check          70.45
## 141               Yes   Credit card (automatic)          88.05
## 142                No          Electronic check          71.15
## 143               Yes Bank transfer (automatic)         101.05
## 144               Yes   Credit card (automatic)          84.30
## 145                No Bank transfer (automatic)          23.95
## 146               Yes   Credit card (automatic)          99.05
## 147                No              Mailed check          19.60
## 148               Yes          Electronic check          45.65
## 149                No   Credit card (automatic)          64.50
## 150               Yes              Mailed check          69.50
## 151               Yes          Electronic check          68.55
## 152                No              Mailed check          95.00
## 153               Yes   Credit card (automatic)         108.15
## 154                No          Electronic check          86.10
## 155                No              Mailed check          19.70
## 156               Yes Bank transfer (automatic)          80.90
## 157               Yes Bank transfer (automatic)          84.15
## 158                No              Mailed check          20.15
## 159                No              Mailed check          64.25
## 160                No Bank transfer (automatic)          25.70
## 161               Yes          Electronic check          56.00
## 162                No          Electronic check          82.40
## 163               Yes          Electronic check          69.70
## 164               Yes Bank transfer (automatic)          73.90
## 165                No              Mailed check          20.60
## 166                No              Mailed check          19.90
## 167               Yes Bank transfer (automatic)          70.90
## 168               Yes Bank transfer (automatic)          89.05
## 169               Yes          Electronic check          45.30
## 170                No          Electronic check          20.40
## 171               Yes Bank transfer (automatic)          84.25
## 172               Yes          Electronic check         104.40
## 173                No              Mailed check          81.95
## 174               Yes Bank transfer (automatic)          94.85
## 175                No Bank transfer (automatic)          20.55
## 176                No          Electronic check          24.70
## 177               Yes              Mailed check          74.45
## 178                No Bank transfer (automatic)          76.45
## 179               Yes Bank transfer (automatic)         105.35
## 180               Yes   Credit card (automatic)          20.55
## 181                No Bank transfer (automatic)          29.95
## 182                No              Mailed check          45.30
## 183                No Bank transfer (automatic)          84.50
## 184                No   Credit card (automatic)          74.75
## 185               Yes          Electronic check          79.25
## 186               Yes          Electronic check          24.80
## 187               Yes              Mailed check          51.80
## 188                No          Electronic check          30.40
## 189                No          Electronic check          19.65
## 190                No   Credit card (automatic)          56.60
## 191               Yes   Credit card (automatic)          71.90
## 192               Yes          Electronic check          91.00
## 193                No Bank transfer (automatic)          19.75
## 194                No   Credit card (automatic)         109.70
## 195                No   Credit card (automatic)          19.30
## 196               Yes          Electronic check          96.55
## 197               Yes Bank transfer (automatic)          24.10
## 198               Yes          Electronic check         111.35
## 199               Yes Bank transfer (automatic)         112.25
## 200                No              Mailed check          20.75
## 201               Yes   Credit card (automatic)         101.90
## 202               Yes   Credit card (automatic)          80.05
## 203                No          Electronic check         105.55
## 204               Yes   Credit card (automatic)          78.30
## 205                No   Credit card (automatic)          68.85
## 206               Yes Bank transfer (automatic)          79.95
## 207               Yes   Credit card (automatic)          55.45
## 208                No          Electronic check          79.90
## 209               Yes          Electronic check         106.60
## 210               Yes   Credit card (automatic)         102.45
## 211               Yes   Credit card (automatic)          46.00
## 212                No          Electronic check          25.25
## 213                No              Mailed check          19.75
## 214                No          Electronic check          20.00
## 215                No          Electronic check          86.80
## 216               Yes Bank transfer (automatic)          58.75
## 217                No   Credit card (automatic)          45.25
## 218               Yes Bank transfer (automatic)          56.60
## 219               Yes Bank transfer (automatic)          84.20
## 220               Yes Bank transfer (automatic)          80.00
## 221               Yes          Electronic check          70.15
## 222                No Bank transfer (automatic)          24.75
## 223               Yes          Electronic check          20.20
## 224                No              Mailed check          50.05
## 225               Yes Bank transfer (automatic)          19.35
## 226               Yes              Mailed check          50.60
## 227               Yes              Mailed check          81.15
## 228                No              Mailed check          55.20
## 229               Yes   Credit card (automatic)          89.90
## 230               Yes   Credit card (automatic)          85.30
## 231               Yes   Credit card (automatic)         108.00
## 232               Yes   Credit card (automatic)          93.50
## 233               Yes              Mailed check          84.60
## 234                No   Credit card (automatic)          20.25
## 235                No          Electronic check          25.15
## 236               Yes              Mailed check          54.40
## 237               Yes              Mailed check          29.60
## 238               Yes          Electronic check          73.15
## 239               Yes          Electronic check          95.00
## 240                No              Mailed check          19.75
## 241                No Bank transfer (automatic)          86.60
## 242                No Bank transfer (automatic)         109.20
## 243               Yes   Credit card (automatic)          74.70
## 244                No          Electronic check          94.40
## 245               Yes          Electronic check          54.80
## 246                No          Electronic check          75.35
## 247                No              Mailed check          65.00
## 248               Yes          Electronic check          74.40
## 249               Yes              Mailed check          48.55
## 250               Yes          Electronic check          99.00
## 251               Yes          Electronic check          93.50
## 252                No          Electronic check          70.40
## 253                No          Electronic check          40.20
## 254                No   Credit card (automatic)          83.70
## 255               Yes              Mailed check          19.85
## 256               Yes          Electronic check          59.55
## 257                No   Credit card (automatic)         115.10
## 258                No   Credit card (automatic)         114.35
## 259               Yes   Credit card (automatic)          44.60
## 260               Yes          Electronic check          45.00
## 261               Yes          Electronic check          41.15
## 262               Yes          Electronic check         106.90
## 263               Yes          Electronic check          89.85
## 264               Yes Bank transfer (automatic)          49.85
## 265                No              Mailed check         113.30
## 266                No              Mailed check          88.10
## 267                No Bank transfer (automatic)          24.90
## 268               Yes              Mailed check         105.00
## 269                No              Mailed check          19.35
## 270               Yes   Credit card (automatic)          24.25
## 271               Yes          Electronic check          94.45
## 272               Yes          Electronic check          59.75
## 273                No Bank transfer (automatic)          24.80
## 274                No          Electronic check         107.05
## 275                No              Mailed check          70.60
## 276               Yes          Electronic check          85.40
## 277               Yes          Electronic check         105.05
## 278               Yes Bank transfer (automatic)          64.95
## 279               Yes          Electronic check          55.00
## 280                No Bank transfer (automatic)          50.55
## 281                No              Mailed check          55.15
## 282                No          Electronic check          51.20
## 283                No              Mailed check          25.40
## 284                No              Mailed check          54.45
## 285                No              Mailed check          95.15
## 286               Yes   Credit card (automatic)          76.00
## 287               Yes          Electronic check          44.35
## 288                No          Electronic check          70.00
## 289               Yes          Electronic check          74.50
## 290               Yes   Credit card (automatic)          44.85
## 291               Yes          Electronic check          76.10
## 292                No              Mailed check          61.20
## 293                No              Mailed check          86.80
## 294               Yes          Electronic check          89.35
## 295                No              Mailed check          19.70
## 296                No              Mailed check          20.25
## 297                No          Electronic check          76.05
## 298               Yes          Electronic check         100.80
## 299               Yes          Electronic check          74.55
## 300               Yes              Mailed check          73.60
## 301               Yes Bank transfer (automatic)          64.90
## 302               Yes          Electronic check          95.45
## 303               Yes          Electronic check          90.40
## 304                No   Credit card (automatic)          60.30
## 305               Yes              Mailed check          81.85
## 306                No              Mailed check          24.80
## 307               Yes          Electronic check          74.90
## 308                No              Mailed check          75.55
## 309                No          Electronic check         101.15
## 310               Yes   Credit card (automatic)          78.75
## 311               Yes Bank transfer (automatic)          19.25
## 312               Yes          Electronic check          89.05
## 313                No   Credit card (automatic)         115.05
## 314               Yes          Electronic check          69.35
## 315               Yes          Electronic check          80.60
## 316                No   Credit card (automatic)         110.05
## 317               Yes   Credit card (automatic)          19.90
## 318                No   Credit card (automatic)          80.30
## 319               Yes          Electronic check          93.15
## 320               Yes   Credit card (automatic)          91.50
## 321                No Bank transfer (automatic)          82.45
## 322               Yes          Electronic check          60.00
## 323               Yes          Electronic check          44.80
## 324                No              Mailed check          48.60
## 325               Yes Bank transfer (automatic)          60.05
## 326               Yes   Credit card (automatic)         102.70
## 327               Yes          Electronic check          82.90
## 328               Yes          Electronic check          70.35
## 329               Yes          Electronic check          35.90
## 330               Yes   Credit card (automatic)          82.65
## 331               Yes              Mailed check          19.85
## 332               Yes              Mailed check          19.20
## 333               Yes   Credit card (automatic)          94.90
## 334               Yes          Electronic check          73.85
## 335                No              Mailed check          80.60
## 336               Yes Bank transfer (automatic)          75.80
## 337               Yes          Electronic check         104.60
## 338               Yes          Electronic check          88.15
## 339               Yes   Credit card (automatic)          94.80
## 340               Yes          Electronic check         103.40
## 341                No Bank transfer (automatic)          54.65
## 342                No   Credit card (automatic)          85.75
## 343               Yes Bank transfer (automatic)          67.45
## 344                No              Mailed check          20.50
## 345               Yes   Credit card (automatic)          20.25
## 346               Yes          Electronic check          72.10
## 347               Yes          Electronic check          90.40
## 348                No Bank transfer (automatic)          19.45
## 349               Yes          Electronic check          44.95
## 350                No Bank transfer (automatic)          97.00
## 351               Yes   Credit card (automatic)          62.80
## 352                No              Mailed check          44.60
## 353               Yes          Electronic check          89.15
## 354               Yes Bank transfer (automatic)          84.80
## 355               Yes          Electronic check          41.90
## 356               Yes Bank transfer (automatic)          80.25
## 357               Yes          Electronic check          54.10
## 358               Yes          Electronic check         105.25
## 359                No   Credit card (automatic)          30.75
## 360                No          Electronic check          97.10
## 361                No              Mailed check          20.20
## 362               Yes Bank transfer (automatic)          98.80
## 363                No   Credit card (automatic)          50.30
## 364               Yes              Mailed check          20.55
## 365               Yes Bank transfer (automatic)          75.90
## 366                No Bank transfer (automatic)          96.50
## 367               Yes Bank transfer (automatic)          59.95
## 368                No              Mailed check          19.15
## 369               Yes   Credit card (automatic)          98.65
## 370               Yes   Credit card (automatic)         112.60
## 371                No              Mailed check          20.60
## 372               Yes          Electronic check          85.65
## 373                No              Mailed check          35.75
## 374               Yes   Credit card (automatic)          99.75
## 375               Yes   Credit card (automatic)          96.10
## 376                No   Credit card (automatic)          85.10
## 377                No              Mailed check          25.35
## 378               Yes Bank transfer (automatic)         104.95
## 379                No          Electronic check          89.65
## 380                No          Electronic check          86.75
## 381               Yes Bank transfer (automatic)          86.20
## 382                No              Mailed check          50.65
## 383               Yes Bank transfer (automatic)          64.80
## 384               Yes   Credit card (automatic)          90.85
## 385               Yes Bank transfer (automatic)         108.10
## 386                No              Mailed check          19.95
## 387               Yes          Electronic check          85.45
## 388               Yes          Electronic check          54.75
## 389               Yes              Mailed check          90.40
## 390                No          Electronic check          44.00
## 391               Yes Bank transfer (automatic)          95.60
## 392               Yes Bank transfer (automatic)          84.80
## 393               Yes          Electronic check          44.30
## 394                No              Mailed check          19.90
## 395               Yes          Electronic check          95.05
## 396               Yes   Credit card (automatic)          90.05
## 397               Yes Bank transfer (automatic)         109.90
## 398               Yes   Credit card (automatic)          73.95
## 399               Yes          Electronic check          54.60
## 400                No              Mailed check          20.05
## 401                No Bank transfer (automatic)          19.75
## 402                No   Credit card (automatic)          20.05
## 403               Yes   Credit card (automatic)          99.45
## 404                No Bank transfer (automatic)          55.90
## 405               Yes              Mailed check          19.70
## 406               Yes   Credit card (automatic)          19.80
## 407               Yes Bank transfer (automatic)          95.40
## 408               Yes              Mailed check          93.95
## 409               Yes              Mailed check          19.90
## 410               Yes              Mailed check          19.60
## 411               Yes          Electronic check          81.35
## 412               Yes Bank transfer (automatic)          24.45
## 413               Yes          Electronic check          74.95
## 414               Yes          Electronic check          87.35
## 415               Yes Bank transfer (automatic)          70.65
## 416                No Bank transfer (automatic)          73.25
## 417               Yes Bank transfer (automatic)          98.70
## 418               Yes              Mailed check          24.80
## 419                No          Electronic check          83.30
## 420               Yes Bank transfer (automatic)          75.30
## 421               Yes              Mailed check          24.30
## 422               Yes Bank transfer (automatic)          69.85
## 423                No   Credit card (automatic)         100.55
## 424                No              Mailed check          25.70
## 425                No Bank transfer (automatic)          40.70
## 426                No Bank transfer (automatic)          51.65
## 427               Yes Bank transfer (automatic)         105.10
## 428                No          Electronic check          85.95
## 429               Yes Bank transfer (automatic)          75.60
## 430                No Bank transfer (automatic)          58.25
## 431               Yes              Mailed check          19.40
## 432               Yes   Credit card (automatic)          65.20
## 433                No          Electronic check          53.45
## 434               Yes Bank transfer (automatic)          45.40
## 435               Yes          Electronic check          19.75
## 436               Yes   Credit card (automatic)          44.45
## 437                No Bank transfer (automatic)          20.85
## 438               Yes   Credit card (automatic)         114.05
## 439               Yes Bank transfer (automatic)          89.85
## 440                No              Mailed check          55.05
## 441               Yes          Electronic check         112.95
## 442                No   Credit card (automatic)         101.55
## 443               Yes              Mailed check         114.65
## 444                No          Electronic check          64.80
## 445                No          Electronic check          80.40
## 446               Yes          Electronic check         105.90
## 447                No              Mailed check          69.55
## 448               Yes Bank transfer (automatic)          25.05
## 449               Yes          Electronic check          94.75
## 450                No Bank transfer (automatic)         105.50
## 451                No              Mailed check          24.70
## 452               Yes              Mailed check          69.75
## 453               Yes Bank transfer (automatic)          60.20
## 454               Yes          Electronic check          81.05
## 455                No              Mailed check          24.40
## 456               Yes          Electronic check         104.15
## 457                No Bank transfer (automatic)          92.90
## 458                No Bank transfer (automatic)          80.80
## 459                No              Mailed check          20.00
## 460               Yes          Electronic check          75.10
## 461                No              Mailed check          19.65
## 462               Yes Bank transfer (automatic)          69.45
## 463                No          Electronic check         101.15
## 464               Yes          Electronic check          99.80
## 465               Yes Bank transfer (automatic)         116.05
## 466               Yes              Mailed check          40.05
## 467                No          Electronic check         102.10
## 468               Yes          Electronic check          89.70
## 469                No              Mailed check          19.90
## 470                No          Electronic check          55.95
## 471                No              Mailed check          20.65
## 472               Yes          Electronic check          55.00
## 473               Yes              Mailed check          70.05
## 474                No              Mailed check          53.60
## 475               Yes          Electronic check          74.70
## 476               Yes          Electronic check          80.25
## 477               Yes          Electronic check          76.05
## 478               Yes          Electronic check          75.70
## 479               Yes          Electronic check          96.10
## 480                No Bank transfer (automatic)          69.00
## 481                No              Mailed check          19.65
## 482               Yes Bank transfer (automatic)          45.30
## 483               Yes          Electronic check          81.45
## 484               Yes Bank transfer (automatic)         108.50
## 485               Yes          Electronic check          83.55
## 486               Yes   Credit card (automatic)          84.50
## 487               Yes          Electronic check         100.15
## 488               Yes Bank transfer (automatic)          88.60
## 490               Yes          Electronic check          74.35
## 491               Yes Bank transfer (automatic)         104.80
## 492               Yes          Electronic check          59.00
## 493               Yes          Electronic check          74.40
## 494                No Bank transfer (automatic)          64.05
## 495                No              Mailed check          20.40
## 496               Yes Bank transfer (automatic)          43.75
## 497                No              Mailed check          60.90
## 498                No Bank transfer (automatic)          19.80
## 499                No          Electronic check          28.45
## 500               Yes Bank transfer (automatic)          99.70
## 501                No   Credit card (automatic)         116.25
## 502               Yes   Credit card (automatic)          80.70
## 503                No Bank transfer (automatic)          65.20
## 504               Yes Bank transfer (automatic)          84.05
## 505               Yes   Credit card (automatic)          79.45
## 506               Yes          Electronic check          94.10
## 507               Yes              Mailed check          78.00
## 508               Yes          Electronic check          94.20
## 509               Yes          Electronic check          80.50
## 510                No              Mailed check          19.85
## 511                No   Credit card (automatic)          94.30
## 512               Yes          Electronic check         106.45
## 513               Yes          Electronic check          74.35
## 514               Yes Bank transfer (automatic)         105.45
## 515               Yes   Credit card (automatic)          95.00
## 516                No Bank transfer (automatic)         104.80
## 517                No              Mailed check          54.30
## 518                No          Electronic check          70.05
## 519               Yes Bank transfer (automatic)          75.20
## 520                No   Credit card (automatic)          20.05
## 521               Yes          Electronic check         105.40
## 522               Yes          Electronic check          51.60
## 523                No Bank transfer (automatic)          85.50
## 524                No Bank transfer (automatic)          75.60
## 525               Yes          Electronic check         100.05
## 526                No          Electronic check          91.25
## 527               Yes   Credit card (automatic)         115.75
## 528               Yes   Credit card (automatic)          94.70
## 529                No              Mailed check          19.60
## 530               Yes Bank transfer (automatic)          99.90
## 531               Yes   Credit card (automatic)          21.10
## 532                No   Credit card (automatic)          20.05
## 533               Yes          Electronic check          79.95
## 534               Yes   Credit card (automatic)         107.15
## 535               Yes          Electronic check          85.00
## 536               Yes          Electronic check          89.55
## 537               Yes Bank transfer (automatic)          81.55
## 538               Yes              Mailed check          58.45
## 539               Yes   Credit card (automatic)          95.65
## 540               Yes Bank transfer (automatic)          80.60
## 541               Yes Bank transfer (automatic)         113.10
## 542               Yes              Mailed check          58.95
## 543                No              Mailed check          19.55
## 544               Yes Bank transfer (automatic)          86.05
## 545               Yes   Credit card (automatic)          45.55
## 546               Yes Bank transfer (automatic)          78.95
## 547               Yes              Mailed check          86.30
## 548               Yes Bank transfer (automatic)         105.05
## 549               Yes Bank transfer (automatic)         101.90
## 550                No              Mailed check          19.75
## 551               Yes Bank transfer (automatic)         110.30
## 552               Yes Bank transfer (automatic)         115.60
## 553                No Bank transfer (automatic)          19.35
## 554               Yes   Credit card (automatic)          25.60
## 555               Yes Bank transfer (automatic)          80.35
## 556               Yes Bank transfer (automatic)          68.75
## 557                No Bank transfer (automatic)          19.90
## 558                No              Mailed check          70.60
## 559                No          Electronic check          70.20
## 560               Yes          Electronic check          49.30
## 561               Yes          Electronic check         107.25
## 562               Yes              Mailed check          23.60
## 563                No   Credit card (automatic)          69.70
## 564               Yes   Credit card (automatic)          99.50
## 565                No Bank transfer (automatic)          64.30
## 566               Yes   Credit card (automatic)          70.85
## 567                No          Electronic check         101.90
## 568                No   Credit card (automatic)          73.50
## 569               Yes          Electronic check         100.25
## 570               Yes   Credit card (automatic)          40.40
## 571               Yes   Credit card (automatic)          19.25
## 572                No Bank transfer (automatic)          59.60
## 573                No   Credit card (automatic)          64.90
## 574                No   Credit card (automatic)         100.30
## 575               Yes          Electronic check         110.85
## 576               Yes              Mailed check          81.05
## 577                No Bank transfer (automatic)          98.05
## 578               Yes          Electronic check          70.50
## 579               Yes          Electronic check          94.55
## 580               Yes              Mailed check          19.65
## 581                No              Mailed check          19.00
## 582                No              Mailed check          75.30
## 583               Yes          Electronic check          89.20
## 584               Yes              Mailed check          19.00
## 585               Yes              Mailed check          20.00
## 586               Yes          Electronic check          85.70
## 587               Yes   Credit card (automatic)          63.25
## 588                No              Mailed check          20.10
## 589               Yes          Electronic check          99.15
## 590                No          Electronic check          90.40
## 591               Yes   Credit card (automatic)         111.90
## 592                No          Electronic check          24.90
## 593                No   Credit card (automatic)          83.50
## 594               Yes   Credit card (automatic)          84.30
## 595                No              Mailed check          45.60
## 596               Yes              Mailed check          61.65
## 597                No              Mailed check          54.85
## 598                No              Mailed check          65.55
## 599               Yes   Credit card (automatic)          90.35
## 600               Yes   Credit card (automatic)          20.40
## 601               Yes   Credit card (automatic)          74.55
## 602                No              Mailed check          19.95
## 603               Yes Bank transfer (automatic)          74.25
## 604                No          Electronic check         108.65
## 605               Yes Bank transfer (automatic)         109.55
## 606                No   Credit card (automatic)          86.65
## 607                No   Credit card (automatic)          81.00
## 608                No   Credit card (automatic)          47.85
## 609                No Bank transfer (automatic)         114.55
## 610                No Bank transfer (automatic)         105.25
## 611               Yes          Electronic check          29.95
## 612                No              Mailed check          65.00
## 613                No              Mailed check          20.55
## 614               Yes   Credit card (automatic)         109.80
## 615                No Bank transfer (automatic)          69.50
## 616                No              Mailed check          48.85
## 617               Yes   Credit card (automatic)          25.25
## 618               Yes   Credit card (automatic)         102.85
## 619               Yes Bank transfer (automatic)          87.55
## 620               Yes Bank transfer (automatic)          78.55
## 621               Yes Bank transfer (automatic)          34.55
## 622               Yes          Electronic check          92.05
## 623               Yes          Electronic check          85.05
## 624                No              Mailed check          19.70
## 625                No Bank transfer (automatic)          20.00
## 626               Yes          Electronic check          95.15
## 627                No          Electronic check          84.25
## 628                No   Credit card (automatic)         104.60
## 629                No          Electronic check         111.65
## 630                No   Credit card (automatic)          90.05
## 631               Yes Bank transfer (automatic)         110.75
## 632                No Bank transfer (automatic)          55.00
## 633                No   Credit card (automatic)          89.85
## 634                No              Mailed check          20.35
## 635               Yes Bank transfer (automatic)          54.55
## 636               Yes          Electronic check         105.50
## 637                No Bank transfer (automatic)          99.45
## 638                No   Credit card (automatic)          70.90
## 639               Yes Bank transfer (automatic)         104.55
## 640               Yes          Electronic check          85.25
## 641                No Bank transfer (automatic)          25.40
## 642                No          Electronic check          56.15
## 643               Yes          Electronic check          89.55
## 644               Yes Bank transfer (automatic)          89.85
## 645               Yes          Electronic check          25.25
## 646               Yes          Electronic check          94.55
## 647               Yes              Mailed check          45.70
## 648               Yes          Electronic check          69.65
## 649                No          Electronic check          89.50
## 650                No   Credit card (automatic)          70.00
## 651               Yes Bank transfer (automatic)          69.55
## 652               Yes              Mailed check          74.60
## 653                No              Mailed check          20.10
## 654                No              Mailed check          24.80
## 655                No          Electronic check          19.65
## 656               Yes   Credit card (automatic)          95.10
## 657               Yes   Credit card (automatic)          88.85
## 658                No Bank transfer (automatic)          78.80
## 659                No              Mailed check          19.85
## 660                No Bank transfer (automatic)          20.35
## 661               Yes              Mailed check          24.25
## 662                No              Mailed check          45.25
## 663                No              Mailed check          20.05
## 664               Yes              Mailed check          69.55
## 665                No Bank transfer (automatic)          19.50
## 666               Yes              Mailed check          74.75
## 667                No          Electronic check          69.65
## 668               Yes Bank transfer (automatic)          30.20
## 669                No              Mailed check          45.65
## 670                No Bank transfer (automatic)          57.80
## 671               Yes Bank transfer (automatic)          19.85
## 672                No   Credit card (automatic)          25.55
## 673               Yes              Mailed check          75.05
## 674               Yes   Credit card (automatic)          24.85
## 675               Yes          Electronic check          49.15
## 676               Yes          Electronic check         110.35
## 677                No Bank transfer (automatic)          24.55
## 678               Yes          Electronic check          34.70
## 679                No              Mailed check         107.95
## 680                No Bank transfer (automatic)          81.40
## 681                No          Electronic check          80.00
## 682               Yes Bank transfer (automatic)          73.80
## 683               Yes   Credit card (automatic)          64.40
## 684               Yes   Credit card (automatic)         103.75
## 685                No              Mailed check          71.10
## 686               Yes          Electronic check          49.90
## 687               Yes Bank transfer (automatic)          24.60
## 688               Yes          Electronic check          49.25
## 689                No              Mailed check          30.10
## 690                No Bank transfer (automatic)          83.40
## 691               Yes              Mailed check          20.45
## 692               Yes Bank transfer (automatic)          75.25
## 693                No   Credit card (automatic)          20.55
## 694               Yes   Credit card (automatic)          75.10
## 695               Yes              Mailed check          20.05
## 696               Yes              Mailed check          20.65
## 697               Yes Bank transfer (automatic)          85.15
## 698               Yes          Electronic check          50.15
## 699               Yes Bank transfer (automatic)          84.95
## 700               Yes   Credit card (automatic)          66.50
## 701               Yes Bank transfer (automatic)          63.30
## 702                No          Electronic check          83.15
## 703               Yes          Electronic check          84.90
## 704               Yes              Mailed check          20.55
## 705                No              Mailed check          49.25
## 706               Yes Bank transfer (automatic)          79.85
## 707               Yes              Mailed check          59.60
## 708               Yes Bank transfer (automatic)         104.65
## 709               Yes   Credit card (automatic)          75.30
## 710                No   Credit card (automatic)          80.10
## 711                No              Mailed check          19.55
## 712               Yes              Mailed check          81.00
## 713               Yes   Credit card (automatic)          24.70
## 714               Yes              Mailed check          86.00
## 715                No              Mailed check          25.40
## 716               Yes   Credit card (automatic)          89.15
## 717                No Bank transfer (automatic)          58.25
## 718               Yes Bank transfer (automatic)          85.65
## 719               Yes   Credit card (automatic)          50.35
## 720               Yes   Credit card (automatic)          80.35
## 721                No              Mailed check          20.20
## 722                No   Credit card (automatic)          20.55
## 723               Yes          Electronic check          85.95
## 724               Yes          Electronic check          45.35
## 725               Yes          Electronic check          94.50
## 726               Yes              Mailed check          21.25
## 727                No              Mailed check          26.25
## 728               Yes          Electronic check          80.85
## 729                No   Credit card (automatic)          91.70
## 730               Yes   Credit card (automatic)          74.20
## 731               Yes          Electronic check          87.25
## 732                No              Mailed check          20.35
## 733               Yes          Electronic check          75.50
## 734                No Bank transfer (automatic)          79.05
## 735                No Bank transfer (automatic)          90.15
## 736                No   Credit card (automatic)          50.60
## 737                No   Credit card (automatic)         110.45
## 738                No   Credit card (automatic)         101.00
## 739               Yes Bank transfer (automatic)          79.35
## 740               Yes Bank transfer (automatic)          89.85
## 741               Yes              Mailed check          65.00
## 742               Yes          Electronic check          80.45
## 743                No          Electronic check          98.55
## 744               Yes              Mailed check          24.10
## 745               Yes   Credit card (automatic)          44.05
## 746               Yes   Credit card (automatic)         110.80
## 747               Yes Bank transfer (automatic)         114.95
## 748                No              Mailed check          75.05
## 749                No              Mailed check          19.25
## 750               Yes   Credit card (automatic)          90.05
## 751               Yes              Mailed check          56.70
## 752               Yes   Credit card (automatic)          80.15
## 753               Yes   Credit card (automatic)          71.35
## 755                No          Electronic check          90.35
## 756               Yes          Electronic check          98.55
## 757                No Bank transfer (automatic)          19.70
## 758                No              Mailed check          19.85
## 759               Yes Bank transfer (automatic)          85.90
## 760               Yes Bank transfer (automatic)          90.35
## 761                No              Mailed check          20.80
## 762                No          Electronic check          89.25
## 763               Yes          Electronic check          70.30
## 764                No Bank transfer (automatic)          66.85
## 765                No              Mailed check          19.90
## 766               Yes              Mailed check          35.80
## 767               Yes              Mailed check          78.85
## 768                No Bank transfer (automatic)          20.40
## 769               Yes          Electronic check          74.25
## 770                No              Mailed check          64.80
## 771               Yes   Credit card (automatic)          20.45
## 772               Yes          Electronic check          93.35
## 773                No              Mailed check          19.90
## 774               Yes              Mailed check          88.90
## 775               Yes          Electronic check          95.80
## 776               Yes   Credit card (automatic)         110.65
## 777                No              Mailed check          40.30
## 778               Yes          Electronic check          82.00
## 779               Yes   Credit card (automatic)         107.00
## 780                No          Electronic check          45.35
## 781               Yes   Credit card (automatic)          73.35
## 782                No              Mailed check          44.80
## 783               Yes   Credit card (automatic)          54.75
## 784               Yes          Electronic check          52.20
## 785               Yes Bank transfer (automatic)          40.60
## 786               Yes          Electronic check         110.00
## 787                No Bank transfer (automatic)          55.30
## 788               Yes Bank transfer (automatic)          60.85
## 789                No          Electronic check          78.40
## 790                No Bank transfer (automatic)          69.65
## 791                No   Credit card (automatic)          59.85
## 792               Yes   Credit card (automatic)          76.90
## 793               Yes              Mailed check          19.85
## 794                No   Credit card (automatic)          67.65
## 795                No   Credit card (automatic)          45.00
## 796               Yes              Mailed check          64.20
## 797                No   Credit card (automatic)          81.70
## 798               Yes Bank transfer (automatic)          25.55
## 799                No          Electronic check          20.00
## 800               Yes          Electronic check          96.75
## 801               Yes   Credit card (automatic)          75.65
## 802               Yes          Electronic check          98.50
## 803               Yes              Mailed check          23.80
## 804               Yes   Credit card (automatic)          64.20
## 805               Yes          Electronic check          85.35
## 806               Yes Bank transfer (automatic)          76.80
## 807                No   Credit card (automatic)          55.20
## 808               Yes   Credit card (automatic)         108.55
## 809               Yes          Electronic check         101.30
## 810               Yes          Electronic check          69.55
## 811               Yes Bank transfer (automatic)         103.25
## 812               Yes   Credit card (automatic)         104.00
## 813                No          Electronic check          25.25
## 814                No Bank transfer (automatic)          30.40
## 815                No Bank transfer (automatic)          20.05
## 816               Yes              Mailed check          84.60
## 817               Yes              Mailed check          86.20
## 818               Yes Bank transfer (automatic)         103.70
## 819               Yes          Electronic check         111.20
## 820               Yes   Credit card (automatic)          88.00
## 821               Yes          Electronic check         106.35
## 822               Yes   Credit card (automatic)          79.15
## 823               Yes          Electronic check         103.10
## 824               Yes   Credit card (automatic)          63.95
## 825               Yes   Credit card (automatic)          25.80
## 826               Yes   Credit card (automatic)          89.45
## 827               Yes Bank transfer (automatic)          95.60
## 828                No              Mailed check          25.55
## 829                No          Electronic check          90.95
## 830               Yes          Electronic check          44.85
## 831                No          Electronic check         108.55
## 832                No   Credit card (automatic)          25.05
## 833                No   Credit card (automatic)          74.10
## 834               Yes          Electronic check          88.80
## 835               Yes          Electronic check          78.85
## 836               Yes          Electronic check          93.25
## 837                No   Credit card (automatic)          71.40
## 838                No              Mailed check          44.40
## 839               Yes   Credit card (automatic)          79.20
## 840                No   Credit card (automatic)          20.40
## 841               Yes          Electronic check         100.00
## 842               Yes   Credit card (automatic)         105.00
## 843                No Bank transfer (automatic)          19.80
## 844               Yes Bank transfer (automatic)          30.85
## 845               Yes          Electronic check          89.90
## 846                No              Mailed check          20.55
## 847               Yes Bank transfer (automatic)          84.85
## 848                No   Credit card (automatic)          33.15
## 849               Yes   Credit card (automatic)          92.00
## 850                No   Credit card (automatic)          89.80
## 851               Yes Bank transfer (automatic)         115.80
## 852               Yes              Mailed check          85.15
## 853                No              Mailed check          24.85
## 854               Yes          Electronic check          64.35
## 855                No   Credit card (automatic)          20.50
## 856               Yes          Electronic check         100.15
## 857                No   Credit card (automatic)          86.05
## 858                No          Electronic check          50.80
## 859                No          Electronic check          89.00
## 860               Yes   Credit card (automatic)          64.80
## 861                No   Credit card (automatic)          19.80
## 862                No Bank transfer (automatic)          93.40
## 863               Yes          Electronic check          73.65
## 864               Yes          Electronic check          95.10
## 865               Yes   Credit card (automatic)          94.65
## 866               Yes              Mailed check          80.60
## 867               Yes Bank transfer (automatic)          39.00
## 868               Yes              Mailed check          20.50
## 869                No          Electronic check          85.55
## 870               Yes              Mailed check          26.40
## 871               Yes Bank transfer (automatic)          98.20
## 872               Yes   Credit card (automatic)          97.55
## 873                No   Credit card (automatic)          19.95
## 874               Yes          Electronic check          50.80
## 875                No Bank transfer (automatic)          99.70
## 876               Yes   Credit card (automatic)          34.80
## 877                No          Electronic check         105.10
## 878                No Bank transfer (automatic)          60.15
## 879                No          Electronic check          64.75
## 880               Yes Bank transfer (automatic)          54.65
## 881               Yes          Electronic check         110.10
## 882                No   Credit card (automatic)          19.30
## 883                No          Electronic check          83.90
## 884               Yes          Electronic check         111.25
## 885               Yes   Credit card (automatic)          35.80
## 886               Yes              Mailed check          20.05
## 887               Yes          Electronic check          84.35
## 888               Yes Bank transfer (automatic)         110.50
## 889                No   Credit card (automatic)          91.20
## 890               Yes          Electronic check         100.55
## 891                No          Electronic check          89.30
## 892               Yes Bank transfer (automatic)         103.85
## 893               Yes   Credit card (automatic)          81.10
## 894                No          Electronic check          24.60
## 895               Yes   Credit card (automatic)          81.20
## 896               Yes   Credit card (automatic)          94.30
## 897               Yes Bank transfer (automatic)         116.10
## 898                No          Electronic check         105.55
## 899               Yes Bank transfer (automatic)          98.90
## 900               Yes   Credit card (automatic)          94.40
## 901                No              Mailed check          19.50
## 902                No   Credit card (automatic)          98.30
## 903                No          Electronic check          93.85
## 904               Yes   Credit card (automatic)         105.60
## 905                No   Credit card (automatic)          81.35
## 906               Yes          Electronic check         100.50
## 907               Yes          Electronic check          56.40
## 908               Yes Bank transfer (automatic)          65.35
## 909                No              Mailed check          19.95
## 910               Yes          Electronic check         111.25
## 911               Yes          Electronic check          72.85
## 912                No   Credit card (automatic)          89.00
## 913               Yes Bank transfer (automatic)         106.10
## 914                No   Credit card (automatic)          20.05
## 915               Yes Bank transfer (automatic)          25.20
## 916               Yes          Electronic check          73.55
## 917               Yes Bank transfer (automatic)          75.40
## 918               Yes Bank transfer (automatic)          65.55
## 919               Yes          Electronic check          80.70
## 920               Yes              Mailed check         104.55
## 921                No Bank transfer (automatic)          24.15
## 922                No              Mailed check          20.45
## 923               Yes          Electronic check          75.40
## 924               Yes   Credit card (automatic)          79.70
## 925                No          Electronic check          81.70
## 926                No Bank transfer (automatic)          76.30
## 927               Yes          Electronic check          79.40
## 928               Yes          Electronic check          81.15
## 929               Yes   Credit card (automatic)         103.75
## 930                No          Electronic check          86.45
## 931                No Bank transfer (automatic)          75.10
## 932                No Bank transfer (automatic)          80.60
## 933                No   Credit card (automatic)          19.30
## 934               Yes          Electronic check          84.60
## 935               Yes              Mailed check          33.60
## 936               Yes          Electronic check          83.25
## 938               Yes          Electronic check          79.05
## 939               Yes   Credit card (automatic)         108.05
## 940                No              Mailed check          19.90
## 941                No Bank transfer (automatic)          21.05
## 942                No          Electronic check          30.15
## 943               Yes   Credit card (automatic)          79.85
## 944                No Bank transfer (automatic)          65.50
## 945               Yes Bank transfer (automatic)         104.10
## 946                No Bank transfer (automatic)          74.40
## 947               Yes              Mailed check          20.50
## 948               Yes              Mailed check          91.35
## 949               Yes          Electronic check          99.05
## 950                No Bank transfer (automatic)          20.50
## 951                No              Mailed check          44.95
## 952                No          Electronic check          75.60
## 953                No              Mailed check          55.10
## 954                No          Electronic check          58.95
## 955               Yes          Electronic check          95.10
## 956                No   Credit card (automatic)          44.70
## 957                No Bank transfer (automatic)          25.45
## 958                No          Electronic check          56.75
## 959                No Bank transfer (automatic)          81.75
## 960               Yes          Electronic check          86.10
## 961                No Bank transfer (automatic)          29.80
## 962               Yes              Mailed check          20.50
## 963                No Bank transfer (automatic)          60.90
## 964                No Bank transfer (automatic)          73.25
## 965               Yes              Mailed check          45.70
## 966                No   Credit card (automatic)         100.30
## 967                No          Electronic check          19.25
## 968                No              Mailed check          20.85
## 969                No   Credit card (automatic)          77.35
## 970               Yes          Electronic check          96.00
## 971                No          Electronic check          90.55
## 972               Yes Bank transfer (automatic)          93.85
## 973                No Bank transfer (automatic)          70.10
## 974               Yes          Electronic check          30.35
## 975               Yes   Credit card (automatic)          75.95
## 976               Yes          Electronic check         108.05
## 977               Yes          Electronic check          69.90
## 978                No          Electronic check          75.25
## 979               Yes          Electronic check         103.75
## 980               Yes Bank transfer (automatic)          54.95
## 981               Yes Bank transfer (automatic)          19.50
## 982                No              Mailed check          19.60
## 983               Yes          Electronic check          47.85
## 984               Yes          Electronic check          86.60
## 985                No Bank transfer (automatic)          23.75
## 986               Yes Bank transfer (automatic)          80.60
## 987                No Bank transfer (automatic)          43.80
## 988                No Bank transfer (automatic)          19.75
## 989                No              Mailed check          19.15
## 990                No   Credit card (automatic)          19.60
## 991                No Bank transfer (automatic)          80.30
## 992                No   Credit card (automatic)          24.35
## 993                No   Credit card (automatic)          25.25
## 994                No   Credit card (automatic)          26.10
## 995                No   Credit card (automatic)          20.00
## 996                No   Credit card (automatic)          85.30
## 997               Yes   Credit card (automatic)          70.00
## 998               Yes          Electronic check          94.30
## 999                No Bank transfer (automatic)          20.70
## 1000               No          Electronic check          70.30
## 1001              Yes          Electronic check          95.35
## 1002              Yes          Electronic check          75.50
## 1003              Yes              Mailed check          69.55
## 1004               No              Mailed check          19.85
## 1005               No              Mailed check          20.00
## 1006              Yes   Credit card (automatic)          95.85
## 1007              Yes          Electronic check          90.10
## 1008               No          Electronic check          68.95
## 1009              Yes   Credit card (automatic)          99.55
## 1010              Yes          Electronic check          20.75
## 1011              Yes              Mailed check          50.15
## 1012               No              Mailed check          58.65
## 1013              Yes Bank transfer (automatic)          95.90
## 1014               No          Electronic check          49.50
## 1015               No          Electronic check          57.45
## 1016               No   Credit card (automatic)          53.65
## 1017              Yes              Mailed check          80.10
## 1018              Yes Bank transfer (automatic)          24.40
## 1019              Yes          Electronic check          40.05
## 1020              Yes              Mailed check          19.50
## 1021               No   Credit card (automatic)          51.05
## 1022               No              Mailed check          54.35
## 1023              Yes          Electronic check          84.70
## 1024              Yes          Electronic check          86.10
## 1025              Yes              Mailed check          70.35
## 1026              Yes Bank transfer (automatic)         110.00
## 1027              Yes          Electronic check         100.60
## 1028               No   Credit card (automatic)          94.90
## 1029              Yes          Electronic check          83.75
## 1030              Yes              Mailed check          88.30
## 1031              Yes Bank transfer (automatic)          69.75
## 1032               No Bank transfer (automatic)          71.60
## 1033              Yes          Electronic check          92.10
## 1034               No Bank transfer (automatic)          23.65
## 1035               No Bank transfer (automatic)          81.85
## 1036               No              Mailed check          25.10
## 1037              Yes Bank transfer (automatic)         114.70
## 1038               No          Electronic check          49.15
## 1039              Yes          Electronic check          80.90
## 1040              Yes          Electronic check          79.45
## 1041               No   Credit card (automatic)          90.45
## 1042              Yes Bank transfer (automatic)          19.30
## 1043               No          Electronic check          70.20
## 1044              Yes Bank transfer (automatic)          69.75
## 1045               No Bank transfer (automatic)          54.25
## 1046              Yes Bank transfer (automatic)          99.30
## 1047               No   Credit card (automatic)          74.00
## 1048              Yes              Mailed check          50.25
## 1049              Yes              Mailed check          19.80
## 1050               No              Mailed check          19.65
## 1051              Yes          Electronic check          43.65
## 1052              Yes   Credit card (automatic)          35.50
## 1053              Yes              Mailed check          80.75
## 1054               No          Electronic check          39.50
## 1055              Yes Bank transfer (automatic)          97.10
## 1056               No              Mailed check          19.55
## 1057              Yes          Electronic check          80.00
## 1058              Yes              Mailed check          84.70
## 1059              Yes Bank transfer (automatic)          89.55
## 1060              Yes          Electronic check          90.60
## 1061              Yes Bank transfer (automatic)          20.05
## 1062              Yes          Electronic check         112.40
## 1063               No Bank transfer (automatic)          50.20
## 1064               No Bank transfer (automatic)          62.25
## 1065               No              Mailed check          55.70
## 1066              Yes Bank transfer (automatic)          90.05
## 1067               No              Mailed check          19.65
## 1068              Yes          Electronic check          89.25
## 1069              Yes Bank transfer (automatic)          99.05
## 1070               No              Mailed check          54.00
## 1071               No Bank transfer (automatic)          69.75
## 1072              Yes   Credit card (automatic)          49.05
## 1073               No Bank transfer (automatic)          56.75
## 1074              Yes Bank transfer (automatic)          98.05
## 1075               No              Mailed check          21.10
## 1076              Yes Bank transfer (automatic)          96.65
## 1077              Yes   Credit card (automatic)          24.50
## 1078              Yes Bank transfer (automatic)         114.50
## 1079              Yes   Credit card (automatic)          79.20
## 1080              Yes          Electronic check          69.55
## 1081              Yes Bank transfer (automatic)          20.05
## 1082              Yes          Electronic check          98.85
## 1084              Yes          Electronic check          80.95
## 1085               No   Credit card (automatic)          19.60
## 1086              Yes          Electronic check          74.30
## 1087               No Bank transfer (automatic)          89.70
## 1088               No Bank transfer (automatic)          87.65
## 1089              Yes   Credit card (automatic)         100.45
## 1090              Yes   Credit card (automatic)          74.75
## 1091               No Bank transfer (automatic)         107.45
## 1092              Yes Bank transfer (automatic)          75.35
## 1093               No   Credit card (automatic)          64.95
## 1094               No          Electronic check         100.45
## 1095               No Bank transfer (automatic)          68.50
## 1096              Yes          Electronic check          80.55
## 1097               No Bank transfer (automatic)          81.25
## 1098              Yes          Electronic check          90.40
## 1099               No          Electronic check          89.55
## 1100              Yes              Mailed check          55.70
## 1101              Yes          Electronic check          24.80
## 1102               No          Electronic check          20.00
## 1103              Yes              Mailed check          56.15
## 1104              Yes          Electronic check         105.20
## 1105              Yes              Mailed check          19.55
## 1106              Yes          Electronic check          79.75
## 1107               No Bank transfer (automatic)          97.45
## 1108               No Bank transfer (automatic)          24.25
## 1109               No   Credit card (automatic)          24.60
## 1110              Yes              Mailed check          50.15
## 1111               No Bank transfer (automatic)          39.60
## 1112              Yes Bank transfer (automatic)          94.40
## 1113               No              Mailed check          89.85
## 1114              Yes   Credit card (automatic)          78.95
## 1115              Yes   Credit card (automatic)          98.85
## 1116              Yes   Credit card (automatic)          53.85
## 1117              Yes          Electronic check          24.25
## 1118              Yes   Credit card (automatic)          89.45
## 1119              Yes   Credit card (automatic)         105.25
## 1120               No Bank transfer (automatic)          59.50
## 1121               No   Credit card (automatic)          70.55
## 1122              Yes   Credit card (automatic)          82.50
## 1123              Yes   Credit card (automatic)          44.85
## 1124              Yes Bank transfer (automatic)          61.60
## 1125              Yes Bank transfer (automatic)          49.05
## 1126              Yes          Electronic check         105.65
## 1127               No              Mailed check          74.65
## 1128              Yes              Mailed check          66.25
## 1129              Yes          Electronic check          19.40
## 1130              Yes   Credit card (automatic)          86.05
## 1131              Yes   Credit card (automatic)          19.15
## 1132              Yes Bank transfer (automatic)          64.70
## 1133              Yes Bank transfer (automatic)         104.05
## 1134               No              Mailed check          19.25
## 1135               No          Electronic check          81.95
## 1136              Yes Bank transfer (automatic)         114.65
## 1137               No   Credit card (automatic)          20.00
## 1138               No              Mailed check          19.80
## 1139              Yes Bank transfer (automatic)          65.15
## 1140               No              Mailed check          19.65
## 1141               No   Credit card (automatic)          88.95
## 1142              Yes              Mailed check          20.20
## 1143              Yes   Credit card (automatic)          75.20
## 1144               No   Credit card (automatic)          56.80
## 1145              Yes          Electronic check          35.55
## 1146              Yes Bank transfer (automatic)          75.50
## 1147               No              Mailed check          35.60
## 1148              Yes          Electronic check          60.25
## 1149              Yes          Electronic check          95.15
## 1150              Yes              Mailed check          96.65
## 1151              Yes          Electronic check          40.35
## 1152               No          Electronic check          18.85
## 1153               No              Mailed check          54.85
## 1154              Yes              Mailed check          64.30
## 1155              Yes Bank transfer (automatic)          24.65
## 1156               No   Credit card (automatic)          76.10
## 1157               No              Mailed check          18.70
## 1158              Yes   Credit card (automatic)          97.95
## 1159              Yes   Credit card (automatic)          94.10
## 1160              Yes          Electronic check          80.40
## 1161              Yes          Electronic check          95.10
## 1162              Yes              Mailed check          31.35
## 1163              Yes Bank transfer (automatic)          72.35
## 1164              Yes Bank transfer (automatic)          89.75
## 1165              Yes Bank transfer (automatic)          82.70
## 1166               No   Credit card (automatic)          19.90
## 1167              Yes          Electronic check          53.80
## 1168              Yes   Credit card (automatic)          51.55
## 1169               No              Mailed check          19.65
## 1170              Yes   Credit card (automatic)          44.05
## 1171              Yes          Electronic check         114.00
## 1172              Yes          Electronic check          94.40
## 1173              Yes          Electronic check         100.40
## 1174              Yes          Electronic check          19.85
## 1175              Yes              Mailed check          54.25
## 1176              Yes   Credit card (automatic)          80.00
## 1177              Yes   Credit card (automatic)         109.90
## 1178               No              Mailed check          79.20
## 1179              Yes          Electronic check         101.35
## 1180              Yes          Electronic check          94.30
## 1181              Yes Bank transfer (automatic)          49.80
## 1182              Yes Bank transfer (automatic)          60.05
## 1183              Yes          Electronic check          53.75
## 1184              Yes          Electronic check          93.45
## 1185              Yes              Mailed check          87.90
## 1186              Yes          Electronic check          60.15
## 1187              Yes Bank transfer (automatic)          61.05
## 1188               No Bank transfer (automatic)         104.05
## 1189              Yes          Electronic check          99.25
## 1190               No   Credit card (automatic)          85.70
## 1191              Yes          Electronic check         104.85
## 1192              Yes   Credit card (automatic)          69.15
## 1193              Yes          Electronic check          90.45
## 1194               No              Mailed check          74.45
## 1195               No          Electronic check          50.45
## 1196              Yes          Electronic check          60.00
## 1197               No          Electronic check          85.25
## 1198              Yes   Credit card (automatic)          19.45
## 1199              Yes Bank transfer (automatic)          20.75
## 1200               No          Electronic check          78.90
## 1201              Yes   Credit card (automatic)         104.50
## 1202              Yes          Electronic check          49.40
## 1203              Yes Bank transfer (automatic)          94.25
## 1204               No              Mailed check          25.00
## 1205               No   Credit card (automatic)          25.55
## 1206              Yes          Electronic check          74.90
## 1207              Yes          Electronic check          70.15
## 1208              Yes   Credit card (automatic)          69.40
## 1209              Yes          Electronic check          80.25
## 1210              Yes          Electronic check          93.15
## 1211              Yes          Electronic check          69.00
## 1212              Yes          Electronic check          66.35
## 1213              Yes          Electronic check          69.55
## 1214               No Bank transfer (automatic)          20.20
## 1215              Yes Bank transfer (automatic)          86.00
## 1216              Yes          Electronic check          80.30
## 1217               No   Credit card (automatic)          20.40
## 1218              Yes   Credit card (automatic)          23.75
## 1219              Yes   Credit card (automatic)          90.55
## 1220              Yes   Credit card (automatic)          70.45
## 1221               No Bank transfer (automatic)          65.75
## 1222              Yes              Mailed check          24.60
## 1223               No              Mailed check          69.25
## 1224              Yes          Electronic check          75.90
## 1225              Yes              Mailed check          45.85
## 1226              Yes          Electronic check          49.95
## 1227               No Bank transfer (automatic)          24.65
## 1228               No Bank transfer (automatic)          90.40
## 1229              Yes              Mailed check         100.85
## 1230               No   Credit card (automatic)          75.35
## 1231               No          Electronic check          87.20
## 1232               No   Credit card (automatic)          64.40
## 1233               No          Electronic check          78.30
## 1234               No Bank transfer (automatic)          24.70
## 1235              Yes          Electronic check         105.85
## 1236              Yes              Mailed check          98.30
## 1237              Yes          Electronic check          76.95
## 1238               No              Mailed check          19.45
## 1239              Yes          Electronic check          96.15
## 1240              Yes   Credit card (automatic)          58.70
## 1241              Yes              Mailed check          20.15
## 1242              Yes              Mailed check          64.50
## 1243               No          Electronic check          28.50
## 1244               No          Electronic check          45.30
## 1245               No Bank transfer (automatic)          19.40
## 1246              Yes          Electronic check          90.45
## 1247              Yes          Electronic check         105.15
## 1248               No Bank transfer (automatic)          83.15
## 1249               No          Electronic check          90.15
## 1250               No              Mailed check          45.05
## 1251               No Bank transfer (automatic)         103.20
## 1252               No          Electronic check          75.80
## 1253               No          Electronic check          19.45
## 1254              Yes          Electronic check          79.30
## 1255               No   Credit card (automatic)          88.80
## 1256              Yes          Electronic check          30.90
## 1257              Yes   Credit card (automatic)          85.90
## 1258               No          Electronic check          34.20
## 1259               No              Mailed check          20.15
## 1260               No   Credit card (automatic)          95.25
## 1261              Yes              Mailed check          50.30
## 1262              Yes          Electronic check          80.15
## 1263              Yes          Electronic check          51.25
## 1264              Yes Bank transfer (automatic)          89.60
## 1265              Yes   Credit card (automatic)          95.20
## 1266               No   Credit card (automatic)          94.80
## 1267              Yes          Electronic check          80.25
## 1268              Yes Bank transfer (automatic)          76.10
## 1269              Yes          Electronic check         110.15
## 1270               No Bank transfer (automatic)         115.55
## 1271               No   Credit card (automatic)          24.65
## 1272              Yes          Electronic check          53.60
## 1273               No              Mailed check          19.45
## 1274              Yes          Electronic check          88.20
## 1275              Yes Bank transfer (automatic)         101.15
## 1276               No              Mailed check          56.80
## 1277              Yes          Electronic check          99.40
## 1278              Yes   Credit card (automatic)          20.10
## 1279               No   Credit card (automatic)          60.70
## 1280              Yes Bank transfer (automatic)          20.95
## 1281              Yes Bank transfer (automatic)         114.85
## 1282              Yes Bank transfer (automatic)          19.25
## 1283              Yes              Mailed check          62.80
## 1284              Yes          Electronic check         105.50
## 1285               No              Mailed check          19.85
## 1286              Yes          Electronic check          89.50
## 1287               No   Credit card (automatic)          74.10
## 1288              Yes          Electronic check         107.50
## 1289               No              Mailed check          19.55
## 1290               No Bank transfer (automatic)          68.80
## 1291               No   Credit card (automatic)          84.45
## 1292               No          Electronic check          75.00
## 1293               No Bank transfer (automatic)          84.50
## 1294              Yes Bank transfer (automatic)         111.20
## 1295               No          Electronic check          44.75
## 1296              Yes Bank transfer (automatic)          80.60
## 1297               No Bank transfer (automatic)          80.70
## 1298               No          Electronic check          75.60
## 1299               No          Electronic check          57.60
## 1300              Yes          Electronic check          44.05
## 1301              Yes   Credit card (automatic)         110.60
## 1302              Yes   Credit card (automatic)          58.20
## 1303              Yes              Mailed check          81.00
## 1304               No Bank transfer (automatic)          19.70
## 1305              Yes Bank transfer (automatic)          85.60
## 1306              Yes Bank transfer (automatic)          59.55
## 1307               No   Credit card (automatic)         115.55
## 1308              Yes              Mailed check          75.55
## 1309              Yes          Electronic check          86.60
## 1310              Yes          Electronic check          85.20
## 1311              Yes          Electronic check          97.65
## 1312              Yes   Credit card (automatic)          45.10
## 1313              Yes Bank transfer (automatic)          70.95
## 1314              Yes          Electronic check         109.55
## 1315              Yes          Electronic check          89.55
## 1316               No   Credit card (automatic)          20.90
## 1317              Yes              Mailed check          19.95
## 1318               No              Mailed check          24.60
## 1319              Yes          Electronic check          66.70
## 1320              Yes              Mailed check          19.45
## 1321               No              Mailed check          94.80
## 1322              Yes Bank transfer (automatic)          65.85
## 1323              Yes Bank transfer (automatic)          19.95
## 1324              Yes Bank transfer (automatic)          24.65
## 1325               No              Mailed check          20.35
## 1326              Yes          Electronic check          69.25
## 1327              Yes Bank transfer (automatic)          51.25
## 1328              Yes Bank transfer (automatic)          99.50
## 1329               No          Electronic check          54.25
## 1330               No Bank transfer (automatic)          19.40
## 1331              Yes   Credit card (automatic)          56.25
## 1332              Yes              Mailed check          25.15
## 1333               No Bank transfer (automatic)          23.95
## 1334              Yes              Mailed check          35.40
## 1335              Yes          Electronic check          25.20
## 1336              Yes              Mailed check          45.00
## 1337               No Bank transfer (automatic)          75.35
## 1338               No Bank transfer (automatic)          20.40
## 1339               No              Mailed check          20.15
## 1340              Yes   Credit card (automatic)         105.00
## 1342              Yes   Credit card (automatic)          54.70
## 1343               No              Mailed check          20.00
## 1344              Yes   Credit card (automatic)          73.05
## 1345               No              Mailed check          20.50
## 1346              Yes   Credit card (automatic)         100.75
## 1347              Yes          Electronic check          87.25
## 1348              Yes              Mailed check          19.95
## 1349              Yes          Electronic check          79.95
## 1350              Yes          Electronic check          49.65
## 1351               No              Mailed check          65.65
## 1352              Yes          Electronic check          20.45
## 1353               No Bank transfer (automatic)          60.95
## 1354              Yes          Electronic check          20.35
## 1355              Yes          Electronic check          88.35
## 1356              Yes          Electronic check          19.50
## 1357              Yes   Credit card (automatic)          75.20
## 1358              Yes Bank transfer (automatic)         111.45
## 1359               No              Mailed check          70.15
## 1360              Yes          Electronic check          94.75
## 1361              Yes          Electronic check          95.05
## 1362               No          Electronic check          78.45
## 1363              Yes          Electronic check          70.20
## 1364               No Bank transfer (automatic)          92.00
## 1365               No   Credit card (automatic)          85.50
## 1366              Yes Bank transfer (automatic)          41.05
## 1367              Yes          Electronic check          85.60
## 1368              Yes          Electronic check          82.15
## 1369               No          Electronic check          84.40
## 1370              Yes              Mailed check          60.90
## 1371              Yes Bank transfer (automatic)          20.25
## 1372              Yes          Electronic check          79.20
## 1373               No              Mailed check          95.30
## 1374               No              Mailed check          19.85
## 1375              Yes              Mailed check          84.35
## 1376              Yes Bank transfer (automatic)          19.85
## 1377              Yes              Mailed check          70.00
## 1378               No Bank transfer (automatic)          82.30
## 1379              Yes Bank transfer (automatic)          66.80
## 1380              Yes Bank transfer (automatic)          44.60
## 1381              Yes Bank transfer (automatic)          98.45
## 1382               No              Mailed check          70.70
## 1383               No              Mailed check          24.95
## 1384              Yes Bank transfer (automatic)          49.95
## 1385              Yes          Electronic check          69.25
## 1386              Yes   Credit card (automatic)         102.50
## 1387               No   Credit card (automatic)          86.55
## 1388               No Bank transfer (automatic)          24.30
## 1389              Yes   Credit card (automatic)          58.35
## 1390              Yes          Electronic check          94.25
## 1391               No   Credit card (automatic)          68.75
## 1392              Yes          Electronic check          85.80
## 1393               No   Credit card (automatic)          20.10
## 1394               No              Mailed check          20.35
## 1395              Yes          Electronic check         110.80
## 1396              Yes          Electronic check          73.00
## 1397              Yes   Credit card (automatic)         100.05
## 1398              Yes   Credit card (automatic)          82.85
## 1399              Yes          Electronic check          84.35
## 1400               No              Mailed check          19.55
## 1401               No              Mailed check          19.95
## 1402              Yes   Credit card (automatic)          99.80
## 1403              Yes          Electronic check          35.00
## 1404              Yes          Electronic check          66.25
## 1405               No Bank transfer (automatic)          23.30
## 1406               No          Electronic check          76.00
## 1407              Yes   Credit card (automatic)          25.30
## 1408              Yes              Mailed check          44.55
## 1409              Yes   Credit card (automatic)         104.10
## 1410              Yes Bank transfer (automatic)          92.55
## 1411              Yes          Electronic check          93.85
## 1412              Yes Bank transfer (automatic)         101.45
## 1413              Yes          Electronic check          84.30
## 1414               No   Credit card (automatic)          94.55
## 1415               No          Electronic check          95.50
## 1416              Yes   Credit card (automatic)         100.30
## 1417              Yes   Credit card (automatic)          55.50
## 1418              Yes   Credit card (automatic)          49.85
## 1419              Yes Bank transfer (automatic)          89.55
## 1420              Yes              Mailed check          19.15
## 1421              Yes          Electronic check          99.80
## 1422              Yes   Credit card (automatic)          84.40
## 1423              Yes   Credit card (automatic)         113.05
## 1424              Yes          Electronic check         101.10
## 1425               No              Mailed check          19.95
## 1426              Yes          Electronic check          74.15
## 1427              Yes          Electronic check          92.00
## 1428               No          Electronic check          73.85
## 1429              Yes          Electronic check          50.45
## 1430               No              Mailed check          24.45
## 1431               No   Credit card (automatic)          24.80
## 1432              Yes Bank transfer (automatic)          64.85
## 1433               No Bank transfer (automatic)          20.75
## 1434              Yes              Mailed check          68.95
## 1435              Yes              Mailed check          99.95
## 1436              Yes   Credit card (automatic)         109.40
## 1437              Yes          Electronic check          91.40
## 1438               No              Mailed check          49.00
## 1439              Yes              Mailed check          50.25
## 1440              Yes   Credit card (automatic)          75.55
## 1441               No   Credit card (automatic)          19.90
## 1442              Yes Bank transfer (automatic)          97.80
## 1443               No          Electronic check         100.30
## 1444              Yes              Mailed check          55.80
## 1445              Yes          Electronic check         111.15
## 1446              Yes              Mailed check          98.55
## 1447              Yes          Electronic check          50.05
## 1448               No   Credit card (automatic)          80.80
## 1449               No          Electronic check          20.85
## 1450               No Bank transfer (automatic)          19.50
## 1451              Yes              Mailed check          19.35
## 1452               No              Mailed check          69.50
## 1453              Yes   Credit card (automatic)          48.80
## 1454              Yes          Electronic check          94.50
## 1455              Yes              Mailed check          20.65
## 1456              Yes   Credit card (automatic)         106.05
## 1457              Yes          Electronic check         100.00
## 1458              Yes          Electronic check         108.30
## 1459               No          Electronic check          20.55
## 1460              Yes          Electronic check          99.65
## 1461              Yes          Electronic check          85.30
## 1462               No   Credit card (automatic)          95.90
## 1463               No              Mailed check          20.00
## 1464               No          Electronic check          70.40
## 1465               No              Mailed check          64.95
## 1466               No   Credit card (automatic)          74.60
## 1467              Yes          Electronic check          49.20
## 1468              Yes              Mailed check          73.75
## 1469              Yes Bank transfer (automatic)          92.30
## 1470               No Bank transfer (automatic)          98.80
## 1471               No              Mailed check          19.20
## 1472               No   Credit card (automatic)          88.65
## 1473              Yes   Credit card (automatic)          74.40
## 1474              Yes          Electronic check          98.75
## 1475              Yes Bank transfer (automatic)          95.95
## 1476               No   Credit card (automatic)         105.40
## 1477               No              Mailed check          20.25
## 1478              Yes          Electronic check         106.00
## 1479              Yes          Electronic check         104.70
## 1480              Yes          Electronic check          49.05
## 1481               No              Mailed check          35.55
## 1482              Yes   Credit card (automatic)          65.10
## 1483              Yes          Electronic check          96.85
## 1484              Yes   Credit card (automatic)          69.75
## 1485              Yes          Electronic check          99.20
## 1486              Yes          Electronic check          96.70
## 1487              Yes   Credit card (automatic)          55.05
## 1488              Yes          Electronic check         106.80
## 1489               No              Mailed check          51.25
## 1490              Yes              Mailed check          57.75
## 1491              Yes Bank transfer (automatic)          70.85
## 1492               No              Mailed check          19.55
## 1493              Yes          Electronic check          88.20
## 1494              Yes Bank transfer (automatic)          79.50
## 1495              Yes              Mailed check          19.75
## 1496               No Bank transfer (automatic)          98.15
## 1497              Yes          Electronic check          20.25
## 1498              Yes Bank transfer (automatic)          79.15
## 1499               No          Electronic check          75.65
## 1500              Yes          Electronic check          94.25
## 1501              Yes   Credit card (automatic)          40.20
## 1502               No              Mailed check          19.95
## 1503              Yes          Electronic check          55.35
## 1504              Yes Bank transfer (automatic)         102.15
## 1505              Yes          Electronic check          71.10
## 1506              Yes          Electronic check          74.70
## 1507              Yes Bank transfer (automatic)          54.10
## 1508               No   Credit card (automatic)          19.65
## 1509              Yes Bank transfer (automatic)          88.45
## 1510              Yes          Electronic check          76.65
## 1511               No   Credit card (automatic)          80.40
## 1512              Yes Bank transfer (automatic)          19.25
## 1513              Yes          Electronic check          84.80
## 1514              Yes              Mailed check          25.80
## 1515               No   Credit card (automatic)          19.50
## 1516              Yes          Electronic check          68.60
## 1517               No          Electronic check          92.60
## 1518              Yes          Electronic check         100.55
## 1519               No   Credit card (automatic)          20.55
## 1520              Yes          Electronic check          42.60
## 1521              Yes              Mailed check          19.60
## 1522               No          Electronic check          67.45
## 1523              Yes Bank transfer (automatic)          68.85
## 1524               No              Mailed check          43.55
## 1525              Yes   Credit card (automatic)         109.85
## 1526               No              Mailed check          20.65
## 1527               No          Electronic check          95.40
## 1528               No Bank transfer (automatic)          21.00
## 1529              Yes          Electronic check          56.20
## 1530               No Bank transfer (automatic)          18.40
## 1531               No   Credit card (automatic)          90.00
## 1532              Yes          Electronic check          25.75
## 1533               No   Credit card (automatic)          19.60
## 1534               No          Electronic check          75.35
## 1535               No   Credit card (automatic)          19.80
## 1536               No          Electronic check          64.20
## 1537              Yes Bank transfer (automatic)          75.75
## 1538              Yes          Electronic check          78.95
## 1539               No          Electronic check         100.85
## 1540               No          Electronic check          50.30
## 1541              Yes   Credit card (automatic)          80.30
## 1542               No Bank transfer (automatic)          19.85
## 1543              Yes          Electronic check          21.10
## 1544               No          Electronic check          69.95
## 1545              Yes              Mailed check          50.00
## 1546              Yes Bank transfer (automatic)         104.75
## 1547               No Bank transfer (automatic)          19.85
## 1548              Yes          Electronic check         107.50
## 1549               No          Electronic check          85.90
## 1550              Yes              Mailed check          45.85
## 1551              Yes          Electronic check          80.80
## 1552               No              Mailed check          25.25
## 1553               No Bank transfer (automatic)          80.55
## 1554              Yes Bank transfer (automatic)          81.50
## 1555               No              Mailed check          20.90
## 1556              Yes Bank transfer (automatic)         106.10
## 1557               No          Electronic check          91.70
## 1558              Yes          Electronic check          67.25
## 1559              Yes   Credit card (automatic)          95.60
## 1560               No              Mailed check          20.35
## 1561               No Bank transfer (automatic)          45.05
## 1562              Yes          Electronic check          74.95
## 1563               No              Mailed check          34.65
## 1564               No          Electronic check          69.35
## 1565              Yes          Electronic check          95.35
## 1566              Yes          Electronic check          81.55
## 1567              Yes Bank transfer (automatic)          75.40
## 1568              Yes   Credit card (automatic)          67.80
## 1569              Yes          Electronic check         111.40
## 1570               No          Electronic check          46.30
## 1571               No Bank transfer (automatic)          20.40
## 1572               No              Mailed check          20.05
## 1573               No          Electronic check          45.00
## 1574              Yes          Electronic check          96.10
## 1575               No              Mailed check          19.65
## 1576               No          Electronic check          99.50
## 1577              Yes Bank transfer (automatic)          60.65
## 1578               No Bank transfer (automatic)          98.60
## 1579              Yes              Mailed check          59.50
## 1580              Yes          Electronic check          80.45
## 1581               No Bank transfer (automatic)          71.70
## 1582              Yes              Mailed check          36.00
## 1583               No Bank transfer (automatic)          65.20
## 1584              Yes   Credit card (automatic)          48.95
## 1585              Yes Bank transfer (automatic)          53.50
## 1586               No   Credit card (automatic)          80.45
## 1587              Yes Bank transfer (automatic)         109.05
## 1588               No Bank transfer (automatic)          26.30
## 1589              Yes          Electronic check         106.80
## 1590              Yes          Electronic check          64.95
## 1591               No          Electronic check          19.35
## 1592               No   Credit card (automatic)          21.10
## 1593              Yes   Credit card (automatic)          77.95
## 1594               No              Mailed check          18.85
## 1595               No Bank transfer (automatic)          26.00
## 1596              Yes          Electronic check          74.70
## 1597              Yes          Electronic check          70.35
## 1598              Yes Bank transfer (automatic)          96.90
## 1599               No Bank transfer (automatic)          19.55
## 1600              Yes Bank transfer (automatic)          80.40
## 1601              Yes          Electronic check          88.80
## 1602              Yes          Electronic check          94.65
## 1603              Yes          Electronic check          90.25
## 1604              Yes Bank transfer (automatic)          64.65
## 1605               No   Credit card (automatic)          95.75
## 1606              Yes   Credit card (automatic)          19.55
## 1607              Yes   Credit card (automatic)         104.10
## 1608              Yes Bank transfer (automatic)          89.05
## 1609              Yes              Mailed check          20.10
## 1610              Yes          Electronic check         111.55
## 1611               No   Credit card (automatic)          60.50
## 1612              Yes Bank transfer (automatic)          90.95
## 1613               No          Electronic check          87.40
## 1614               No              Mailed check          19.70
## 1615              Yes Bank transfer (automatic)          50.95
## 1616              Yes Bank transfer (automatic)          20.05
## 1617              Yes              Mailed check          19.40
## 1618               No          Electronic check          59.45
## 1619              Yes          Electronic check          94.75
## 1620              Yes   Credit card (automatic)          81.50
## 1621               No Bank transfer (automatic)          29.05
## 1622              Yes          Electronic check          86.45
## 1623               No              Mailed check          70.60
## 1624              Yes Bank transfer (automatic)          97.20
## 1625              Yes          Electronic check          98.25
## 1626              Yes Bank transfer (automatic)          75.75
## 1627               No Bank transfer (automatic)          59.20
## 1628              Yes              Mailed check          75.90
## 1629              Yes          Electronic check          90.05
## 1630               No Bank transfer (automatic)          70.95
## 1631              Yes          Electronic check         102.60
## 1632              Yes Bank transfer (automatic)          85.35
## 1633              Yes   Credit card (automatic)         106.10
## 1634               No          Electronic check          43.80
## 1635               No          Electronic check          59.00
## 1636              Yes          Electronic check          69.95
## 1637               No Bank transfer (automatic)          24.35
## 1638               No   Credit card (automatic)          29.45
## 1639              Yes   Credit card (automatic)          84.40
## 1640              Yes          Electronic check          45.05
## 1641               No              Mailed check          20.65
## 1642              Yes Bank transfer (automatic)          87.10
## 1643               No              Mailed check          19.85
## 1644              Yes          Electronic check          90.35
## 1645              Yes              Mailed check         109.80
## 1646              Yes          Electronic check          84.65
## 1647               No              Mailed check          65.50
## 1648              Yes Bank transfer (automatic)          79.50
## 1649              Yes          Electronic check          80.95
## 1650              Yes              Mailed check          56.15
## 1651               No              Mailed check          85.80
## 1652              Yes          Electronic check          79.10
## 1653               No              Mailed check          34.40
## 1654               No              Mailed check          20.75
## 1655               No              Mailed check          18.80
## 1656               No              Mailed check          44.30
## 1657               No          Electronic check          90.80
## 1658              Yes          Electronic check          25.60
## 1659               No   Credit card (automatic)         105.95
## 1660               No   Credit card (automatic)          70.80
## 1661               No          Electronic check          25.40
## 1662              Yes Bank transfer (automatic)         108.80
## 1663              Yes          Electronic check          69.75
## 1664              Yes          Electronic check          94.65
## 1665               No Bank transfer (automatic)          96.05
## 1666              Yes          Electronic check          76.85
## 1667               No              Mailed check          20.25
## 1668              Yes   Credit card (automatic)          24.80
## 1669              Yes          Electronic check         115.65
## 1670              Yes   Credit card (automatic)          74.60
## 1671              Yes              Mailed check          50.15
## 1672              Yes Bank transfer (automatic)         103.15
## 1673               No   Credit card (automatic)          72.10
## 1674              Yes Bank transfer (automatic)         113.60
## 1675               No              Mailed check          25.10
## 1676              Yes          Electronic check          78.90
## 1677              Yes          Electronic check          80.15
## 1678               No              Mailed check          25.40
## 1679              Yes   Credit card (automatic)         105.40
## 1680              Yes              Mailed check          45.75
## 1681              Yes              Mailed check          24.45
## 1682               No   Credit card (automatic)          25.00
## 1683              Yes          Electronic check          85.25
## 1684               No   Credit card (automatic)          19.60
## 1685               No              Mailed check          50.15
## 1686              Yes          Electronic check          70.55
## 1687              Yes          Electronic check          60.05
## 1688               No              Mailed check          26.40
## 1689               No              Mailed check          20.15
## 1690               No              Mailed check          58.85
## 1691              Yes   Credit card (automatic)          97.55
## 1692               No   Credit card (automatic)          19.65
## 1693              Yes   Credit card (automatic)          25.25
## 1694               No   Credit card (automatic)         114.45
## 1695              Yes          Electronic check          34.70
## 1696              Yes          Electronic check          70.70
## 1697              Yes          Electronic check          85.30
## 1698               No   Credit card (automatic)          75.55
## 1699              Yes          Electronic check          84.80
## 1700              Yes              Mailed check          20.65
## 1701               No Bank transfer (automatic)          20.45
## 1702              Yes   Credit card (automatic)         102.45
## 1703              Yes Bank transfer (automatic)         104.40
## 1704              Yes          Electronic check          35.65
## 1705              Yes          Electronic check          99.75
## 1706               No          Electronic check          90.45
## 1707              Yes   Credit card (automatic)          97.65
## 1708               No          Electronic check          73.85
## 1709              Yes          Electronic check          74.40
## 1710              Yes   Credit card (automatic)          69.10
## 1711              Yes          Electronic check          82.75
## 1712              Yes   Credit card (automatic)          24.40
## 1713              Yes          Electronic check          55.25
## 1714               No Bank transfer (automatic)          61.35
## 1715               No   Credit card (automatic)          76.75
## 1716               No              Mailed check          19.40
## 1717              Yes   Credit card (automatic)          54.75
## 1718               No   Credit card (automatic)          19.70
## 1719               No Bank transfer (automatic)          19.90
## 1720              Yes          Electronic check         107.95
## 1721              Yes Bank transfer (automatic)          83.80
## 1722              Yes   Credit card (automatic)          74.25
## 1723              Yes   Credit card (automatic)          56.40
## 1724               No              Mailed check          20.10
## 1725               No          Electronic check          94.90
## 1726              Yes          Electronic check          94.20
## 1727               No          Electronic check          49.90
## 1728              Yes          Electronic check          71.05
## 1729               No Bank transfer (automatic)          81.65
## 1730               No Bank transfer (automatic)          89.45
## 1731              Yes          Electronic check          59.85
## 1732              Yes          Electronic check          69.60
## 1733               No          Electronic check          99.00
## 1734               No              Mailed check          19.05
## 1735              Yes          Electronic check          45.40
## 1736               No Bank transfer (automatic)         114.45
## 1737               No              Mailed check          19.50
## 1738              Yes              Mailed check          44.25
## 1739              Yes Bank transfer (automatic)          90.55
## 1740              Yes          Electronic check          69.90
## 1741              Yes Bank transfer (automatic)          20.40
## 1742              Yes Bank transfer (automatic)          71.40
## 1743              Yes Bank transfer (automatic)          87.15
## 1744               No   Credit card (automatic)          24.85
## 1745              Yes Bank transfer (automatic)         104.45
## 1746              Yes   Credit card (automatic)          19.80
## 1747              Yes Bank transfer (automatic)         116.45
## 1748              Yes Bank transfer (automatic)          84.75
## 1749               No   Credit card (automatic)          20.05
## 1750              Yes          Electronic check         110.75
## 1751              Yes Bank transfer (automatic)          89.70
## 1752              Yes          Electronic check          89.95
## 1753               No   Credit card (automatic)          48.70
## 1754              Yes Bank transfer (automatic)          96.60
## 1755              Yes   Credit card (automatic)          74.30
## 1756              Yes          Electronic check          54.30
## 1757               No Bank transfer (automatic)          74.85
## 1758              Yes Bank transfer (automatic)          79.95
## 1759               No Bank transfer (automatic)          20.05
## 1760               No              Mailed check          19.40
## 1761               No Bank transfer (automatic)          54.90
## 1762              Yes   Credit card (automatic)          24.45
## 1763              Yes Bank transfer (automatic)          89.65
## 1764              Yes          Electronic check          45.40
## 1765               No              Mailed check          75.70
## 1766              Yes   Credit card (automatic)         110.65
## 1767              Yes              Mailed check          20.55
## 1768              Yes   Credit card (automatic)         115.15
## 1769               No   Credit card (automatic)          58.55
## 1770              Yes Bank transfer (automatic)          93.25
## 1771              Yes          Electronic check         113.20
## 1772              Yes          Electronic check          90.50
## 1773               No          Electronic check          79.00
## 1774              Yes Bank transfer (automatic)          19.35
## 1775              Yes              Mailed check          48.75
## 1776              Yes          Electronic check         109.05
## 1777              Yes Bank transfer (automatic)          25.00
## 1778              Yes   Credit card (automatic)          54.90
## 1779               No   Credit card (automatic)          24.75
## 1780              Yes          Electronic check          91.15
## 1781               No Bank transfer (automatic)          20.15
## 1782              Yes          Electronic check         104.35
## 1783              Yes          Electronic check          66.05
## 1784              Yes          Electronic check          71.65
## 1785               No              Mailed check          20.35
## 1786              Yes   Credit card (automatic)          92.20
## 1787              Yes   Credit card (automatic)          84.25
## 1788              Yes Bank transfer (automatic)         105.20
## 1789              Yes Bank transfer (automatic)          19.60
## 1790               No          Electronic check          30.40
## 1791               No Bank transfer (automatic)          78.10
## 1792              Yes              Mailed check          61.50
## 1793              Yes Bank transfer (automatic)          69.40
## 1794               No Bank transfer (automatic)          24.75
## 1795               No              Mailed check          91.05
## 1796               No              Mailed check          89.65
## 1797              Yes   Credit card (automatic)          73.65
## 1798               No   Credit card (automatic)          19.40
## 1799               No Bank transfer (automatic)          26.20
## 1800              Yes          Electronic check          98.70
## 1801              Yes Bank transfer (automatic)          43.85
## 1802              Yes              Mailed check          69.70
## 1803               No              Mailed check          38.55
## 1804              Yes              Mailed check          53.10
## 1805               No              Mailed check          20.65
## 1806               No   Credit card (automatic)          64.45
## 1807               No   Credit card (automatic)          25.10
## 1808               No          Electronic check          76.35
## 1809              Yes          Electronic check          79.15
## 1810              Yes          Electronic check          85.00
## 1811              Yes   Credit card (automatic)          95.15
## 1812              Yes              Mailed check          79.35
## 1813              Yes Bank transfer (automatic)          96.65
## 1814              Yes          Electronic check          75.50
## 1815               No              Mailed check          19.70
## 1816               No   Credit card (automatic)          20.50
## 1817               No              Mailed check          19.20
## 1818               No Bank transfer (automatic)          98.35
## 1819               No Bank transfer (automatic)          74.35
## 1820               No   Credit card (automatic)          51.35
## 1821               No              Mailed check          45.65
## 1822               No          Electronic check          85.30
## 1823              Yes   Credit card (automatic)          86.55
## 1824              Yes   Credit card (automatic)          73.85
## 1825               No Bank transfer (automatic)          20.30
## 1826              Yes          Electronic check          54.20
## 1827              Yes          Electronic check          90.65
## 1828              Yes Bank transfer (automatic)          50.90
## 1829               No          Electronic check          25.05
## 1830              Yes          Electronic check          74.85
## 1831               No              Mailed check          20.50
## 1832              Yes              Mailed check          63.55
## 1833              Yes          Electronic check          44.85
## 1834               No          Electronic check          47.95
## 1835               No          Electronic check          45.10
## 1836              Yes          Electronic check          45.00
## 1837              Yes          Electronic check          96.00
## 1838               No Bank transfer (automatic)          20.05
## 1839              Yes          Electronic check          90.05
## 1840              Yes   Credit card (automatic)          25.30
## 1841               No Bank transfer (automatic)         108.65
## 1842               No          Electronic check          24.30
## 1843              Yes          Electronic check          75.95
## 1844               No   Credit card (automatic)          19.70
## 1845               No   Credit card (automatic)          66.40
## 1846              Yes Bank transfer (automatic)          35.75
## 1847               No              Mailed check          18.80
## 1848               No   Credit card (automatic)          19.40
## 1849               No              Mailed check          19.30
## 1850              Yes          Electronic check          45.55
## 1851              Yes   Credit card (automatic)          67.45
## 1852              Yes          Electronic check          35.10
## 1853               No   Credit card (automatic)          46.20
## 1854               No          Electronic check          45.15
## 1855              Yes          Electronic check          43.30
## 1856              Yes              Mailed check          20.10
## 1857              Yes   Credit card (automatic)          57.15
## 1858               No   Credit card (automatic)          58.90
## 1859              Yes          Electronic check          73.20
## 1860              Yes          Electronic check          85.35
## 1861               No              Mailed check          19.45
## 1862               No              Mailed check          45.95
## 1863              Yes          Electronic check          50.50
## 1864               No              Mailed check          25.10
## 1865               No              Mailed check          60.70
## 1866              Yes          Electronic check          99.00
## 1867              Yes Bank transfer (automatic)         104.40
## 1868               No          Electronic check          83.75
## 1869              Yes Bank transfer (automatic)          44.05
## 1870               No   Credit card (automatic)          24.10
## 1871              Yes              Mailed check          45.55
## 1872              Yes          Electronic check          93.80
## 1873               No Bank transfer (automatic)          19.70
## 1874              Yes   Credit card (automatic)          70.65
## 1875               No   Credit card (automatic)          86.45
## 1876              Yes   Credit card (automatic)         114.10
## 1877              Yes   Credit card (automatic)          95.20
## 1878               No   Credit card (automatic)          88.55
## 1879              Yes   Credit card (automatic)          20.75
## 1880              Yes          Electronic check          70.05
## 1881              Yes          Electronic check          86.00
## 1882              Yes Bank transfer (automatic)          44.65
## 1883              Yes              Mailed check          60.20
## 1884              Yes Bank transfer (automatic)         100.50
## 1885               No Bank transfer (automatic)          55.45
## 1886              Yes   Credit card (automatic)          70.30
## 1887              Yes Bank transfer (automatic)          60.40
## 1888               No          Electronic check          72.65
## 1889               No Bank transfer (automatic)          55.80
## 1890              Yes              Mailed check          31.10
## 1891              Yes          Electronic check          21.00
## 1892               No              Mailed check          45.10
## 1893              Yes   Credit card (automatic)          50.95
## 1894              Yes          Electronic check          69.10
## 1895              Yes          Electronic check          43.95
## 1896              Yes Bank transfer (automatic)          86.50
## 1897               No          Electronic check          69.95
## 1898              Yes Bank transfer (automatic)          50.40
## 1899               No          Electronic check          78.95
## 1900              Yes   Credit card (automatic)          90.95
## 1901               No              Mailed check          19.90
## 1902               No          Electronic check          20.15
## 1903              Yes   Credit card (automatic)          90.60
## 1904              Yes          Electronic check          92.00
## 1905              Yes          Electronic check          94.45
## 1906              Yes              Mailed check          24.85
## 1907               No   Credit card (automatic)          36.00
## 1908              Yes          Electronic check          78.50
## 1909               No   Credit card (automatic)          19.95
## 1910               No              Mailed check          20.65
## 1911              Yes          Electronic check          30.50
## 1912               No   Credit card (automatic)         106.10
## 1913              Yes Bank transfer (automatic)          20.50
## 1914              Yes          Electronic check          95.50
## 1915               No          Electronic check          64.60
## 1916              Yes   Credit card (automatic)          51.10
## 1917              Yes Bank transfer (automatic)          84.80
## 1918               No   Credit card (automatic)          89.10
## 1919               No          Electronic check          54.95
## 1920               No              Mailed check          50.90
## 1921              Yes Bank transfer (automatic)          20.45
## 1922              Yes   Credit card (automatic)          85.95
## 1923               No          Electronic check          60.35
## 1924               No Bank transfer (automatic)          19.80
## 1925               No Bank transfer (automatic)          85.35
## 1926              Yes Bank transfer (automatic)          72.10
## 1927              Yes          Electronic check          99.80
## 1928              Yes Bank transfer (automatic)         107.35
## 1929              Yes              Mailed check          19.55
## 1930              Yes          Electronic check          81.05
## 1931              Yes          Electronic check          20.50
## 1932              Yes Bank transfer (automatic)         111.80
## 1933               No              Mailed check          20.20
## 1934              Yes              Mailed check          19.70
## 1935              Yes          Electronic check          79.10
## 1936              Yes Bank transfer (automatic)          19.85
## 1937              Yes Bank transfer (automatic)          60.50
## 1938               No              Mailed check          19.55
## 1939               No              Mailed check          20.90
## 1940              Yes              Mailed check          21.05
## 1941               No          Electronic check          71.50
## 1942               No              Mailed check          54.65
## 1943               No   Credit card (automatic)          19.20
## 1944              Yes   Credit card (automatic)          49.80
## 1945               No              Mailed check          25.50
## 1946               No Bank transfer (automatic)          20.50
## 1947              Yes   Credit card (automatic)          90.40
## 1948              Yes Bank transfer (automatic)          90.25
## 1949               No          Electronic check          80.75
## 1950               No Bank transfer (automatic)         104.60
## 1951              Yes Bank transfer (automatic)          91.85
## 1952               No   Credit card (automatic)          50.20
## 1953              Yes Bank transfer (automatic)          95.50
## 1954              Yes          Electronic check          75.35
## 1955              Yes          Electronic check          75.45
## 1956              Yes Bank transfer (automatic)          95.40
## 1957              Yes Bank transfer (automatic)         101.30
## 1958               No          Electronic check          53.10
## 1959              Yes Bank transfer (automatic)          84.85
## 1960               No          Electronic check          34.25
## 1961               No   Credit card (automatic)          88.60
## 1962              Yes Bank transfer (automatic)          60.15
## 1963              Yes   Credit card (automatic)          99.95
## 1964               No Bank transfer (automatic)          70.70
## 1965              Yes              Mailed check          54.80
## 1966              Yes Bank transfer (automatic)          49.55
## 1967               No   Credit card (automatic)          54.80
## 1968              Yes   Credit card (automatic)          78.60
## 1969              Yes              Mailed check         100.30
## 1970               No          Electronic check          53.60
## 1971              Yes          Electronic check          81.10
## 1972              Yes   Credit card (automatic)          19.35
## 1973               No          Electronic check          85.60
## 1974              Yes          Electronic check          80.80
## 1975              Yes          Electronic check          74.95
## 1976               No              Mailed check          19.60
## 1977              Yes          Electronic check          93.55
## 1978              Yes          Electronic check          90.70
## 1979               No              Mailed check          69.75
## 1980              Yes Bank transfer (automatic)          20.00
## 1981              Yes          Electronic check          95.25
## 1982              Yes   Credit card (automatic)         102.10
## 1983               No              Mailed check          19.95
## 1984               No              Mailed check          80.85
## 1985              Yes Bank transfer (automatic)          90.90
## 1986               No              Mailed check          29.20
## 1987              Yes Bank transfer (automatic)          93.30
## 1988              Yes Bank transfer (automatic)          89.15
## 1989              Yes          Electronic check         108.85
## 1990              Yes   Credit card (automatic)          46.35
## 1991              Yes          Electronic check          84.75
## 1992               No   Credit card (automatic)          78.75
## 1993              Yes          Electronic check          83.55
## 1994              Yes          Electronic check          45.70
## 1995               No              Mailed check          19.60
## 1996              Yes          Electronic check          69.95
## 1997               No              Mailed check          67.85
## 1998              Yes Bank transfer (automatic)         105.65
## 1999               No          Electronic check          44.60
## 2000              Yes          Electronic check          74.95
## 2001               No   Credit card (automatic)          75.50
## 2002               No              Mailed check          20.15
## 2003               No   Credit card (automatic)          45.20
## 2004              Yes          Electronic check          95.25
## 2005              Yes              Mailed check          89.85
## 2006               No              Mailed check         100.45
## 2007               No          Electronic check          47.15
## 2008              Yes          Electronic check          80.20
## 2009              Yes              Mailed check          87.10
## 2010              Yes Bank transfer (automatic)          79.25
## 2011              Yes Bank transfer (automatic)          75.90
## 2012               No          Electronic check          85.70
## 2013              Yes          Electronic check          98.75
## 2014               No   Credit card (automatic)          20.10
## 2015               No Bank transfer (automatic)          61.80
## 2016               No              Mailed check          49.90
## 2017               No          Electronic check          86.45
## 2018               No Bank transfer (automatic)          20.40
## 2019              Yes              Mailed check          45.30
## 2020               No          Electronic check         104.10
## 2021              Yes              Mailed check          75.40
## 2022               No              Mailed check         108.15
## 2023              Yes          Electronic check          86.25
## 2024              Yes          Electronic check          81.00
## 2025               No          Electronic check          95.70
## 2026              Yes Bank transfer (automatic)         116.85
## 2027               No Bank transfer (automatic)         105.75
## 2028               No              Mailed check          20.15
## 2029               No              Mailed check          19.60
## 2030              Yes   Credit card (automatic)          90.60
## 2031               No Bank transfer (automatic)          60.95
## 2032               No              Mailed check          25.05
## 2033               No          Electronic check          88.15
## 2034              Yes              Mailed check          20.20
## 2035              Yes Bank transfer (automatic)          60.30
## 2036              Yes          Electronic check          63.95
## 2037               No          Electronic check          74.30
## 2038              Yes              Mailed check          70.60
## 2039              Yes          Electronic check          90.80
## 2040              Yes          Electronic check          79.35
## 2041               No Bank transfer (automatic)          90.55
## 2042               No              Mailed check          19.45
## 2043               No Bank transfer (automatic)          64.45
## 2044               No          Electronic check          69.65
## 2045               No              Mailed check          19.50
## 2046              Yes Bank transfer (automatic)         110.50
## 2047               No              Mailed check          24.70
## 2048              Yes          Electronic check          77.40
## 2049              Yes Bank transfer (automatic)          96.80
## 2050              Yes Bank transfer (automatic)          85.40
## 2051              Yes Bank transfer (automatic)          47.60
## 2052               No              Mailed check          19.40
## 2053              Yes          Electronic check         103.85
## 2054              Yes Bank transfer (automatic)          83.35
## 2055              Yes          Electronic check          49.40
## 2056              Yes   Credit card (automatic)         108.45
## 2057               No Bank transfer (automatic)          81.00
## 2058              Yes          Electronic check          79.20
## 2059               No Bank transfer (automatic)          86.65
## 2060              Yes          Electronic check          92.95
## 2061               No          Electronic check          90.35
## 2062               No          Electronic check          48.70
## 2063              Yes   Credit card (automatic)          25.15
## 2064              Yes Bank transfer (automatic)          76.40
## 2065               No Bank transfer (automatic)          19.55
## 2066               No          Electronic check          85.35
## 2067              Yes              Mailed check          24.80
## 2068              Yes Bank transfer (automatic)         103.15
## 2069               No              Mailed check         100.75
## 2070              Yes          Electronic check          95.60
## 2071              Yes   Credit card (automatic)          59.75
## 2072               No   Credit card (automatic)          94.10
## 2073               No Bank transfer (automatic)          19.35
## 2074               No              Mailed check          19.90
## 2075              Yes   Credit card (automatic)         108.15
## 2076              Yes          Electronic check         101.05
## 2077               No   Credit card (automatic)          59.10
## 2078               No          Electronic check          71.35
## 2079              Yes              Mailed check          55.85
## 2080              Yes          Electronic check         106.05
## 2081              Yes   Credit card (automatic)          84.10
## 2082              Yes   Credit card (automatic)          75.30
## 2083               No              Mailed check          24.70
## 2084              Yes              Mailed check          20.15
## 2085               No Bank transfer (automatic)          69.75
## 2086              Yes          Electronic check          93.20
## 2087               No          Electronic check          80.85
## 2088              Yes          Electronic check          33.65
## 2089               No          Electronic check          55.80
## 2090               No   Credit card (automatic)          39.70
## 2091              Yes   Credit card (automatic)          29.50
## 2092               No   Credit card (automatic)          20.15
## 2093               No   Credit card (automatic)          79.55
## 2094               No   Credit card (automatic)          24.80
## 2095               No              Mailed check          19.65
## 2096              Yes          Electronic check          79.95
## 2097               No          Electronic check          19.30
## 2098              Yes          Electronic check          94.05
## 2099               No              Mailed check          90.75
## 2100              Yes   Credit card (automatic)          78.85
## 2101               No Bank transfer (automatic)          99.50
## 2102              Yes          Electronic check          99.20
## 2103              Yes   Credit card (automatic)          80.55
## 2104              Yes          Electronic check          70.20
## 2105              Yes   Credit card (automatic)          85.20
## 2106               No          Electronic check          75.25
## 2107               No   Credit card (automatic)          59.45
## 2108              Yes          Electronic check          93.35
## 2109               No Bank transfer (automatic)          44.95
## 2110               No Bank transfer (automatic)          26.10
## 2111               No          Electronic check          20.20
## 2112               No              Mailed check          21.25
## 2113               No          Electronic check          59.40
## 2114              Yes   Credit card (automatic)          95.00
## 2115              Yes              Mailed check          61.90
## 2116              Yes          Electronic check         118.65
## 2117               No          Electronic check          54.35
## 2118               No Bank transfer (automatic)          64.45
## 2119              Yes          Electronic check          80.15
## 2120              Yes Bank transfer (automatic)          20.20
## 2121               No              Mailed check          21.00
## 2122               No              Mailed check          20.45
## 2123              Yes              Mailed check          75.85
## 2124              Yes          Electronic check          80.45
## 2125              Yes          Electronic check          24.95
## 2126              Yes          Electronic check          75.50
## 2127               No              Mailed check          44.45
## 2128              Yes          Electronic check          42.35
## 2129              Yes   Credit card (automatic)          74.55
## 2130              Yes          Electronic check          75.30
## 2131              Yes          Electronic check          94.80
## 2132               No   Credit card (automatic)          48.15
## 2133               No              Mailed check          19.65
## 2134              Yes          Electronic check          70.55
## 2135               No              Mailed check          20.15
## 2136              Yes   Credit card (automatic)         106.60
## 2137              Yes          Electronic check          91.00
## 2138              Yes Bank transfer (automatic)          25.40
## 2139               No Bank transfer (automatic)          69.95
## 2140              Yes          Electronic check          66.85
## 2141               No   Credit card (automatic)          86.15
## 2142               No          Electronic check          20.15
## 2143               No              Mailed check          64.85
## 2144               No          Electronic check          74.85
## 2145              Yes              Mailed check          50.50
## 2146               No          Electronic check          72.90
## 2147              Yes   Credit card (automatic)         115.05
## 2148               No          Electronic check          19.00
## 2149               No              Mailed check          19.55
## 2150              Yes          Electronic check         101.10
## 2151              Yes          Electronic check          84.10
## 2152              Yes Bank transfer (automatic)          24.15
## 2153              Yes          Electronic check          50.10
## 2154              Yes          Electronic check          74.60
## 2155               No              Mailed check          19.75
## 2156              Yes          Electronic check          85.00
## 2157               No          Electronic check          80.55
## 2158              Yes Bank transfer (automatic)         106.80
## 2159              Yes          Electronic check          84.50
## 2160               No Bank transfer (automatic)          25.05
## 2161              Yes Bank transfer (automatic)          83.70
## 2162              Yes          Electronic check          75.80
## 2163               No   Credit card (automatic)          96.60
## 2164              Yes          Electronic check          98.50
## 2165              Yes   Credit card (automatic)         101.10
## 2166               No              Mailed check          20.20
## 2167              Yes          Electronic check          94.05
## 2168              Yes          Electronic check          95.25
## 2169              Yes              Mailed check          74.40
## 2170               No              Mailed check          81.00
## 2171              Yes          Electronic check          60.25
## 2172               No          Electronic check          60.85
## 2173               No   Credit card (automatic)          43.95
## 2174               No          Electronic check          86.05
## 2175               No   Credit card (automatic)          20.25
## 2176               No          Electronic check          85.15
## 2177              Yes   Credit card (automatic)          19.40
## 2178              Yes   Credit card (automatic)         102.65
## 2179               No   Credit card (automatic)          19.90
## 2180               No          Electronic check          19.55
## 2181              Yes   Credit card (automatic)          95.50
## 2182              Yes   Credit card (automatic)          84.15
## 2183              Yes          Electronic check         103.20
## 2184              Yes   Credit card (automatic)          50.20
## 2185              Yes          Electronic check          88.55
## 2186               No          Electronic check          54.75
## 2187               No   Credit card (automatic)          19.95
## 2188              Yes          Electronic check         116.25
## 2189              Yes          Electronic check          31.20
## 2190               No Bank transfer (automatic)          24.45
## 2191               No   Credit card (automatic)          84.20
## 2192              Yes          Electronic check          91.30
## 2193              Yes Bank transfer (automatic)          85.65
## 2194              Yes              Mailed check          21.20
## 2195              Yes          Electronic check          79.50
## 2196               No              Mailed check          25.55
## 2197               No              Mailed check          20.20
## 2198               No          Electronic check          63.85
## 2199              Yes              Mailed check          61.95
## 2200               No              Mailed check          25.75
## 2201               No          Electronic check          58.20
## 2202               No Bank transfer (automatic)          85.85
## 2203              Yes              Mailed check          70.10
## 2204              Yes   Credit card (automatic)         104.90
## 2205              Yes          Electronic check         111.30
## 2206              Yes          Electronic check          99.85
## 2207              Yes Bank transfer (automatic)          95.25
## 2208              Yes          Electronic check          86.25
## 2209              Yes          Electronic check         100.80
## 2210              Yes Bank transfer (automatic)          19.55
## 2211               No          Electronic check         104.00
## 2212              Yes              Mailed check         104.40
## 2213               No              Mailed check          19.50
## 2214               No   Credit card (automatic)          25.25
## 2215              Yes          Electronic check          86.30
## 2216              Yes Bank transfer (automatic)          49.85
## 2217              Yes Bank transfer (automatic)         108.95
## 2218               No   Credit card (automatic)          89.90
## 2219              Yes   Credit card (automatic)          82.00
## 2220               No          Electronic check          89.95
## 2221              Yes Bank transfer (automatic)          79.35
## 2222               No   Credit card (automatic)          64.05
## 2223              Yes   Credit card (automatic)         101.15
## 2224              Yes          Electronic check          89.95
## 2225              Yes          Electronic check          76.45
## 2226              Yes          Electronic check          39.10
## 2227               No              Mailed check          34.60
## 2228              Yes          Electronic check          19.55
## 2229              Yes Bank transfer (automatic)         104.45
## 2230               No          Electronic check          70.50
## 2231               No              Mailed check          20.35
## 2232              Yes          Electronic check          70.00
## 2233               No   Credit card (automatic)          19.45
## 2234              Yes              Mailed check          69.90
## 2235               No              Mailed check          59.70
## 2236              Yes   Credit card (automatic)          78.35
## 2237              Yes              Mailed check          71.45
## 2238              Yes   Credit card (automatic)          45.85
## 2239              Yes          Electronic check          95.85
## 2240               No   Credit card (automatic)          35.70
## 2241              Yes   Credit card (automatic)          89.55
## 2242              Yes   Credit card (automatic)          24.95
## 2243               No          Electronic check          24.85
## 2244              Yes          Electronic check         100.80
## 2245              Yes              Mailed check          64.40
## 2246               No Bank transfer (automatic)         105.35
## 2247              Yes          Electronic check         102.45
## 2248               No   Credit card (automatic)          19.65
## 2249              Yes Bank transfer (automatic)          54.45
## 2250               No              Mailed check          70.50
## 2251               No   Credit card (automatic)          20.10
## 2252              Yes          Electronic check          69.35
## 2253               No Bank transfer (automatic)          19.80
## 2254               No Bank transfer (automatic)          74.40
## 2255              Yes Bank transfer (automatic)          93.05
## 2256               No              Mailed check          51.20
## 2257               No   Credit card (automatic)          65.60
## 2258               No   Credit card (automatic)          80.55
## 2259               No              Mailed check          52.70
## 2260               No              Mailed check          20.85
## 2261               No   Credit card (automatic)          80.10
## 2262              Yes   Credit card (automatic)          52.15
## 2263              Yes          Electronic check          80.20
## 2264              Yes Bank transfer (automatic)          98.15
## 2265              Yes Bank transfer (automatic)         114.95
## 2266              Yes              Mailed check         112.95
## 2267              Yes Bank transfer (automatic)         104.45
## 2268              Yes   Credit card (automatic)         113.65
## 2269              Yes Bank transfer (automatic)          20.60
## 2270               No              Mailed check          70.90
## 2271              Yes          Electronic check          86.85
## 2272              Yes          Electronic check          91.55
## 2273              Yes          Electronic check          49.85
## 2274               No   Credit card (automatic)          19.80
## 2275              Yes          Electronic check          99.85
## 2276              Yes          Electronic check          74.50
## 2277               No          Electronic check         104.15
## 2278              Yes          Electronic check         109.15
## 2279              Yes          Electronic check          48.20
## 2280              Yes   Credit card (automatic)          25.10
## 2281              Yes   Credit card (automatic)         100.15
## 2282              Yes   Credit card (automatic)          65.20
## 2283              Yes   Credit card (automatic)          99.50
## 2284              Yes              Mailed check          71.55
## 2285               No              Mailed check          55.90
## 2286               No          Electronic check          93.90
## 2287              Yes   Credit card (automatic)          64.40
## 2288              Yes Bank transfer (automatic)         108.40
## 2289              Yes              Mailed check          85.30
## 2290               No              Mailed check         107.45
## 2291              Yes Bank transfer (automatic)          48.75
## 2292              Yes          Electronic check          85.65
## 2293               No   Credit card (automatic)          91.30
## 2294               No Bank transfer (automatic)          85.95
## 2295              Yes          Electronic check         106.70
## 2296              Yes          Electronic check          25.15
## 2297               No          Electronic check          45.20
## 2298               No          Electronic check         110.35
## 2299              Yes   Credit card (automatic)          79.20
## 2300               No   Credit card (automatic)          55.50
## 2301              Yes   Credit card (automatic)         103.25
## 2302              Yes          Electronic check          90.25
## 2303              Yes              Mailed check          91.25
## 2304              Yes          Electronic check          47.80
## 2305              Yes   Credit card (automatic)         100.90
## 2306              Yes Bank transfer (automatic)          97.70
## 2307              Yes          Electronic check          69.85
## 2308              Yes              Mailed check          65.60
## 2309              Yes Bank transfer (automatic)         104.65
## 2310              Yes   Credit card (automatic)          90.45
## 2311              Yes Bank transfer (automatic)          63.70
## 2312              Yes          Electronic check         104.50
## 2313               No              Mailed check          20.10
## 2314              Yes   Credit card (automatic)         104.30
## 2315              Yes Bank transfer (automatic)          93.25
## 2316              Yes Bank transfer (automatic)          73.45
## 2317               No              Mailed check          20.70
## 2318               No              Mailed check          25.25
## 2319               No Bank transfer (automatic)         100.50
## 2320               No          Electronic check          90.60
## 2321              Yes   Credit card (automatic)          89.40
## 2322              Yes Bank transfer (automatic)          95.45
## 2323               No   Credit card (automatic)          20.45
## 2324              Yes   Credit card (automatic)          98.60
## 2325              Yes          Electronic check          83.05
## 2326              Yes          Electronic check          19.95
## 2327               No   Credit card (automatic)         109.15
## 2328              Yes   Credit card (automatic)          85.70
## 2329               No Bank transfer (automatic)         102.05
## 2330               No          Electronic check          94.70
## 2331               No          Electronic check          64.40
## 2332              Yes              Mailed check          26.80
## 2333              Yes   Credit card (automatic)          66.05
## 2334               No Bank transfer (automatic)          65.20
## 2335              Yes   Credit card (automatic)          85.05
## 2336              Yes              Mailed check          55.80
## 2337              Yes Bank transfer (automatic)          70.40
## 2338              Yes Bank transfer (automatic)         104.75
## 2339               No Bank transfer (automatic)          19.95
## 2340              Yes          Electronic check          94.25
## 2341               No   Credit card (automatic)          45.00
## 2342               No Bank transfer (automatic)         114.90
## 2343               No Bank transfer (automatic)         106.40
## 2344              Yes              Mailed check          46.10
## 2345               No              Mailed check          39.70
## 2346              Yes Bank transfer (automatic)          20.05
## 2347              Yes   Credit card (automatic)          95.75
## 2348               No              Mailed check          24.40
## 2349               No Bank transfer (automatic)          33.60
## 2350               No Bank transfer (automatic)          90.45
## 2351              Yes          Electronic check          84.00
## 2352               No Bank transfer (automatic)          67.40
## 2353              Yes Bank transfer (automatic)          19.70
## 2354              Yes          Electronic check          80.35
## 2355               No              Mailed check          19.60
## 2356              Yes Bank transfer (automatic)          54.20
## 2357              Yes   Credit card (automatic)          45.20
## 2358               No              Mailed check          75.10
## 2359               No          Electronic check          19.70
## 2360              Yes Bank transfer (automatic)          72.75
## 2361               No   Credit card (automatic)          20.05
## 2362               No              Mailed check          45.95
## 2363              Yes          Electronic check          39.20
## 2364              Yes          Electronic check          44.75
## 2365              Yes          Electronic check          82.65
## 2366               No Bank transfer (automatic)          93.90
## 2367              Yes          Electronic check          70.15
## 2368              Yes   Credit card (automatic)          85.55
## 2369              Yes   Credit card (automatic)         117.15
## 2370               No   Credit card (automatic)          99.25
## 2371              Yes Bank transfer (automatic)         112.55
## 2372              Yes          Electronic check          25.70
## 2373               No   Credit card (automatic)          90.30
## 2374              Yes   Credit card (automatic)          49.40
## 2375               No              Mailed check          19.40
## 2376              Yes Bank transfer (automatic)         109.70
## 2377              Yes          Electronic check          61.25
## 2378              Yes          Electronic check          55.30
## 2379              Yes          Electronic check          70.30
## 2380               No Bank transfer (automatic)         106.35
## 2381              Yes Bank transfer (automatic)         103.75
## 2382               No              Mailed check          19.50
## 2383               No   Credit card (automatic)          39.50
## 2384              Yes          Electronic check          26.05
## 2385              Yes   Credit card (automatic)          91.05
## 2386               No              Mailed check          29.65
## 2387               No              Mailed check          50.20
## 2388               No          Electronic check         105.30
## 2389              Yes          Electronic check          55.45
## 2390               No          Electronic check          85.45
## 2391               No          Electronic check          19.80
## 2392              Yes          Electronic check          59.25
## 2393              Yes   Credit card (automatic)          90.70
## 2394              Yes              Mailed check         103.70
## 2395              Yes   Credit card (automatic)          79.05
## 2396              Yes          Electronic check          90.70
## 2397               No   Credit card (automatic)          95.00
## 2398              Yes          Electronic check          88.35
## 2399              Yes              Mailed check          30.25
## 2400              Yes Bank transfer (automatic)          49.85
## 2401               No Bank transfer (automatic)          93.00
## 2402              Yes          Electronic check          54.55
## 2403               No              Mailed check          19.70
## 2404              Yes Bank transfer (automatic)          84.80
## 2405              Yes   Credit card (automatic)          94.45
## 2406              Yes          Electronic check          94.20
## 2407              Yes          Electronic check          96.25
## 2408              Yes          Electronic check          70.70
## 2409               No              Mailed check          20.85
## 2410              Yes   Credit card (automatic)          60.00
## 2411               No          Electronic check          80.45
## 2412              Yes          Electronic check          84.95
## 2413               No              Mailed check          33.55
## 2414               No   Credit card (automatic)          49.65
## 2415              Yes Bank transfer (automatic)          20.20
## 2416              Yes   Credit card (automatic)          94.55
## 2417              Yes Bank transfer (automatic)         100.50
## 2418               No          Electronic check          35.75
## 2419              Yes Bank transfer (automatic)          86.45
## 2420               No Bank transfer (automatic)          53.80
## 2421               No   Credit card (automatic)          38.55
## 2422              Yes Bank transfer (automatic)          39.90
## 2423              Yes          Electronic check          70.05
## 2424               No              Mailed check          20.10
## 2425              Yes Bank transfer (automatic)         112.95
## 2426              Yes          Electronic check          20.30
## 2427              Yes   Credit card (automatic)          35.65
## 2428               No          Electronic check          35.90
## 2429              Yes Bank transfer (automatic)          99.25
## 2430              Yes   Credit card (automatic)          82.95
## 2431              Yes              Mailed check          55.65
## 2432              Yes              Mailed check          24.45
## 2433               No          Electronic check          25.20
## 2434               No              Mailed check          50.80
## 2435               No              Mailed check          19.65
## 2436              Yes   Credit card (automatic)          59.80
## 2437              Yes   Credit card (automatic)          73.55
## 2438               No          Electronic check          61.40
## 2439              Yes Bank transfer (automatic)         103.35
## 2440               No Bank transfer (automatic)          19.90
## 2441              Yes   Credit card (automatic)          19.45
## 2442               No              Mailed check          81.50
## 2443              Yes          Electronic check          84.80
## 2444               No   Credit card (automatic)         109.55
## 2445              Yes          Electronic check          99.95
## 2446               No              Mailed check          74.40
## 2447              Yes   Credit card (automatic)          90.00
## 2448              Yes          Electronic check          74.90
## 2449              Yes          Electronic check         104.85
## 2450              Yes Bank transfer (automatic)          59.65
## 2451              Yes Bank transfer (automatic)         110.45
## 2452               No          Electronic check         106.10
## 2453              Yes   Credit card (automatic)          74.20
## 2454              Yes          Electronic check          74.45
## 2455               No          Electronic check          24.55
## 2456              Yes          Electronic check          89.35
## 2457               No              Mailed check          24.55
## 2458              Yes          Electronic check          90.65
## 2459              Yes   Credit card (automatic)         105.05
## 2460              Yes   Credit card (automatic)          20.45
## 2461               No              Mailed check          19.55
## 2462               No Bank transfer (automatic)          19.70
## 2463              Yes Bank transfer (automatic)          70.45
## 2464              Yes Bank transfer (automatic)          85.65
## 2465              Yes          Electronic check          77.15
## 2466              Yes Bank transfer (automatic)          35.25
## 2467               No              Mailed check          20.55
## 2468              Yes          Electronic check          97.95
## 2469              Yes          Electronic check          48.55
## 2470               No              Mailed check          20.00
## 2471              Yes   Credit card (automatic)          25.25
## 2472              Yes   Credit card (automatic)          98.40
## 2473               No   Credit card (automatic)          70.90
## 2474               No              Mailed check          19.85
## 2475              Yes          Electronic check         106.35
## 2476               No              Mailed check          99.50
## 2477              Yes              Mailed check          84.70
## 2478              Yes              Mailed check          86.05
## 2479               No              Mailed check          44.55
## 2480              Yes   Credit card (automatic)          75.85
## 2481              Yes Bank transfer (automatic)          93.85
## 2482               No Bank transfer (automatic)          25.00
## 2483              Yes          Electronic check          45.00
## 2484              Yes          Electronic check         100.70
## 2485               No              Mailed check          20.50
## 2486              Yes          Electronic check          80.45
## 2487              Yes          Electronic check          90.45
## 2488               No Bank transfer (automatic)          60.45
## 2489              Yes          Electronic check          55.25
## 2490              Yes          Electronic check          78.45
## 2491               No              Mailed check         100.55
## 2492               No   Credit card (automatic)          20.35
## 2493              Yes          Electronic check          54.45
## 2494              Yes          Electronic check          90.75
## 2495               No   Credit card (automatic)          75.35
## 2496              Yes   Credit card (automatic)          20.25
## 2497               No   Credit card (automatic)          20.05
## 2498               No              Mailed check          19.60
## 2499              Yes          Electronic check          53.80
## 2500               No              Mailed check          70.20
## 2501               No          Electronic check          75.50
## 2502               No          Electronic check          20.35
## 2503               No   Credit card (automatic)          26.05
## 2504               No Bank transfer (automatic)          20.60
## 2505              Yes          Electronic check          75.70
## 2506              Yes Bank transfer (automatic)          20.10
## 2507               No Bank transfer (automatic)          24.30
## 2508              Yes          Electronic check          24.50
## 2509              Yes   Credit card (automatic)         110.50
## 2510              Yes Bank transfer (automatic)          25.25
## 2511              Yes              Mailed check          74.25
## 2512               No Bank transfer (automatic)          90.10
## 2513              Yes Bank transfer (automatic)          68.75
## 2514               No              Mailed check          19.20
## 2515              Yes          Electronic check          89.70
## 2516              Yes Bank transfer (automatic)         115.10
## 2517              Yes          Electronic check          96.40
## 2518              Yes Bank transfer (automatic)          69.50
## 2519              Yes Bank transfer (automatic)          99.65
## 2520              Yes          Electronic check          91.45
## 2521               No              Mailed check          84.75
## 2522              Yes   Credit card (automatic)          85.25
## 2523              Yes              Mailed check          78.75
## 2524               No   Credit card (automatic)          20.25
## 2525               No   Credit card (automatic)          19.90
## 2526              Yes   Credit card (automatic)          97.75
## 2527               No              Mailed check          19.40
## 2528              Yes          Electronic check          83.30
## 2529              Yes Bank transfer (automatic)          80.10
## 2530               No   Credit card (automatic)          62.70
## 2531              Yes          Electronic check         100.40
## 2532              Yes   Credit card (automatic)          24.45
## 2533              Yes Bank transfer (automatic)         101.10
## 2534               No   Credit card (automatic)          50.90
## 2535              Yes   Credit card (automatic)         107.20
## 2536              Yes Bank transfer (automatic)          92.20
## 2537               No Bank transfer (automatic)          25.30
## 2538               No Bank transfer (automatic)         113.40
## 2539              Yes          Electronic check          40.55
## 2540               No   Credit card (automatic)          26.00
## 2541              Yes   Credit card (automatic)         111.95
## 2542              Yes   Credit card (automatic)          53.80
## 2543              Yes              Mailed check          72.10
## 2544               No              Mailed check          98.15
## 2545               No          Electronic check          78.85
## 2546              Yes Bank transfer (automatic)          70.75
## 2547              Yes   Credit card (automatic)          76.15
## 2548               No              Mailed check          39.10
## 2549              Yes   Credit card (automatic)          69.95
## 2550               No              Mailed check          20.05
## 2551               No              Mailed check          20.05
## 2552               No Bank transfer (automatic)          19.45
## 2553               No          Electronic check          26.90
## 2554               No          Electronic check          19.20
## 2555              Yes              Mailed check          50.00
## 2556              Yes          Electronic check          60.00
## 2557              Yes              Mailed check          84.55
## 2558               No              Mailed check          45.45
## 2559               No              Mailed check          20.05
## 2560              Yes          Electronic check         115.55
## 2561              Yes          Electronic check          93.70
## 2562              Yes   Credit card (automatic)          99.00
## 2563               No Bank transfer (automatic)          50.55
## 2564               No              Mailed check         105.95
## 2565              Yes   Credit card (automatic)          82.00
## 2566              Yes Bank transfer (automatic)          25.00
## 2567               No Bank transfer (automatic)          91.55
## 2568              Yes          Electronic check          95.75
## 2569               No              Mailed check          19.35
## 2570               No   Credit card (automatic)          24.85
## 2571              Yes   Credit card (automatic)          94.05
## 2572              Yes          Electronic check         100.40
## 2573               No Bank transfer (automatic)          25.00
## 2574              Yes              Mailed check          54.75
## 2575              Yes Bank transfer (automatic)          95.65
## 2576               No Bank transfer (automatic)          19.25
## 2577              Yes Bank transfer (automatic)         108.25
## 2578              Yes          Electronic check          94.60
## 2579              Yes          Electronic check          98.90
## 2580               No   Credit card (automatic)          20.15
## 2581              Yes          Electronic check         101.30
## 2582               No   Credit card (automatic)          20.00
## 2583              Yes          Electronic check         105.30
## 2584               No Bank transfer (automatic)          69.85
## 2585              Yes   Credit card (automatic)          65.25
## 2586               No              Mailed check          19.80
## 2587               No              Mailed check          19.60
## 2588               No   Credit card (automatic)          20.05
## 2589               No          Electronic check          49.40
## 2590              Yes          Electronic check          76.05
## 2591               No Bank transfer (automatic)          88.40
## 2592              Yes          Electronic check         100.60
## 2593               No              Mailed check          19.45
## 2594               No Bank transfer (automatic)          20.30
## 2595              Yes Bank transfer (automatic)         107.65
## 2596              Yes Bank transfer (automatic)          80.45
## 2597              Yes   Credit card (automatic)          58.85
## 2598              Yes          Electronic check         109.60
## 2599              Yes          Electronic check          75.15
## 2600              Yes   Credit card (automatic)          73.00
## 2601               No          Electronic check          70.10
## 2602              Yes Bank transfer (automatic)          98.65
## 2603              Yes          Electronic check         111.45
## 2604              Yes          Electronic check         114.90
## 2605               No Bank transfer (automatic)         100.55
## 2606              Yes              Mailed check          20.40
## 2607               No          Electronic check         104.35
## 2608              Yes          Electronic check          69.75
## 2609              Yes          Electronic check          34.50
## 2610              Yes          Electronic check         105.55
## 2611               No   Credit card (automatic)          30.10
## 2612              Yes          Electronic check          70.30
## 2613               No   Credit card (automatic)          80.45
## 2614              Yes              Mailed check          80.20
## 2615              Yes   Credit card (automatic)          94.35
## 2616              Yes Bank transfer (automatic)          91.35
## 2617              Yes Bank transfer (automatic)          44.60
## 2618              Yes              Mailed check          19.60
## 2619               No          Electronic check          19.90
## 2620              Yes          Electronic check         110.45
## 2621              Yes          Electronic check          68.35
## 2622              Yes   Credit card (automatic)          79.10
## 2623              Yes          Electronic check          51.00
## 2624               No   Credit card (automatic)          80.55
## 2625              Yes              Mailed check          66.70
## 2626              Yes          Electronic check          86.40
## 2627               No          Electronic check          50.05
## 2628               No   Credit card (automatic)          25.70
## 2629              Yes              Mailed check          83.40
## 2630               No   Credit card (automatic)          70.70
## 2631              Yes   Credit card (automatic)          84.65
## 2632              Yes          Electronic check          99.25
## 2633              Yes              Mailed check          64.75
## 2634              Yes Bank transfer (automatic)         100.15
## 2635              Yes          Electronic check          84.80
## 2636               No              Mailed check          25.25
## 2637              Yes   Credit card (automatic)         113.00
## 2638               No   Credit card (automatic)          40.65
## 2639              Yes Bank transfer (automatic)         105.00
## 2640              Yes          Electronic check          54.45
## 2641              Yes Bank transfer (automatic)          94.95
## 2642               No   Credit card (automatic)          59.90
## 2643              Yes          Electronic check          85.30
## 2644              Yes          Electronic check          83.35
## 2645              Yes   Credit card (automatic)          33.50
## 2646               No   Credit card (automatic)          19.80
## 2647              Yes   Credit card (automatic)          81.80
## 2648              Yes              Mailed check          20.00
## 2649              Yes          Electronic check          59.60
## 2650               No   Credit card (automatic)          25.00
## 2651              Yes   Credit card (automatic)          84.35
## 2652              Yes          Electronic check          90.35
## 2653               No              Mailed check          55.55
## 2654               No   Credit card (automatic)          75.35
## 2655              Yes          Electronic check          90.75
## 2656               No              Mailed check          89.60
## 2657               No          Electronic check          59.30
## 2658              Yes          Electronic check          66.10
## 2659               No              Mailed check          18.80
## 2660               No   Credit card (automatic)          86.45
## 2661              Yes   Credit card (automatic)          52.10
## 2662              Yes              Mailed check          47.40
## 2663              Yes          Electronic check          49.25
## 2664              Yes   Credit card (automatic)         109.15
## 2665              Yes   Credit card (automatic)          94.95
## 2666              Yes          Electronic check          93.55
## 2667              Yes   Credit card (automatic)          79.50
## 2668               No   Credit card (automatic)         115.05
## 2669               No              Mailed check          19.75
## 2670              Yes          Electronic check          95.15
## 2671              Yes              Mailed check          95.15
## 2672               No          Electronic check         105.40
## 2673               No Bank transfer (automatic)          20.10
## 2674              Yes Bank transfer (automatic)         101.35
## 2675               No              Mailed check          20.05
## 2676               No              Mailed check          20.70
## 2677               No              Mailed check          20.35
## 2678              Yes   Credit card (automatic)          70.05
## 2679               No              Mailed check          19.70
## 2680              Yes          Electronic check          74.65
## 2681               No Bank transfer (automatic)          85.45
## 2682               No   Credit card (automatic)          40.40
## 2683               No              Mailed check          50.40
## 2684              Yes              Mailed check          79.65
## 2685              Yes Bank transfer (automatic)         105.20
## 2686               No Bank transfer (automatic)         100.65
## 2687              Yes          Electronic check          79.85
## 2688               No          Electronic check          91.00
## 2689              Yes          Electronic check          78.75
## 2690              Yes   Credit card (automatic)         116.75
## 2691              Yes   Credit card (automatic)          80.45
## 2692              Yes          Electronic check          59.10
## 2693              Yes          Electronic check          49.80
## 2694               No Bank transfer (automatic)          19.30
## 2695               No   Credit card (automatic)          19.65
## 2696              Yes   Credit card (automatic)          81.40
## 2697               No              Mailed check          38.90
## 2698               No Bank transfer (automatic)          87.95
## 2699               No              Mailed check          19.85
## 2700              Yes          Electronic check          96.35
## 2701               No          Electronic check          24.15
## 2702               No   Credit card (automatic)          19.10
## 2703               No          Electronic check          44.00
## 2704              Yes              Mailed check          50.10
## 2705               No   Credit card (automatic)          60.60
## 2706               No Bank transfer (automatic)          25.65
## 2707               No          Electronic check          76.40
## 2708              Yes          Electronic check          98.70
## 2709              Yes          Electronic check         100.80
## 2710              Yes          Electronic check          53.95
## 2711               No   Credit card (automatic)          20.40
## 2712              Yes Bank transfer (automatic)          90.10
## 2713               No              Mailed check          29.35
## 2714              Yes              Mailed check          20.45
## 2715              Yes Bank transfer (automatic)          95.10
## 2716              Yes Bank transfer (automatic)          25.25
## 2717               No              Mailed check          44.90
## 2718               No Bank transfer (automatic)          92.65
## 2719              Yes Bank transfer (automatic)          43.70
## 2720              Yes   Credit card (automatic)          72.60
## 2721               No          Electronic check          51.55
## 2722              Yes          Electronic check          79.25
## 2723               No              Mailed check          18.95
## 2724               No   Credit card (automatic)          20.50
## 2725               No Bank transfer (automatic)          19.95
## 2726               No          Electronic check          24.50
## 2727               No              Mailed check          20.60
## 2728              Yes Bank transfer (automatic)          94.85
## 2729               No          Electronic check          61.05
## 2730              Yes          Electronic check          85.70
## 2731              Yes Bank transfer (automatic)         106.65
## 2732               No   Credit card (automatic)         108.25
## 2733               No   Credit card (automatic)          20.40
## 2734              Yes              Mailed check          55.30
## 2735               No              Mailed check          20.25
## 2736              Yes Bank transfer (automatic)          72.95
## 2737               No          Electronic check          89.45
## 2738              Yes   Credit card (automatic)         104.65
## 2739               No Bank transfer (automatic)          75.20
## 2740               No Bank transfer (automatic)         101.15
## 2741               No              Mailed check          44.40
## 2742              Yes          Electronic check          89.50
## 2743               No Bank transfer (automatic)          68.75
## 2744              Yes          Electronic check         111.05
## 2745              Yes   Credit card (automatic)          99.00
## 2746              Yes          Electronic check          86.05
## 2747               No              Mailed check          21.00
## 2748              Yes              Mailed check          19.40
## 2749              Yes          Electronic check          44.55
## 2750               No Bank transfer (automatic)          77.20
## 2751              Yes              Mailed check          19.45
## 2752              Yes              Mailed check          24.85
## 2753               No Bank transfer (automatic)          35.40
## 2754               No              Mailed check          95.65
## 2755               No              Mailed check          41.35
## 2756               No          Electronic check          19.60
## 2757               No              Mailed check          20.95
## 2758               No Bank transfer (automatic)          84.45
## 2759               No              Mailed check          20.25
## 2760               No Bank transfer (automatic)          19.65
## 2761              Yes   Credit card (automatic)          20.65
## 2762              Yes          Electronic check          34.70
## 2763               No Bank transfer (automatic)          99.30
## 2764               No          Electronic check          81.05
## 2765               No          Electronic check          67.60
## 2766              Yes          Electronic check          70.15
## 2767              Yes          Electronic check         115.00
## 2768              Yes Bank transfer (automatic)          84.80
## 2769               No              Mailed check          19.70
## 2770               No Bank transfer (automatic)          19.75
## 2771              Yes          Electronic check          92.55
## 2772              Yes              Mailed check          63.15
## 2773               No   Credit card (automatic)          74.00
## 2774               No          Electronic check          29.10
## 2775               No              Mailed check          50.05
## 2776              Yes          Electronic check          60.05
## 2777              Yes   Credit card (automatic)          74.30
## 2778               No          Electronic check          20.00
## 2779              Yes              Mailed check          74.65
## 2780              Yes          Electronic check          85.35
## 2781               No              Mailed check          74.30
## 2782              Yes          Electronic check          44.40
## 2783              Yes Bank transfer (automatic)          85.40
## 2784              Yes          Electronic check          94.10
## 2785              Yes Bank transfer (automatic)          98.10
## 2786               No          Electronic check         108.90
## 2787               No              Mailed check          56.20
## 2788               No              Mailed check          26.10
## 2789              Yes   Credit card (automatic)          85.45
## 2790              Yes   Credit card (automatic)          88.95
## 2791              Yes          Electronic check         109.65
## 2792              Yes Bank transfer (automatic)          74.35
## 2793               No          Electronic check          48.85
## 2794              Yes          Electronic check          80.10
## 2795               No          Electronic check          56.05
## 2796              Yes          Electronic check          74.55
## 2797              Yes Bank transfer (automatic)          89.80
## 2798              Yes          Electronic check         100.95
## 2799              Yes          Electronic check          94.90
## 2800               No Bank transfer (automatic)          19.10
## 2801               No              Mailed check          20.35
## 2802              Yes   Credit card (automatic)         106.05
## 2803              Yes          Electronic check         104.90
## 2804              Yes Bank transfer (automatic)          19.65
## 2805               No Bank transfer (automatic)          24.10
## 2806               No Bank transfer (automatic)          59.85
## 2807              Yes          Electronic check          86.10
## 2808               No              Mailed check          19.45
## 2809               No          Electronic check          97.10
## 2810               No          Electronic check          36.65
## 2811              Yes Bank transfer (automatic)         103.90
## 2812               No              Mailed check          19.75
## 2813              Yes          Electronic check         104.05
## 2814               No              Mailed check          24.55
## 2815               No Bank transfer (automatic)          48.70
## 2816              Yes              Mailed check          88.35
## 2817              Yes          Electronic check         109.55
## 2818               No   Credit card (automatic)          20.65
## 2819               No   Credit card (automatic)          94.65
## 2820               No          Electronic check          55.20
## 2821               No Bank transfer (automatic)          24.05
## 2822              Yes          Electronic check          74.40
## 2823               No   Credit card (automatic)          79.90
## 2824              Yes Bank transfer (automatic)          20.45
## 2825               No              Mailed check          19.25
## 2826              Yes          Electronic check          26.35
## 2827               No          Electronic check          43.80
## 2828              Yes              Mailed check          50.15
## 2829               No              Mailed check          20.45
## 2830              Yes          Electronic check          69.70
## 2831               No          Electronic check          61.40
## 2832              Yes          Electronic check          98.10
## 2833               No   Credit card (automatic)          70.75
## 2834              Yes Bank transfer (automatic)          61.15
## 2835               No              Mailed check          20.25
## 2836              Yes   Credit card (automatic)          63.85
## 2837               No          Electronic check          98.70
## 2838               No              Mailed check          20.50
## 2839               No              Mailed check          20.00
## 2840               No Bank transfer (automatic)          19.30
## 2841               No              Mailed check          84.40
## 2842               No          Electronic check          25.10
## 2843               No              Mailed check          48.25
## 2844               No              Mailed check          19.85
## 2845              Yes          Electronic check          99.60
## 2846              Yes          Electronic check          94.20
## 2847              Yes              Mailed check          62.15
## 2848               No Bank transfer (automatic)          79.30
## 2849              Yes   Credit card (automatic)          56.25
## 2850               No              Mailed check          20.30
## 2851              Yes          Electronic check          99.00
## 2852              Yes              Mailed check          90.60
## 2853              Yes Bank transfer (automatic)          85.90
## 2854              Yes Bank transfer (automatic)          79.20
## 2855              Yes Bank transfer (automatic)          70.35
## 2856               No              Mailed check          19.35
## 2857              Yes          Electronic check          50.15
## 2858               No Bank transfer (automatic)          63.80
## 2859              Yes              Mailed check          20.55
## 2860              Yes   Credit card (automatic)          88.55
## 2861              Yes   Credit card (automatic)         101.40
## 2862              Yes          Electronic check          81.95
## 2863              Yes          Electronic check          69.35
## 2864               No              Mailed check          44.60
## 2865              Yes Bank transfer (automatic)          63.75
## 2866               No Bank transfer (automatic)         109.25
## 2867              Yes          Electronic check          84.60
## 2868               No   Credit card (automatic)          20.45
## 2869              Yes          Electronic check          85.75
## 2870              Yes          Electronic check          91.10
## 2871               No          Electronic check         107.95
## 2872              Yes          Electronic check          86.10
## 2873               No          Electronic check          22.95
## 2874              Yes Bank transfer (automatic)          94.70
## 2875               No   Credit card (automatic)          19.45
## 2876              Yes          Electronic check          85.10
## 2877              Yes   Credit card (automatic)          19.70
## 2878              Yes          Electronic check          99.15
## 2879              Yes Bank transfer (automatic)          87.00
## 2880              Yes          Electronic check         102.95
## 2881              Yes Bank transfer (automatic)          79.95
## 2882              Yes          Electronic check          64.00
## 2883              Yes          Electronic check          64.90
## 2884               No              Mailed check          25.75
## 2885              Yes Bank transfer (automatic)          90.15
## 2886              Yes   Credit card (automatic)         116.10
## 2887              Yes Bank transfer (automatic)         104.95
## 2888              Yes              Mailed check          45.05
## 2889              Yes          Electronic check          71.00
## 2890               No              Mailed check          50.00
## 2891               No Bank transfer (automatic)          70.55
## 2892              Yes          Electronic check          79.70
## 2893               No              Mailed check          20.45
## 2894               No          Electronic check          59.00
## 2895              Yes   Credit card (automatic)          60.35
## 2896              Yes Bank transfer (automatic)          19.85
## 2897              Yes          Electronic check          19.95
## 2898               No Bank transfer (automatic)          26.45
## 2899              Yes              Mailed check          63.40
## 2900               No Bank transfer (automatic)          53.95
## 2901              Yes          Electronic check          69.25
## 2902              Yes          Electronic check          95.10
## 2903              Yes          Electronic check          74.10
## 2904               No              Mailed check          35.50
## 2905               No              Mailed check          70.95
## 2906               No          Electronic check          79.20
## 2907              Yes              Mailed check          48.80
## 2908              Yes              Mailed check          89.00
## 2909              Yes          Electronic check          99.40
## 2910               No          Electronic check          55.45
## 2911              Yes   Credit card (automatic)          25.40
## 2912               No Bank transfer (automatic)          73.50
## 2913              Yes          Electronic check          93.50
## 2914               No   Credit card (automatic)          63.90
## 2915              Yes Bank transfer (automatic)          64.85
## 2916              Yes Bank transfer (automatic)          63.80
## 2917              Yes   Credit card (automatic)          44.45
## 2918              Yes Bank transfer (automatic)          19.95
## 2919              Yes              Mailed check          43.35
## 2920               No   Credit card (automatic)          49.65
## 2921               No              Mailed check          85.10
## 2922              Yes          Electronic check          95.50
## 2923              Yes              Mailed check          92.35
## 2924               No              Mailed check          89.80
## 2925              Yes          Electronic check          74.55
## 2926               No              Mailed check         103.05
## 2927              Yes          Electronic check         116.00
## 2928              Yes          Electronic check          69.90
## 2929               No Bank transfer (automatic)          95.10
## 2930               No              Mailed check          40.25
## 2931               No              Mailed check          25.75
## 2932              Yes Bank transfer (automatic)         105.35
## 2933              Yes          Electronic check         113.60
## 2934              Yes Bank transfer (automatic)          24.00
## 2935               No Bank transfer (automatic)          19.40
## 2936              Yes Bank transfer (automatic)          86.10
## 2937              Yes              Mailed check         102.65
## 2938              Yes          Electronic check          92.85
## 2939               No Bank transfer (automatic)          97.75
## 2940              Yes              Mailed check          83.80
## 2941              Yes          Electronic check          54.45
## 2942              Yes   Credit card (automatic)          97.95
## 2943               No          Electronic check          19.95
## 2944              Yes              Mailed check          24.60
## 2945              Yes Bank transfer (automatic)          50.95
## 2946               No          Electronic check          75.60
## 2947              Yes          Electronic check          80.75
## 2948              Yes   Credit card (automatic)          90.40
## 2949              Yes          Electronic check          99.80
## 2950              Yes   Credit card (automatic)          60.25
## 2951              Yes          Electronic check          20.20
## 2952              Yes              Mailed check          64.15
## 2953              Yes   Credit card (automatic)          20.25
## 2954              Yes Bank transfer (automatic)         105.85
## 2955               No              Mailed check          75.45
## 2956              Yes          Electronic check          93.85
## 2957              Yes          Electronic check          99.00
## 2958              Yes              Mailed check          80.30
## 2959               No   Credit card (automatic)          19.55
## 2960               No          Electronic check         100.75
## 2961              Yes          Electronic check         100.75
## 2962              Yes              Mailed check          53.75
## 2963              Yes              Mailed check          31.00
## 2964              Yes   Credit card (automatic)          25.60
## 2965              Yes          Electronic check          58.35
## 2966               No   Credit card (automatic)          80.00
## 2967              Yes          Electronic check          46.35
## 2968               No          Electronic check         113.75
## 2969               No          Electronic check          90.40
## 2970               No          Electronic check         109.30
## 2971              Yes              Mailed check          70.25
## 2972               No   Credit card (automatic)          90.30
## 2973              Yes   Credit card (automatic)          65.25
## 2974              Yes          Electronic check         100.15
## 2975              Yes   Credit card (automatic)          94.50
## 2976               No              Mailed check          60.65
## 2977              Yes   Credit card (automatic)          24.10
## 2978              Yes              Mailed check          19.50
## 2979              Yes          Electronic check          85.95
## 2980              Yes          Electronic check          53.50
## 2981               No   Credit card (automatic)          25.45
## 2982               No Bank transfer (automatic)          20.50
## 2983              Yes   Credit card (automatic)          20.85
## 2984               No   Credit card (automatic)          89.90
## 2985               No              Mailed check          26.00
## 2986              Yes              Mailed check         113.20
## 2987              Yes   Credit card (automatic)          69.05
## 2988               No              Mailed check          20.10
## 2989              Yes          Electronic check         109.65
## 2990              Yes              Mailed check          19.20
## 2991              Yes              Mailed check          33.90
## 2992               No          Electronic check          90.00
## 2993               No              Mailed check          34.00
## 2994               No              Mailed check          20.40
## 2995              Yes   Credit card (automatic)          38.60
## 2996               No Bank transfer (automatic)          25.25
## 2997              Yes              Mailed check          60.60
## 2998              Yes          Electronic check          89.95
## 2999              Yes          Electronic check          74.75
## 3000               No              Mailed check          20.60
## 3001              Yes          Electronic check          84.45
## 3002               No              Mailed check          20.40
## 3003               No          Electronic check          81.70
## 3004              Yes          Electronic check          79.50
## 3005               No              Mailed check          89.15
## 3006              Yes              Mailed check          20.30
## 3007              Yes          Electronic check          74.95
## 3008              Yes          Electronic check          74.40
## 3009               No              Mailed check          20.00
## 3010              Yes              Mailed check          25.00
## 3011              Yes              Mailed check          80.45
## 3012               No              Mailed check          19.75
## 3013              Yes   Credit card (automatic)          65.65
## 3014              Yes   Credit card (automatic)          71.00
## 3015              Yes          Electronic check          89.20
## 3016              Yes          Electronic check          86.75
## 3017              Yes          Electronic check          55.30
## 3018              Yes              Mailed check          61.50
## 3019               No   Credit card (automatic)          25.10
## 3020               No          Electronic check          55.15
## 3021               No   Credit card (automatic)          34.05
## 3022               No              Mailed check          19.95
## 3023               No              Mailed check          19.95
## 3024               No   Credit card (automatic)          89.70
## 3025               No              Mailed check          20.40
## 3026               No              Mailed check          26.30
## 3027              Yes          Electronic check          84.95
## 3028              Yes              Mailed check          20.70
## 3029              Yes              Mailed check          43.25
## 3030              Yes   Credit card (automatic)          48.35
## 3031              Yes          Electronic check          79.55
## 3032              Yes          Electronic check          71.05
## 3033               No   Credit card (automatic)          19.45
## 3034              Yes Bank transfer (automatic)         110.80
## 3035               No          Electronic check          84.50
## 3036              Yes          Electronic check          69.30
## 3037              Yes Bank transfer (automatic)          49.35
## 3038               No   Credit card (automatic)          20.35
## 3039              Yes          Electronic check         105.60
## 3040              Yes   Credit card (automatic)          64.45
## 3041              Yes   Credit card (automatic)         108.60
## 3042              Yes          Electronic check          49.90
## 3043               No Bank transfer (automatic)          30.30
## 3044              Yes          Electronic check          30.40
## 3045              Yes              Mailed check          45.40
## 3046              Yes          Electronic check          65.65
## 3047              Yes Bank transfer (automatic)         103.30
## 3048               No Bank transfer (automatic)          84.15
## 3049               No          Electronic check          44.45
## 3050               No          Electronic check          19.75
## 3051              Yes   Credit card (automatic)          85.40
## 3052               No Bank transfer (automatic)          89.90
## 3053              Yes              Mailed check          55.05
## 3054              Yes Bank transfer (automatic)         104.10
## 3055              Yes Bank transfer (automatic)         106.60
## 3056               No   Credit card (automatic)          75.20
## 3057              Yes   Credit card (automatic)          70.50
## 3058               No          Electronic check          19.60
## 3059              Yes              Mailed check          55.85
## 3060              Yes              Mailed check          24.05
## 3061              Yes   Credit card (automatic)          38.10
## 3062              Yes          Electronic check         106.40
## 3063               No              Mailed check          34.25
## 3064              Yes          Electronic check         100.05
## 3065              Yes          Electronic check          68.65
## 3066              Yes              Mailed check          45.80
## 3067              Yes              Mailed check          75.75
## 3068              Yes          Electronic check          84.40
## 3069              Yes   Credit card (automatic)          96.40
## 3070              Yes              Mailed check          20.55
## 3071               No   Credit card (automatic)          50.95
## 3072              Yes              Mailed check          90.50
## 3073              Yes          Electronic check          79.40
## 3074              Yes Bank transfer (automatic)          58.75
## 3075              Yes   Credit card (automatic)          59.45
## 3076              Yes Bank transfer (automatic)         105.70
## 3077               No          Electronic check          56.25
## 3078               No   Credit card (automatic)          53.30
## 3079              Yes          Electronic check          85.55
## 3080              Yes Bank transfer (automatic)          68.65
## 3081               No              Mailed check          24.30
## 3082               No          Electronic check          77.85
## 3083               No   Credit card (automatic)          59.90
## 3084               No   Credit card (automatic)          23.95
## 3085              Yes              Mailed check          20.15
## 3086              Yes Bank transfer (automatic)         105.35
## 3087              Yes Bank transfer (automatic)          95.65
## 3088              Yes          Electronic check          87.05
## 3089               No              Mailed check          81.00
## 3090              Yes   Credit card (automatic)          82.45
## 3091              Yes              Mailed check          53.50
## 3092               No Bank transfer (automatic)          20.50
## 3093              Yes              Mailed check          25.10
## 3094              Yes   Credit card (automatic)          54.40
## 3095              Yes   Credit card (automatic)          58.60
## 3096               No          Electronic check          84.80
## 3097              Yes   Credit card (automatic)          61.40
## 3098               No              Mailed check          20.40
## 3099              Yes              Mailed check          79.65
## 3100               No              Mailed check          20.15
## 3101              Yes   Credit card (automatic)          94.45
## 3102              Yes Bank transfer (automatic)          79.80
## 3103               No          Electronic check          54.20
## 3104              Yes          Electronic check          19.45
## 3105              Yes          Electronic check          74.05
## 3106               No Bank transfer (automatic)          49.15
## 3107               No   Credit card (automatic)          19.40
## 3108              Yes Bank transfer (automatic)         113.65
## 3109              Yes   Credit card (automatic)         106.00
## 3110              Yes Bank transfer (automatic)          25.95
## 3111               No              Mailed check          19.10
## 3112              Yes          Electronic check         103.40
## 3113              Yes Bank transfer (automatic)         100.55
## 3114              Yes          Electronic check          95.40
## 3115               No Bank transfer (automatic)          75.15
## 3116              Yes          Electronic check          84.45
## 3117               No   Credit card (automatic)          89.15
## 3118              Yes          Electronic check         107.90
## 3119               No   Credit card (automatic)          19.50
## 3120              Yes   Credit card (automatic)          85.95
## 3121              Yes   Credit card (automatic)          24.95
## 3122               No          Electronic check          59.40
## 3123               No Bank transfer (automatic)          19.50
## 3124              Yes   Credit card (automatic)          69.95
## 3125               No Bank transfer (automatic)          82.85
## 3126               No              Mailed check          19.00
## 3127               No   Credit card (automatic)          38.85
## 3128              Yes          Electronic check          30.60
## 3129               No   Credit card (automatic)          20.35
## 3130              Yes Bank transfer (automatic)          95.00
## 3131               No Bank transfer (automatic)          74.40
## 3132               No Bank transfer (automatic)          78.45
## 3133              Yes              Mailed check          74.30
## 3134              Yes Bank transfer (automatic)          51.05
## 3135               No Bank transfer (automatic)          19.20
## 3136              Yes          Electronic check          99.55
## 3137              Yes          Electronic check          70.00
## 3138              Yes Bank transfer (automatic)         109.10
## 3139              Yes          Electronic check          45.30
## 3140               No Bank transfer (automatic)          29.85
## 3141               No          Electronic check          76.45
## 3142              Yes   Credit card (automatic)          95.10
## 3143               No              Mailed check          19.80
## 3144              Yes          Electronic check          72.80
## 3145               No              Mailed check          18.95
## 3146              Yes Bank transfer (automatic)          76.65
## 3147              Yes              Mailed check          99.15
## 3148               No          Electronic check         101.75
## 3149               No   Credit card (automatic)          75.45
## 3150               No              Mailed check          64.10
## 3151              Yes              Mailed check          25.65
## 3152               No              Mailed check          75.10
## 3153              Yes Bank transfer (automatic)          95.85
## 3154               No          Electronic check          54.40
## 3155               No          Electronic check          72.75
## 3156               No              Mailed check          19.85
## 3157               No              Mailed check          19.05
## 3158               No              Mailed check          44.95
## 3159              Yes              Mailed check          49.55
## 3160              Yes          Electronic check          94.85
## 3161               No Bank transfer (automatic)          46.25
## 3162               No              Mailed check          19.35
## 3163               No              Mailed check          69.60
## 3164               No          Electronic check          90.70
## 3165              Yes          Electronic check         101.40
## 3166               No              Mailed check          20.25
## 3167               No Bank transfer (automatic)          48.80
## 3168              Yes              Mailed check          74.35
## 3169              Yes              Mailed check          19.35
## 3170              Yes          Electronic check          68.75
## 3171               No          Electronic check         100.20
## 3172              Yes   Credit card (automatic)          20.85
## 3173              Yes          Electronic check          95.90
## 3174               No              Mailed check          19.35
## 3175              Yes   Credit card (automatic)          45.00
## 3176               No Bank transfer (automatic)          81.50
## 3177               No              Mailed check          25.50
## 3178               No              Mailed check          48.90
## 3179               No          Electronic check          84.10
## 3180              Yes              Mailed check          19.60
## 3181               No              Mailed check          20.00
## 3182              Yes              Mailed check          81.30
## 3183              Yes   Credit card (automatic)          95.20
## 3184              Yes              Mailed check          36.45
## 3185              Yes   Credit card (automatic)          83.30
## 3186               No              Mailed check          25.05
## 3187               No   Credit card (automatic)          20.30
## 3188              Yes          Electronic check          89.85
## 3189              Yes          Electronic check          49.85
## 3190               No              Mailed check          19.80
## 3191               No Bank transfer (automatic)          54.65
## 3192              Yes   Credit card (automatic)          29.35
## 3193              Yes Bank transfer (automatic)          19.15
## 3194               No              Mailed check          19.10
## 3195               No   Credit card (automatic)          55.55
## 3196               No          Electronic check          80.55
## 3197               No              Mailed check          20.25
## 3198              Yes Bank transfer (automatic)          69.50
## 3199              Yes Bank transfer (automatic)         106.00
## 3200               No Bank transfer (automatic)          25.50
## 3201              Yes          Electronic check         104.30
## 3202              Yes              Mailed check          79.60
## 3203              Yes          Electronic check          55.25
## 3204               No Bank transfer (automatic)          88.05
## 3205              Yes Bank transfer (automatic)          20.40
## 3206              Yes Bank transfer (automatic)         117.60
## 3207               No              Mailed check          20.00
## 3208              Yes   Credit card (automatic)          19.65
## 3209              Yes   Credit card (automatic)          70.55
## 3210              Yes          Electronic check          93.85
## 3211               No              Mailed check          65.80
## 3212               No   Credit card (automatic)          20.05
## 3213              Yes          Electronic check          80.00
## 3214               No   Credit card (automatic)          35.40
## 3215              Yes Bank transfer (automatic)          79.60
## 3216              Yes          Electronic check          80.25
## 3217               No              Mailed check          50.45
## 3218              Yes              Mailed check          20.45
## 3219               No   Credit card (automatic)          79.60
## 3220               No              Mailed check          24.70
## 3221               No   Credit card (automatic)          77.30
## 3222              Yes          Electronic check          29.75
## 3223               No Bank transfer (automatic)          44.90
## 3224               No   Credit card (automatic)          29.80
## 3225              Yes          Electronic check          74.65
## 3226              Yes          Electronic check          71.95
## 3227               No              Mailed check          20.75
## 3228              Yes              Mailed check          56.30
## 3229              Yes          Electronic check         105.25
## 3230              Yes          Electronic check          94.20
## 3231               No              Mailed check          19.55
## 3232               No              Mailed check          84.45
## 3233               No              Mailed check          53.65
## 3234              Yes          Electronic check          29.90
## 3235               No              Mailed check          19.70
## 3236               No   Credit card (automatic)          43.70
## 3237               No          Electronic check          55.30
## 3238              Yes   Credit card (automatic)          19.85
## 3239               No   Credit card (automatic)          19.65
## 3240              Yes              Mailed check          49.45
## 3241               No Bank transfer (automatic)         106.55
## 3242               No              Mailed check          20.10
## 3243               No              Mailed check          20.45
## 3244              Yes          Electronic check          39.70
## 3245              Yes   Credit card (automatic)          54.50
## 3246               No          Electronic check          83.80
## 3247               No              Mailed check          55.15
## 3248              Yes Bank transfer (automatic)         111.60
## 3249              Yes          Electronic check          86.65
## 3250              Yes              Mailed check          55.55
## 3251              Yes              Mailed check          20.55
## 3252              Yes Bank transfer (automatic)         106.75
## 3253              Yes              Mailed check          62.10
## 3254              Yes   Credit card (automatic)         104.50
## 3255              Yes          Electronic check         101.80
## 3256              Yes   Credit card (automatic)         110.60
## 3257               No Bank transfer (automatic)          84.90
## 3258              Yes              Mailed check          93.20
## 3259              Yes          Electronic check          24.40
## 3260               No   Credit card (automatic)          70.55
## 3261              Yes          Electronic check          78.45
## 3262              Yes   Credit card (automatic)          85.00
## 3263               No          Electronic check          87.45
## 3264               No Bank transfer (automatic)          85.80
## 3265              Yes          Electronic check          91.10
## 3266              Yes          Electronic check          70.75
## 3267               No Bank transfer (automatic)          20.10
## 3268               No              Mailed check          20.05
## 3269               No              Mailed check          74.80
## 3270               No   Credit card (automatic)          24.80
## 3271              Yes              Mailed check         100.85
## 3272              Yes          Electronic check         101.35
## 3273              Yes          Electronic check          81.70
## 3274               No          Electronic check          68.25
## 3275              Yes          Electronic check         105.10
## 3276               No              Mailed check          20.40
## 3277              Yes          Electronic check          79.15
## 3278               No              Mailed check          20.00
## 3279              Yes Bank transfer (automatic)          79.40
## 3280               No   Credit card (automatic)          57.20
## 3281               No          Electronic check          58.60
## 3282              Yes          Electronic check          94.80
## 3283               No Bank transfer (automatic)         102.50
## 3284              Yes   Credit card (automatic)          20.35
## 3285              Yes          Electronic check          84.90
## 3286              Yes   Credit card (automatic)          69.20
## 3287              Yes          Electronic check          95.45
## 3288              Yes          Electronic check         100.95
## 3289               No              Mailed check          20.85
## 3290              Yes Bank transfer (automatic)          88.50
## 3291               No              Mailed check          35.00
## 3292               No          Electronic check          55.15
## 3293              Yes   Credit card (automatic)          50.95
## 3294              Yes          Electronic check          64.00
## 3295              Yes              Mailed check          69.10
## 3296               No Bank transfer (automatic)          80.20
## 3297              Yes   Credit card (automatic)          49.30
## 3298               No   Credit card (automatic)          84.35
## 3299               No              Mailed check          20.05
## 3300              Yes   Credit card (automatic)         117.20
## 3301               No              Mailed check          20.10
## 3302              Yes          Electronic check          69.60
## 3303              Yes          Electronic check         103.45
## 3304               No Bank transfer (automatic)          77.95
## 3305              Yes          Electronic check         109.95
## 3306               No          Electronic check          94.75
## 3307              Yes          Electronic check          80.00
## 3308               No          Electronic check          79.65
## 3309               No              Mailed check          25.20
## 3310               No   Credit card (automatic)          19.90
## 3311               No          Electronic check          78.45
## 3312              Yes          Electronic check          44.80
## 3313               No              Mailed check          20.30
## 3314               No          Electronic check          19.20
## 3315               No          Electronic check          80.05
## 3316              Yes Bank transfer (automatic)         107.35
## 3317               No Bank transfer (automatic)          47.85
## 3318               No   Credit card (automatic)          70.80
## 3319               No              Mailed check          29.50
## 3320              Yes          Electronic check          70.75
## 3321              Yes   Credit card (automatic)          59.10
## 3322               No              Mailed check          25.55
## 3323              Yes          Electronic check          84.45
## 3324               No              Mailed check          20.25
## 3325               No          Electronic check          75.55
## 3326              Yes          Electronic check          85.65
## 3327              Yes   Credit card (automatic)          70.15
## 3328               No          Electronic check          95.30
## 3329              Yes          Electronic check          70.25
## 3330              Yes              Mailed check          50.30
## 3331              Yes          Electronic check          97.80
## 3333               No              Mailed check          46.30
## 3334               No Bank transfer (automatic)          19.35
## 3335              Yes          Electronic check         106.30
## 3336               No          Electronic check          25.00
## 3337               No              Mailed check          20.30
## 3338              Yes          Electronic check          75.35
## 3339              Yes          Electronic check          89.40
## 3340               No   Credit card (automatic)          88.00
## 3341              Yes   Credit card (automatic)          83.15
## 3342               No              Mailed check          43.80
## 3343               No   Credit card (automatic)          62.05
## 3344               No Bank transfer (automatic)          20.10
## 3345              Yes              Mailed check          74.15
## 3346              Yes          Electronic check         101.35
## 3347              Yes          Electronic check          84.05
## 3348               No              Mailed check          20.90
## 3349              Yes          Electronic check         105.90
## 3350              Yes          Electronic check          99.50
## 3351              Yes              Mailed check          44.15
## 3352              Yes              Mailed check          53.90
## 3353              Yes              Mailed check          85.45
## 3354              Yes   Credit card (automatic)          85.05
## 3355               No Bank transfer (automatic)          44.10
## 3356               No   Credit card (automatic)          90.20
## 3357               No              Mailed check          50.85
## 3358               No          Electronic check          59.20
## 3359               No              Mailed check          53.45
## 3360              Yes              Mailed check          19.95
## 3361              Yes          Electronic check          83.20
## 3362               No   Credit card (automatic)          74.65
## 3363              Yes          Electronic check          54.90
## 3364              Yes Bank transfer (automatic)          57.50
## 3365              Yes          Electronic check         103.90
## 3366               No              Mailed check          19.65
## 3367              Yes          Electronic check          93.80
## 3368              Yes              Mailed check          89.25
## 3369              Yes          Electronic check          94.15
## 3370              Yes          Electronic check          55.60
## 3371              Yes Bank transfer (automatic)          48.70
## 3372              Yes              Mailed check          19.25
## 3373              Yes Bank transfer (automatic)         104.90
## 3374              Yes              Mailed check          75.45
## 3375               No              Mailed check          54.85
## 3376               No Bank transfer (automatic)          19.90
## 3377              Yes              Mailed check          19.40
## 3378               No   Credit card (automatic)          25.05
## 3379               No              Mailed check          84.45
## 3380               No              Mailed check          19.30
## 3381              Yes          Electronic check          95.10
## 3382              Yes Bank transfer (automatic)          79.85
## 3383               No   Credit card (automatic)          25.55
## 3384              Yes          Electronic check          75.50
## 3385              Yes          Electronic check          73.75
## 3386              Yes          Electronic check          96.05
## 3387              Yes          Electronic check          68.40
## 3388               No              Mailed check          20.65
## 3389              Yes              Mailed check          55.15
## 3390              Yes              Mailed check          70.60
## 3391               No   Credit card (automatic)          19.95
## 3392               No              Mailed check          19.00
## 3393              Yes              Mailed check          44.10
## 3394              Yes Bank transfer (automatic)         107.60
## 3395               No          Electronic check          61.55
## 3396               No Bank transfer (automatic)          90.70
## 3397               No   Credit card (automatic)          99.25
## 3398              Yes          Electronic check          91.70
## 3399              Yes   Credit card (automatic)         100.70
## 3400              Yes   Credit card (automatic)          78.45
## 3401               No Bank transfer (automatic)          84.30
## 3402              Yes Bank transfer (automatic)          19.55
## 3403              Yes          Electronic check          88.95
## 3404               No   Credit card (automatic)          20.45
## 3405               No   Credit card (automatic)          55.60
## 3406              Yes Bank transfer (automatic)          86.80
## 3407               No              Mailed check          20.95
## 3408              Yes Bank transfer (automatic)          20.05
## 3409               No   Credit card (automatic)          50.70
## 3410              Yes          Electronic check         113.65
## 3411               No   Credit card (automatic)          53.40
## 3412              Yes          Electronic check         101.90
## 3413               No              Mailed check          59.50
## 3414              Yes   Credit card (automatic)          87.80
## 3415               No              Mailed check          41.90
## 3416              Yes          Electronic check          83.00
## 3417              Yes              Mailed check          69.85
## 3418               No Bank transfer (automatic)          56.30
## 3419               No          Electronic check         109.55
## 3420              Yes              Mailed check          92.15
## 3421              Yes Bank transfer (automatic)          69.50
## 3422              Yes Bank transfer (automatic)          97.00
## 3423              Yes Bank transfer (automatic)          58.35
## 3424               No              Mailed check          50.60
## 3425              Yes          Electronic check          89.50
## 3426              Yes Bank transfer (automatic)          70.40
## 3427              Yes          Electronic check          69.80
## 3428              Yes          Electronic check          94.30
## 3429              Yes Bank transfer (automatic)          93.80
## 3430               No Bank transfer (automatic)          19.55
## 3431               No          Electronic check          95.95
## 3432              Yes          Electronic check         101.05
## 3433              Yes   Credit card (automatic)          94.80
## 3434              Yes          Electronic check         107.75
## 3435              Yes              Mailed check          54.60
## 3436              Yes   Credit card (automatic)          71.30
## 3437              Yes Bank transfer (automatic)          19.50
## 3438              Yes   Credit card (automatic)          56.30
## 3439              Yes          Electronic check          94.70
## 3440              Yes Bank transfer (automatic)         104.15
## 3441              Yes   Credit card (automatic)          90.55
## 3442              Yes              Mailed check          60.80
## 3443              Yes   Credit card (automatic)          98.80
## 3444              Yes   Credit card (automatic)          98.15
## 3445               No              Mailed check          35.35
## 3446              Yes          Electronic check         103.15
## 3447              Yes          Electronic check         107.75
## 3448               No   Credit card (automatic)          81.40
## 3449               No   Credit card (automatic)          61.45
## 3450              Yes   Credit card (automatic)          95.70
## 3451              Yes          Electronic check         104.80
## 3452              Yes Bank transfer (automatic)          70.95
## 3453              Yes              Mailed check          44.95
## 3454              Yes          Electronic check          97.65
## 3455              Yes              Mailed check          35.65
## 3456              Yes          Electronic check          90.55
## 3457              Yes              Mailed check          85.25
## 3458              Yes              Mailed check          19.50
## 3459              Yes Bank transfer (automatic)          88.80
## 3460              Yes              Mailed check          25.10
## 3461              Yes   Credit card (automatic)         100.05
## 3462               No          Electronic check          55.70
## 3463              Yes              Mailed check          85.20
## 3464              Yes          Electronic check          91.15
## 3465              Yes Bank transfer (automatic)          83.85
## 3466              Yes          Electronic check          45.90
## 3467              Yes   Credit card (automatic)          25.10
## 3468              Yes          Electronic check          91.40
## 3469               No              Mailed check          19.70
## 3470              Yes          Electronic check          91.50
## 3471              Yes   Credit card (automatic)          51.30
## 3472               No              Mailed check          21.10
## 3473               No          Electronic check         104.75
## 3474              Yes Bank transfer (automatic)         106.15
## 3475              Yes          Electronic check          85.75
## 3476               No              Mailed check          20.30
## 3477              Yes          Electronic check         100.75
## 3478              Yes          Electronic check          74.15
## 3479              Yes          Electronic check          78.55
## 3480              Yes              Mailed check          45.30
## 3481               No   Credit card (automatic)          19.85
## 3482               No          Electronic check          50.70
## 3483              Yes Bank transfer (automatic)          45.00
## 3484               No          Electronic check          77.80
## 3485              Yes          Electronic check          83.45
## 3486              Yes   Credit card (automatic)          73.25
## 3487               No Bank transfer (automatic)          94.80
## 3488               No Bank transfer (automatic)          20.10
## 3489               No              Mailed check          59.90
## 3490              Yes   Credit card (automatic)          90.10
## 3491              Yes          Electronic check          51.05
## 3492              Yes          Electronic check          70.95
## 3493               No              Mailed check          29.20
## 3494              Yes Bank transfer (automatic)          46.60
## 3495              Yes Bank transfer (automatic)          85.35
## 3496              Yes          Electronic check          75.35
## 3497               No Bank transfer (automatic)          74.30
## 3498              Yes          Electronic check          69.30
## 3499              Yes          Electronic check          75.20
## 3500               No              Mailed check          20.90
## 3501              Yes          Electronic check          94.30
## 3502              Yes              Mailed check          76.45
## 3503              Yes          Electronic check          54.00
## 3504              Yes          Electronic check         104.25
## 3505               No Bank transfer (automatic)          19.95
## 3506              Yes          Electronic check          24.95
## 3507              Yes          Electronic check          84.75
## 3508               No              Mailed check          19.75
## 3509              Yes Bank transfer (automatic)         113.65
## 3510              Yes              Mailed check          44.90
## 3511              Yes          Electronic check          75.25
## 3512               No              Mailed check          24.60
## 3513               No Bank transfer (automatic)          25.00
## 3514               No Bank transfer (automatic)          20.95
## 3515              Yes          Electronic check         110.60
## 3516              Yes   Credit card (automatic)          55.50
## 3517              Yes          Electronic check          43.30
## 3518              Yes Bank transfer (automatic)         109.50
## 3519               No              Mailed check          19.45
## 3520              Yes          Electronic check          84.85
## 3521               No              Mailed check          19.60
## 3522               No          Electronic check          53.45
## 3523               No   Credit card (automatic)          19.80
## 3524               No   Credit card (automatic)         112.10
## 3525              Yes   Credit card (automatic)          84.80
## 3526              Yes          Electronic check          95.05
## 3527               No          Electronic check          50.35
## 3528              Yes Bank transfer (automatic)          74.60
## 3529              Yes              Mailed check          19.70
## 3530              Yes          Electronic check          74.20
## 3531              Yes              Mailed check          69.00
## 3532               No   Credit card (automatic)          19.35
## 3533              Yes          Electronic check          59.45
## 3534              Yes              Mailed check          19.80
## 3535              Yes Bank transfer (automatic)         105.20
## 3536              Yes   Credit card (automatic)         109.20
## 3537              Yes              Mailed check          79.15
## 3538               No              Mailed check          53.65
## 3539               No   Credit card (automatic)         100.20
## 3540              Yes              Mailed check          45.15
## 3541              Yes Bank transfer (automatic)         108.65
## 3542               No Bank transfer (automatic)          40.65
## 3543              Yes   Credit card (automatic)          55.35
## 3544               No Bank transfer (automatic)         105.60
## 3545               No          Electronic check          93.80
## 3546              Yes          Electronic check          95.70
## 3547               No          Electronic check          83.20
## 3548               No   Credit card (automatic)          90.05
## 3549               No   Credit card (automatic)          97.65
## 3550              Yes Bank transfer (automatic)          68.05
## 3551              Yes          Electronic check          96.20
## 3552              Yes          Electronic check          79.60
## 3553              Yes Bank transfer (automatic)         102.10
## 3554               No Bank transfer (automatic)          23.40
## 3555              Yes          Electronic check          71.05
## 3556              Yes          Electronic check          85.25
## 3557               No              Mailed check          19.45
## 3558              Yes Bank transfer (automatic)          59.45
## 3559               No Bank transfer (automatic)          92.20
## 3560               No   Credit card (automatic)          19.85
## 3561               No              Mailed check          43.90
## 3562              Yes          Electronic check          80.50
## 3563              Yes          Electronic check          89.80
## 3564              Yes   Credit card (automatic)          90.50
## 3565               No   Credit card (automatic)          90.45
## 3566              Yes          Electronic check          50.75
## 3567              Yes          Electronic check          84.60
## 3568              Yes   Credit card (automatic)          89.65
## 3569              Yes Bank transfer (automatic)          99.15
## 3570               No              Mailed check          19.95
## 3571               No              Mailed check          20.50
## 3572              Yes          Electronic check          62.10
## 3573              Yes          Electronic check          79.50
## 3574              Yes Bank transfer (automatic)          19.55
## 3575              Yes              Mailed check          20.35
## 3576              Yes          Electronic check          51.70
## 3577              Yes Bank transfer (automatic)          23.30
## 3578              Yes              Mailed check          65.40
## 3579               No              Mailed check          65.10
## 3580              Yes          Electronic check          81.20
## 3581              Yes              Mailed check          72.90
## 3582               No   Credit card (automatic)          74.50
## 3583              Yes          Electronic check          80.50
## 3584               No              Mailed check          60.30
## 3585              Yes              Mailed check          75.00
## 3586               No              Mailed check          90.15
## 3587               No              Mailed check          40.00
## 3588              Yes   Credit card (automatic)          99.45
## 3589              Yes   Credit card (automatic)          69.05
## 3590               No Bank transfer (automatic)          59.70
## 3591              Yes Bank transfer (automatic)          19.85
## 3592              Yes          Electronic check          86.25
## 3593              Yes          Electronic check          45.65
## 3594              Yes              Mailed check          70.10
## 3595               No          Electronic check          40.75
## 3596              Yes Bank transfer (automatic)          70.20
## 3597               No          Electronic check          55.35
## 3598              Yes   Credit card (automatic)          95.70
## 3599               No          Electronic check          46.30
## 3600               No              Mailed check          81.30
## 3601              Yes          Electronic check          84.20
## 3602               No   Credit card (automatic)          20.00
## 3603              Yes Bank transfer (automatic)          66.15
## 3604               No              Mailed check          45.85
## 3605               No          Electronic check          19.60
## 3606              Yes          Electronic check          49.80
## 3607              Yes          Electronic check         101.75
## 3608               No              Mailed check          55.15
## 3609               No          Electronic check          75.25
## 3610              Yes          Electronic check         103.95
## 3611              Yes Bank transfer (automatic)         100.15
## 3612              Yes   Credit card (automatic)          99.65
## 3613              Yes          Electronic check          73.70
## 3614              Yes Bank transfer (automatic)          50.05
## 3615               No Bank transfer (automatic)          60.25
## 3616               No          Electronic check         105.75
## 3617               No   Credit card (automatic)          87.30
## 3618              Yes          Electronic check          48.35
## 3619               No          Electronic check          54.25
## 3620               No Bank transfer (automatic)          85.30
## 3621              Yes          Electronic check          50.00
## 3622              Yes              Mailed check          24.40
## 3623               No   Credit card (automatic)          90.95
## 3624              Yes Bank transfer (automatic)          72.25
## 3625              Yes   Credit card (automatic)          96.10
## 3626               No   Credit card (automatic)          19.85
## 3627              Yes Bank transfer (automatic)          55.30
## 3628               No              Mailed check          20.10
## 3629              Yes              Mailed check          69.50
## 3630              Yes              Mailed check          25.15
## 3631               No Bank transfer (automatic)          20.95
## 3632              Yes          Electronic check          49.55
## 3633              Yes              Mailed check          79.65
## 3634              Yes          Electronic check          71.25
## 3635               No Bank transfer (automatic)         113.80
## 3636               No          Electronic check          24.55
## 3637               No   Credit card (automatic)          19.70
## 3638               No              Mailed check          20.25
## 3639               No   Credit card (automatic)          50.15
## 3640              Yes   Credit card (automatic)         100.50
## 3641              Yes          Electronic check          95.90
## 3642              Yes Bank transfer (automatic)          74.45
## 3643              Yes          Electronic check         104.10
## 3644               No   Credit card (automatic)          19.05
## 3645               No              Mailed check          25.00
## 3646               No              Mailed check          19.05
## 3647               No          Electronic check          81.90
## 3648              Yes          Electronic check          69.70
## 3649              Yes          Electronic check          90.15
## 3650               No   Credit card (automatic)          25.35
## 3651              Yes              Mailed check          24.65
## 3652              Yes   Credit card (automatic)          19.55
## 3653               No          Electronic check          25.25
## 3654              Yes Bank transfer (automatic)          60.00
## 3655               No   Credit card (automatic)          89.90
## 3656               No Bank transfer (automatic)          19.40
## 3657               No              Mailed check          49.80
## 3658              Yes Bank transfer (automatic)          24.10
## 3659               No          Electronic check          54.25
## 3660               No   Credit card (automatic)         109.90
## 3661              Yes   Credit card (automatic)          35.50
## 3662               No   Credit card (automatic)          87.55
## 3663               No          Electronic check          45.15
## 3664              Yes              Mailed check          88.40
## 3665              Yes              Mailed check          50.80
## 3666              Yes          Electronic check          99.00
## 3667              Yes Bank transfer (automatic)          84.40
## 3668              Yes          Electronic check          96.55
## 3669              Yes Bank transfer (automatic)          59.75
## 3670              Yes          Electronic check         111.50
## 3671               No Bank transfer (automatic)          24.25
## 3672              Yes          Electronic check          75.10
## 3673              Yes   Credit card (automatic)          70.15
## 3674              Yes          Electronic check         101.75
## 3675               No          Electronic check          45.80
## 3676               No              Mailed check          20.50
## 3677               No          Electronic check          70.40
## 3678               No              Mailed check          30.55
## 3679               No          Electronic check          84.90
## 3680              Yes              Mailed check          20.10
## 3681               No              Mailed check          40.65
## 3682              Yes          Electronic check         101.00
## 3683              Yes          Electronic check          69.10
## 3684               No Bank transfer (automatic)          54.50
## 3685              Yes   Credit card (automatic)          75.35
## 3686              Yes Bank transfer (automatic)          44.45
## 3687              Yes              Mailed check          75.00
## 3688               No Bank transfer (automatic)         100.00
## 3689               No Bank transfer (automatic)          98.05
## 3690              Yes          Electronic check          71.15
## 3691              Yes   Credit card (automatic)          54.15
## 3692               No Bank transfer (automatic)          63.90
## 3693              Yes Bank transfer (automatic)          69.15
## 3694               No Bank transfer (automatic)          64.65
## 3695              Yes   Credit card (automatic)         108.75
## 3696              Yes          Electronic check          98.85
## 3697              Yes          Electronic check          49.15
## 3698               No          Electronic check          89.60
## 3699              Yes          Electronic check          83.25
## 3700               No Bank transfer (automatic)          70.25
## 3701              Yes          Electronic check          19.40
## 3702               No          Electronic check          24.50
## 3703              Yes          Electronic check          79.15
## 3704               No              Mailed check          20.10
## 3705              Yes   Credit card (automatic)          73.00
## 3706               No   Credit card (automatic)          61.40
## 3707              Yes              Mailed check          84.30
## 3708               No Bank transfer (automatic)          19.90
## 3709               No              Mailed check          20.40
## 3710               No              Mailed check          50.75
## 3711               No              Mailed check          20.45
## 3712              Yes Bank transfer (automatic)          75.75
## 3713               No          Electronic check          65.40
## 3714              Yes          Electronic check          80.40
## 3715              Yes Bank transfer (automatic)          59.75
## 3716              Yes          Electronic check          78.50
## 3717              Yes          Electronic check         102.00
## 3718               No Bank transfer (automatic)          48.95
## 3719              Yes          Electronic check          99.65
## 3720               No   Credit card (automatic)          18.25
## 3721               No   Credit card (automatic)          54.55
## 3722               No              Mailed check          20.65
## 3723               No Bank transfer (automatic)          40.65
## 3724               No              Mailed check          20.45
## 3725               No Bank transfer (automatic)          24.80
## 3726              Yes              Mailed check          70.80
## 3727              Yes   Credit card (automatic)          89.05
## 3728              Yes          Electronic check          96.60
## 3729              Yes Bank transfer (automatic)          88.80
## 3730              Yes   Credit card (automatic)          20.05
## 3731              Yes   Credit card (automatic)         104.50
## 3732              Yes          Electronic check          69.80
## 3733              Yes Bank transfer (automatic)          77.15
## 3734               No Bank transfer (automatic)          35.05
## 3735              Yes Bank transfer (automatic)         108.10
## 3736              Yes          Electronic check          84.05
## 3737              Yes Bank transfer (automatic)          20.20
## 3738              Yes              Mailed check          50.60
## 3739               No          Electronic check          49.20
## 3740               No          Electronic check          24.60
## 3741              Yes          Electronic check          71.65
## 3742              Yes   Credit card (automatic)         104.90
## 3743              Yes          Electronic check         106.50
## 3744               No          Electronic check          49.35
## 3745               No Bank transfer (automatic)          75.50
## 3746              Yes          Electronic check          94.25
## 3747              Yes          Electronic check          68.95
## 3748              Yes              Mailed check          58.50
## 3749               No   Credit card (automatic)          78.90
## 3750              Yes          Electronic check          93.85
## 3751              Yes          Electronic check          79.20
## 3752              Yes Bank transfer (automatic)         109.45
## 3753              Yes          Electronic check          59.20
## 3754               No              Mailed check          29.15
## 3755               No              Mailed check          20.05
## 3756              Yes          Electronic check          76.05
## 3757              Yes              Mailed check          24.45
## 3758               No   Credit card (automatic)          66.50
## 3759               No Bank transfer (automatic)          49.55
## 3760              Yes   Credit card (automatic)          89.35
## 3761              Yes   Credit card (automatic)          73.60
## 3762              Yes   Credit card (automatic)          82.65
## 3763              Yes          Electronic check          49.00
## 3764              Yes          Electronic check          80.35
## 3765               No          Electronic check          25.20
## 3766               No              Mailed check          25.45
## 3767              Yes          Electronic check          55.80
## 3768              Yes   Credit card (automatic)         110.90
## 3769              Yes   Credit card (automatic)          77.75
## 3770              Yes          Electronic check          26.20
## 3771               No Bank transfer (automatic)          19.90
## 3772              Yes          Electronic check          79.05
## 3773              Yes          Electronic check          95.00
## 3774               No              Mailed check          25.20
## 3775              Yes          Electronic check          80.85
## 3776              Yes          Electronic check          98.40
## 3777              Yes              Mailed check          56.35
## 3778               No Bank transfer (automatic)          19.30
## 3779               No Bank transfer (automatic)          50.40
## 3780               No   Credit card (automatic)          79.40
## 3781              Yes   Credit card (automatic)          55.25
## 3782               No              Mailed check          19.10
## 3783              Yes          Electronic check          84.05
## 3784              Yes          Electronic check         105.20
## 3785              Yes          Electronic check         101.40
## 3786              Yes          Electronic check          89.80
## 3787              Yes Bank transfer (automatic)          75.75
## 3788              Yes          Electronic check          95.30
## 3789               No Bank transfer (automatic)         109.75
## 3790               No              Mailed check          19.85
## 3791               No   Credit card (automatic)          19.30
## 3792              Yes          Electronic check          69.10
## 3793              Yes          Electronic check          91.25
## 3794               No              Mailed check          20.25
## 3795              Yes              Mailed check          54.75
## 3796              Yes          Electronic check          81.45
## 3797              Yes          Electronic check          49.10
## 3798              Yes          Electronic check          80.20
## 3799              Yes          Electronic check         100.30
## 3800               No   Credit card (automatic)          65.25
## 3801              Yes   Credit card (automatic)          90.95
## 3802              Yes          Electronic check          85.45
## 3803               No              Mailed check          20.00
## 3804              Yes          Electronic check          94.10
## 3805               No          Electronic check          79.85
## 3806              Yes          Electronic check          71.65
## 3807              Yes          Electronic check          73.55
## 3808              Yes          Electronic check         104.65
## 3809               No              Mailed check          19.30
## 3810               No   Credit card (automatic)          20.15
## 3811               No          Electronic check          44.55
## 3812              Yes              Mailed check          54.45
## 3813              Yes Bank transfer (automatic)          19.65
## 3814              Yes          Electronic check         105.00
## 3815              Yes   Credit card (automatic)          88.70
## 3816              Yes          Electronic check          74.25
## 3817              Yes Bank transfer (automatic)          75.15
## 3818               No              Mailed check          20.25
## 3819              Yes   Credit card (automatic)         109.10
## 3820              Yes Bank transfer (automatic)          30.75
## 3821              Yes   Credit card (automatic)         112.90
## 3822              Yes          Electronic check          74.20
## 3823              Yes              Mailed check          94.05
## 3824               No Bank transfer (automatic)          78.85
## 3825              Yes              Mailed check          55.30
## 3826               No              Mailed check          19.35
## 3828               No              Mailed check          20.45
## 3829               No Bank transfer (automatic)          19.35
## 3830              Yes          Electronic check         101.00
## 3831              Yes          Electronic check         100.20
## 3832              Yes          Electronic check          89.05
## 3833              Yes   Credit card (automatic)          78.65
## 3834               No Bank transfer (automatic)          74.75
## 3835              Yes Bank transfer (automatic)          70.10
## 3836               No              Mailed check          19.90
## 3837               No Bank transfer (automatic)          58.35
## 3838              Yes          Electronic check         105.65
## 3839              Yes Bank transfer (automatic)         100.50
## 3840               No              Mailed check          20.05
## 3841               No   Credit card (automatic)          25.65
## 3842              Yes          Electronic check          96.50
## 3843               No   Credit card (automatic)          95.00
## 3844               No              Mailed check          70.85
## 3845              Yes   Credit card (automatic)          85.95
## 3846              Yes          Electronic check          73.90
## 3847              Yes          Electronic check          45.45
## 3848              Yes   Credit card (automatic)          20.00
## 3849               No              Mailed check          49.20
## 3850              Yes Bank transfer (automatic)         109.45
## 3851              Yes   Credit card (automatic)          83.25
## 3852              Yes              Mailed check          19.25
## 3853              Yes Bank transfer (automatic)          19.65
## 3854               No Bank transfer (automatic)          72.80
## 3855              Yes Bank transfer (automatic)         109.65
## 3856               No   Credit card (automatic)          65.00
## 3857              Yes          Electronic check         114.10
## 3858               No Bank transfer (automatic)          20.65
## 3859              Yes Bank transfer (automatic)          86.95
## 3860              Yes Bank transfer (automatic)          94.75
## 3861              Yes   Credit card (automatic)          25.35
## 3862              Yes          Electronic check         105.45
## 3863               No              Mailed check          25.40
## 3864              Yes          Electronic check         102.55
## 3865              Yes          Electronic check         100.20
## 3866               No              Mailed check          24.00
## 3867               No              Mailed check          25.60
## 3868              Yes   Credit card (automatic)          73.50
## 3869              Yes Bank transfer (automatic)          74.05
## 3870              Yes          Electronic check          98.25
## 3871              Yes          Electronic check          54.40
## 3872              Yes Bank transfer (automatic)         101.55
## 3873               No          Electronic check         103.10
## 3874               No Bank transfer (automatic)          34.20
## 3875              Yes          Electronic check          43.75
## 3876              Yes          Electronic check         111.95
## 3877              Yes          Electronic check         100.65
## 3878              Yes          Electronic check          55.95
## 3879              Yes Bank transfer (automatic)         116.05
## 3880               No          Electronic check          45.75
## 3881              Yes   Credit card (automatic)          82.00
## 3882               No Bank transfer (automatic)          65.15
## 3883              Yes   Credit card (automatic)          44.80
## 3884              Yes          Electronic check          79.80
## 3885              Yes          Electronic check          88.85
## 3886              Yes          Electronic check          74.95
## 3887              Yes Bank transfer (automatic)         106.85
## 3888               No          Electronic check          74.95
## 3889               No   Credit card (automatic)          80.15
## 3890               No   Credit card (automatic)          19.30
## 3891              Yes          Electronic check         109.25
## 3892               No   Credit card (automatic)          56.10
## 3893               No   Credit card (automatic)          19.70
## 3894              Yes              Mailed check          51.30
## 3895               No              Mailed check         118.60
## 3896               No Bank transfer (automatic)          24.15
## 3897               No              Mailed check          20.30
## 3898              Yes          Electronic check         115.50
## 3899               No   Credit card (automatic)          25.05
## 3900              Yes          Electronic check         109.10
## 3901               No              Mailed check          19.65
## 3902              Yes Bank transfer (automatic)         111.30
## 3903               No              Mailed check          29.90
## 3904              Yes              Mailed check          80.60
## 3905               No              Mailed check          20.80
## 3906               No   Credit card (automatic)          35.20
## 3907               No          Electronic check          78.80
## 3908               No              Mailed check          89.95
## 3909              Yes Bank transfer (automatic)         116.05
## 3910               No   Credit card (automatic)          19.55
## 3911              Yes          Electronic check         106.40
## 3912               No          Electronic check          49.40
## 3913               No   Credit card (automatic)         115.25
## 3914               No   Credit card (automatic)          24.80
## 3915               No              Mailed check          19.90
## 3916              Yes   Credit card (automatic)          81.25
## 3917               No              Mailed check          69.95
## 3918               No          Electronic check          69.10
## 3919              Yes          Electronic check          90.20
## 3920              Yes Bank transfer (automatic)          93.55
## 3921              Yes   Credit card (automatic)          86.40
## 3922               No              Mailed check          66.30
## 3923              Yes   Credit card (automatic)          94.65
## 3924              Yes              Mailed check          80.85
## 3925              Yes              Mailed check          82.05
## 3926               No              Mailed check          72.10
## 3927               No              Mailed check          34.70
## 3928              Yes   Credit card (automatic)          20.55
## 3929              Yes   Credit card (automatic)          95.95
## 3930              Yes Bank transfer (automatic)          44.80
## 3931              Yes          Electronic check         109.40
## 3932              Yes              Mailed check          71.05
## 3933              Yes          Electronic check          78.55
## 3934               No   Credit card (automatic)          19.70
## 3935               No              Mailed check          40.25
## 3936               No   Credit card (automatic)          19.85
## 3937              Yes Bank transfer (automatic)          68.25
## 3938              Yes   Credit card (automatic)          20.15
## 3939               No              Mailed check          50.95
## 3940               No          Electronic check          78.65
## 3941              Yes Bank transfer (automatic)          25.15
## 3942              Yes Bank transfer (automatic)          20.25
## 3943              Yes          Electronic check          42.90
## 3944               No          Electronic check          44.00
## 3945               No              Mailed check          20.25
## 3946               No              Mailed check          34.25
## 3947               No              Mailed check          58.50
## 3948               No   Credit card (automatic)          55.80
## 3949               No Bank transfer (automatic)          88.90
## 3950               No              Mailed check          57.65
## 3951              Yes          Electronic check          96.20
## 3952               No              Mailed check          79.15
## 3953              Yes   Credit card (automatic)         108.05
## 3954               No          Electronic check          74.40
## 3955              Yes          Electronic check          94.80
## 3956              Yes          Electronic check          45.90
## 3957              Yes          Electronic check         105.30
## 3958               No          Electronic check         102.60
## 3959              Yes Bank transfer (automatic)          73.85
## 3960              Yes Bank transfer (automatic)          61.35
## 3961               No          Electronic check          57.55
## 3962              Yes              Mailed check          29.25
## 3963              Yes          Electronic check          84.55
## 3964               No   Credit card (automatic)          19.60
## 3965               No   Credit card (automatic)         111.75
## 3966              Yes          Electronic check         106.50
## 3967              Yes   Credit card (automatic)         107.70
## 3968               No              Mailed check          19.30
## 3969               No Bank transfer (automatic)          20.05
## 3970              Yes   Credit card (automatic)          69.95
## 3971               No   Credit card (automatic)          63.70
## 3972               No   Credit card (automatic)          24.75
## 3973              Yes Bank transfer (automatic)          50.90
## 3974              Yes   Credit card (automatic)          60.40
## 3975               No              Mailed check          79.25
## 3976              Yes   Credit card (automatic)          85.80
## 3977              Yes          Electronic check          24.45
## 3978              Yes   Credit card (automatic)         110.10
## 3979               No              Mailed check          90.70
## 3980              Yes   Credit card (automatic)          25.30
## 3981              Yes          Electronic check         105.70
## 3982               No          Electronic check          85.20
## 3983               No              Mailed check          24.35
## 3984              Yes          Electronic check          24.25
## 3985               No Bank transfer (automatic)          25.10
## 3986              Yes Bank transfer (automatic)          54.55
## 3987               No              Mailed check          96.60
## 3988              Yes          Electronic check          76.50
## 3989              Yes   Credit card (automatic)          81.15
## 3990              Yes          Electronic check          38.50
## 3991              Yes          Electronic check          92.90
## 3992              Yes          Electronic check          93.50
## 3993               No              Mailed check          84.70
## 3994               No          Electronic check          66.00
## 3995              Yes   Credit card (automatic)         101.50
## 3996              Yes Bank transfer (automatic)          74.90
## 3997               No              Mailed check          20.75
## 3998              Yes   Credit card (automatic)          61.45
## 3999               No              Mailed check          54.50
## 4000              Yes          Electronic check          69.60
## 4001              Yes          Electronic check          99.75
## 4002              Yes Bank transfer (automatic)         109.75
## 4003              Yes Bank transfer (automatic)          80.85
## 4004               No              Mailed check          20.30
## 4005              Yes Bank transfer (automatic)          67.80
## 4006              Yes              Mailed check          24.05
## 4007              Yes   Credit card (automatic)          19.80
## 4008               No Bank transfer (automatic)          25.70
## 4009              Yes          Electronic check          56.15
## 4010              Yes Bank transfer (automatic)          86.70
## 4011               No              Mailed check          20.40
## 4012              Yes              Mailed check          19.65
## 4013               No          Electronic check          50.55
## 4014              Yes              Mailed check          54.35
## 4015               No   Credit card (automatic)         108.10
## 4016               No              Mailed check          54.45
## 4017               No              Mailed check          45.35
## 4018               No              Mailed check          59.00
## 4019               No          Electronic check          69.45
## 4020              Yes          Electronic check         100.55
## 4021              Yes   Credit card (automatic)          64.95
## 4022              Yes              Mailed check          20.50
## 4023               No              Mailed check          18.85
## 4024               No Bank transfer (automatic)          19.80
## 4025               No Bank transfer (automatic)          25.05
## 4026              Yes Bank transfer (automatic)          74.80
## 4027              Yes   Credit card (automatic)         114.30
## 4028              Yes          Electronic check          24.45
## 4029               No   Credit card (automatic)         109.20
## 4030               No Bank transfer (automatic)          45.05
## 4031              Yes              Mailed check          51.00
## 4032              Yes Bank transfer (automatic)         110.45
## 4033              Yes          Electronic check          84.65
## 4034               No              Mailed check          60.05
## 4035               No Bank transfer (automatic)          44.65
## 4036              Yes Bank transfer (automatic)          93.25
## 4037              Yes              Mailed check          20.25
## 4038               No              Mailed check          25.45
## 4039               No              Mailed check          20.60
## 4040              Yes          Electronic check          94.10
## 4041               No              Mailed check          34.80
## 4042              Yes Bank transfer (automatic)          60.75
## 4043              Yes          Electronic check          51.35
## 4044              Yes   Credit card (automatic)          64.05
## 4045              Yes Bank transfer (automatic)          84.80
## 4046              Yes   Credit card (automatic)          71.00
## 4047              Yes              Mailed check          50.15
## 4048              Yes   Credit card (automatic)          94.60
## 4049               No              Mailed check          59.75
## 4050               No          Electronic check         100.25
## 4051              Yes          Electronic check          98.90
## 4052              Yes   Credit card (automatic)          97.70
## 4053              Yes          Electronic check          40.30
## 4054               No Bank transfer (automatic)          60.25
## 4055              Yes          Electronic check          56.25
## 4056               No Bank transfer (automatic)          46.20
## 4057              Yes          Electronic check          50.60
## 4058               No              Mailed check          24.90
## 4059              Yes          Electronic check          84.85
## 4060               No              Mailed check          65.70
## 4061               No   Credit card (automatic)          63.35
## 4062               No Bank transfer (automatic)          50.10
## 4063               No          Electronic check          70.50
## 4064              Yes          Electronic check          94.85
## 4065               No          Electronic check          50.15
## 4066               No              Mailed check          19.75
## 4067              Yes Bank transfer (automatic)          64.65
## 4068              Yes Bank transfer (automatic)          79.60
## 4069              Yes              Mailed check          19.50
## 4070              Yes          Electronic check          99.55
## 4071              Yes          Electronic check          74.00
## 4072              Yes          Electronic check          38.90
## 4073              Yes          Electronic check          79.55
## 4074              Yes          Electronic check          65.45
## 4075              Yes          Electronic check          98.70
## 4076              Yes Bank transfer (automatic)          46.30
## 4077              Yes   Credit card (automatic)          99.35
## 4078              Yes          Electronic check          95.80
## 4079              Yes Bank transfer (automatic)          67.50
## 4080              Yes   Credit card (automatic)          78.15
## 4081               No              Mailed check          26.10
## 4082              Yes          Electronic check          69.60
## 4083               No          Electronic check          84.35
## 4084              Yes          Electronic check         100.20
## 4085               No          Electronic check          78.05
## 4086              Yes   Credit card (automatic)          40.35
## 4087               No   Credit card (automatic)          79.20
## 4088              Yes              Mailed check          20.90
## 4089               No          Electronic check          73.60
## 4090              Yes          Electronic check          74.75
## 4091               No              Mailed check          49.90
## 4092              Yes   Credit card (automatic)          68.90
## 4093              Yes              Mailed check          20.25
## 4094              Yes   Credit card (automatic)          76.00
## 4095               No          Electronic check          74.00
## 4096              Yes              Mailed check          82.30
## 4097              Yes Bank transfer (automatic)          89.40
## 4098              Yes   Credit card (automatic)          99.15
## 4099              Yes              Mailed check          20.20
## 4100               No Bank transfer (automatic)          29.45
## 4101               No          Electronic check          19.80
## 4102              Yes Bank transfer (automatic)          59.15
## 4103               No          Electronic check          44.75
## 4104              Yes   Credit card (automatic)          90.80
## 4105              Yes Bank transfer (automatic)          49.55
## 4106               No   Credit card (automatic)         106.70
## 4107              Yes          Electronic check          93.55
## 4108              Yes   Credit card (automatic)          94.45
## 4109              Yes Bank transfer (automatic)          19.45
## 4110              Yes          Electronic check          25.05
## 4111               No              Mailed check          67.95
## 4112               No Bank transfer (automatic)          65.25
## 4113              Yes Bank transfer (automatic)          99.45
## 4114              Yes   Credit card (automatic)          20.35
## 4115               No              Mailed check          19.95
## 4116               No Bank transfer (automatic)          77.40
## 4117               No Bank transfer (automatic)          19.70
## 4118               No   Credit card (automatic)          99.70
## 4119               No   Credit card (automatic)          74.80
## 4120              Yes              Mailed check          19.15
## 4121               No Bank transfer (automatic)          78.95
## 4122              Yes          Electronic check          95.55
## 4123               No   Credit card (automatic)          62.85
## 4124               No   Credit card (automatic)          71.55
## 4125              Yes          Electronic check          94.95
## 4126              Yes   Credit card (automatic)          86.10
## 4127               No              Mailed check          19.55
## 4128              Yes              Mailed check          24.80
## 4129              Yes          Electronic check          39.30
## 4130              Yes              Mailed check          84.05
## 4131               No          Electronic check          36.25
## 4132              Yes              Mailed check          20.25
## 4133              Yes          Electronic check          23.90
## 4134               No          Electronic check          98.60
## 4135              Yes   Credit card (automatic)         103.65
## 4136              Yes   Credit card (automatic)          92.90
## 4137               No Bank transfer (automatic)          19.90
## 4138              Yes   Credit card (automatic)          20.10
## 4139              Yes          Electronic check          85.45
## 4140              Yes          Electronic check          80.50
## 4141               No Bank transfer (automatic)          99.90
## 4142              Yes          Electronic check          39.85
## 4143               No   Credit card (automatic)          60.50
## 4144              Yes          Electronic check          84.80
## 4145               No              Mailed check         103.85
## 4146               No Bank transfer (automatic)          67.80
## 4147              Yes          Electronic check          75.20
## 4148               No Bank transfer (automatic)          24.85
## 4149               No   Credit card (automatic)          19.35
## 4150               No          Electronic check          49.35
## 4151              Yes          Electronic check          89.00
## 4152              Yes          Electronic check          55.00
## 4153               No Bank transfer (automatic)          76.15
## 4154               No              Mailed check          20.30
## 4155              Yes          Electronic check          74.90
## 4156              Yes   Credit card (automatic)         117.35
## 4157              Yes              Mailed check          19.75
## 4158               No   Credit card (automatic)          45.20
## 4159               No              Mailed check          25.20
## 4160              Yes          Electronic check          89.75
## 4161               No Bank transfer (automatic)          75.00
## 4162               No              Mailed check          49.95
## 4163               No Bank transfer (automatic)          65.70
## 4164               No   Credit card (automatic)          67.05
## 4165               No   Credit card (automatic)         110.90
## 4166              Yes Bank transfer (automatic)          87.95
## 4167               No   Credit card (automatic)          19.80
## 4168               No Bank transfer (automatic)          75.70
## 4169              Yes              Mailed check          62.15
## 4170              Yes          Electronic check         101.25
## 4171               No Bank transfer (automatic)         115.15
## 4172              Yes              Mailed check          18.95
## 4173               No              Mailed check          19.50
## 4174              Yes          Electronic check          86.55
## 4175               No   Credit card (automatic)          28.60
## 4176               No              Mailed check          20.40
## 4177               No Bank transfer (automatic)          19.80
## 4178               No              Mailed check          45.65
## 4179              Yes              Mailed check          56.40
## 4180              Yes   Credit card (automatic)          73.30
## 4181               No          Electronic check          24.35
## 4182              Yes          Electronic check         101.35
## 4183               No          Electronic check          98.65
## 4184               No              Mailed check          33.60
## 4185              Yes Bank transfer (automatic)          79.90
## 4186               No          Electronic check          20.70
## 4187              Yes          Electronic check         104.05
## 4188               No Bank transfer (automatic)          20.25
## 4189              Yes          Electronic check         103.30
## 4190               No   Credit card (automatic)          73.70
## 4191              Yes   Credit card (automatic)          96.20
## 4192              Yes          Electronic check         108.75
## 4193               No Bank transfer (automatic)          20.15
## 4194               No   Credit card (automatic)          19.75
## 4195              Yes   Credit card (automatic)          25.95
## 4196              Yes          Electronic check          70.05
## 4197               No              Mailed check          24.05
## 4198              Yes          Electronic check          84.75
## 4199               No              Mailed check          23.05
## 4200              Yes          Electronic check         104.15
## 4201               No   Credit card (automatic)          59.95
## 4202               No Bank transfer (automatic)          19.55
## 4203               No Bank transfer (automatic)          19.60
## 4204               No              Mailed check          20.05
## 4205              Yes          Electronic check          85.55
## 4206               No   Credit card (automatic)          78.60
## 4207              Yes   Credit card (automatic)         116.80
## 4208              Yes              Mailed check          43.55
## 4209              Yes   Credit card (automatic)          60.80
## 4210              Yes Bank transfer (automatic)          54.90
## 4211              Yes          Electronic check          65.20
## 4212              Yes   Credit card (automatic)         102.95
## 4213               No          Electronic check          90.60
## 4214              Yes Bank transfer (automatic)          50.80
## 4215              Yes          Electronic check          90.05
## 4216              Yes          Electronic check         108.20
## 4217               No Bank transfer (automatic)          92.00
## 4218              Yes          Electronic check          75.10
## 4219              Yes Bank transfer (automatic)          25.05
## 4220               No          Electronic check          75.15
## 4221               No              Mailed check          19.50
## 4222               No   Credit card (automatic)          19.30
## 4223               No   Credit card (automatic)         112.20
## 4224              Yes              Mailed check          70.30
## 4225               No              Mailed check          19.60
## 4226               No              Mailed check          20.25
## 4227              Yes          Electronic check          75.85
## 4228               No Bank transfer (automatic)          80.65
## 4229              Yes          Electronic check          68.50
## 4230              Yes   Credit card (automatic)         115.75
## 4231              Yes          Electronic check          73.50
## 4232               No Bank transfer (automatic)          80.60
## 4233              Yes              Mailed check          69.95
## 4234               No Bank transfer (automatic)          59.55
## 4235               No              Mailed check          19.05
## 4236               No          Electronic check          95.65
## 4237               No   Credit card (automatic)          19.95
## 4238              Yes          Electronic check          70.05
## 4239               No              Mailed check          19.40
## 4240              Yes   Credit card (automatic)          36.10
## 4241              Yes          Electronic check          94.00
## 4242               No              Mailed check          61.15
## 4243               No              Mailed check          19.75
## 4244              Yes   Credit card (automatic)          64.10
## 4245               No   Credit card (automatic)          19.75
## 4246               No              Mailed check          19.70
## 4247              Yes          Electronic check         110.20
## 4248              Yes   Credit card (automatic)         106.35
## 4249               No          Electronic check          90.55
## 4250              Yes              Mailed check          65.90
## 4251               No   Credit card (automatic)         104.50
## 4252              Yes              Mailed check          52.50
## 4253              Yes              Mailed check          56.10
## 4254              Yes          Electronic check          88.75
## 4255              Yes          Electronic check          84.45
## 4256              Yes              Mailed check          75.30
## 4257              Yes Bank transfer (automatic)          26.00
## 4258               No          Electronic check          99.40
## 4259              Yes              Mailed check         109.55
## 4260              Yes              Mailed check          19.60
## 4261               No          Electronic check          73.15
## 4262              Yes              Mailed check          54.65
## 4263               No Bank transfer (automatic)          66.40
## 4264              Yes   Credit card (automatic)         115.55
## 4265              Yes          Electronic check         104.45
## 4266              Yes   Credit card (automatic)         100.05
## 4267               No          Electronic check         102.00
## 4268              Yes Bank transfer (automatic)          91.15
## 4269              Yes          Electronic check          89.70
## 4270               No   Credit card (automatic)          90.20
## 4271              Yes          Electronic check          92.40
## 4272               No              Mailed check          19.90
## 4273              Yes   Credit card (automatic)          25.15
## 4274              Yes   Credit card (automatic)          79.85
## 4275               No Bank transfer (automatic)          18.85
## 4276              Yes              Mailed check          25.75
## 4277              Yes              Mailed check          49.60
## 4278              Yes              Mailed check          20.95
## 4279              Yes          Electronic check          97.05
## 4280              Yes Bank transfer (automatic)          25.40
## 4281              Yes Bank transfer (automatic)          19.70
## 4282              Yes              Mailed check          35.00
## 4283               No Bank transfer (automatic)         101.25
## 4284              Yes          Electronic check          70.20
## 4285               No          Electronic check          90.95
## 4286               No   Credit card (automatic)          73.85
## 4287              Yes          Electronic check          88.05
## 4288              Yes   Credit card (automatic)         105.95
## 4289               No          Electronic check          91.85
## 4290               No              Mailed check          20.10
## 4291               No          Electronic check          40.10
## 4292               No Bank transfer (automatic)         110.30
## 4293              Yes          Electronic check          73.90
## 4294              Yes              Mailed check          89.80
## 4295              Yes   Credit card (automatic)          85.15
## 4296              Yes Bank transfer (automatic)          60.95
## 4297               No          Electronic check          72.25
## 4298               No              Mailed check          73.55
## 4299               No              Mailed check          46.00
## 4300              Yes Bank transfer (automatic)          58.55
## 4301               No Bank transfer (automatic)          24.60
## 4302              Yes              Mailed check          19.75
## 4303               No              Mailed check          86.35
## 4304               No              Mailed check          25.50
## 4305               No   Credit card (automatic)          19.00
## 4306              Yes              Mailed check          19.55
## 4307              Yes   Credit card (automatic)         110.10
## 4308              Yes          Electronic check          96.55
## 4309               No          Electronic check          69.75
## 4310              Yes          Electronic check          50.60
## 4311              Yes Bank transfer (automatic)          65.60
## 4312              Yes   Credit card (automatic)          40.10
## 4313               No   Credit card (automatic)          82.10
## 4314              Yes              Mailed check          79.10
## 4315              Yes          Electronic check         101.25
## 4316               No          Electronic check          79.55
## 4317               No              Mailed check          90.65
## 4318              Yes   Credit card (automatic)          20.55
## 4319              Yes Bank transfer (automatic)          75.75
## 4320              Yes   Credit card (automatic)         110.00
## 4321               No          Electronic check          20.85
## 4322              Yes Bank transfer (automatic)          80.35
## 4323              Yes          Electronic check          70.15
## 4324               No          Electronic check          84.05
## 4325               No          Electronic check          67.45
## 4326               No   Credit card (automatic)          20.75
## 4327              Yes          Electronic check          89.10
## 4328              Yes              Mailed check          69.90
## 4329              Yes          Electronic check          51.10
## 4330               No          Electronic check          94.40
## 4331              Yes          Electronic check          78.25
## 4332               No Bank transfer (automatic)          25.55
## 4333               No Bank transfer (automatic)          60.00
## 4334              Yes   Credit card (automatic)          90.55
## 4335               No          Electronic check          76.40
## 4336              Yes          Electronic check          84.95
## 4337              Yes Bank transfer (automatic)         110.10
## 4338              Yes   Credit card (automatic)          99.65
## 4339               No   Credit card (automatic)          45.40
## 4340               No   Credit card (automatic)          69.00
## 4341              Yes Bank transfer (automatic)          48.65
## 4342              Yes          Electronic check          44.15
## 4343               No Bank transfer (automatic)          59.85
## 4344              Yes          Electronic check          75.75
## 4345              Yes          Electronic check          80.65
## 4346              Yes   Credit card (automatic)          20.55
## 4347              Yes   Credit card (automatic)          66.40
## 4348              Yes              Mailed check         100.20
## 4349              Yes              Mailed check          19.10
## 4350              Yes          Electronic check          80.30
## 4351              Yes   Credit card (automatic)          44.55
## 4352               No              Mailed check          20.35
## 4353              Yes          Electronic check          91.80
## 4354              Yes          Electronic check          74.90
## 4355              Yes Bank transfer (automatic)          20.20
## 4356               No          Electronic check          50.35
## 4357               No              Mailed check          18.80
## 4358               No   Credit card (automatic)          20.45
## 4359              Yes          Electronic check          64.75
## 4360              Yes   Credit card (automatic)          98.70
## 4361               No          Electronic check          89.45
## 4362              Yes          Electronic check          58.75
## 4363               No   Credit card (automatic)          20.70
## 4364              Yes Bank transfer (automatic)          85.60
## 4365              Yes   Credit card (automatic)          80.30
## 4366               No   Credit card (automatic)          79.80
## 4367              Yes          Electronic check          79.85
## 4368               No   Credit card (automatic)          54.10
## 4369              Yes          Electronic check          80.85
## 4370               No          Electronic check          24.75
## 4371               No              Mailed check          80.90
## 4372               No Bank transfer (automatic)          24.50
## 4373              Yes Bank transfer (automatic)          20.15
## 4374               No              Mailed check          20.05
## 4375              Yes Bank transfer (automatic)          19.60
## 4376              Yes Bank transfer (automatic)         114.30
## 4377              Yes          Electronic check         100.30
## 4378              Yes   Credit card (automatic)          80.00
## 4379              Yes Bank transfer (automatic)          20.85
## 4380              Yes Bank transfer (automatic)          89.95
## 4382              Yes   Credit card (automatic)          90.85
## 4383               No              Mailed check          48.75
## 4384               No   Credit card (automatic)          80.00
## 4385               No Bank transfer (automatic)          79.70
## 4386              Yes              Mailed check          20.35
## 4387               No Bank transfer (automatic)          57.55
## 4388              Yes              Mailed check          20.25
## 4389               No              Mailed check          19.40
## 4390              Yes Bank transfer (automatic)         100.40
## 4391              Yes              Mailed check          57.95
## 4392              Yes Bank transfer (automatic)          59.50
## 4393               No              Mailed check          19.20
## 4394              Yes          Electronic check          86.50
## 4395               No          Electronic check          59.55
## 4396              Yes          Electronic check         103.95
## 4397              Yes          Electronic check          25.10
## 4398              Yes Bank transfer (automatic)         103.95
## 4399               No   Credit card (automatic)          68.95
## 4400              Yes Bank transfer (automatic)         103.10
## 4401              Yes          Electronic check          24.70
## 4402              Yes          Electronic check         110.20
## 4403              Yes   Credit card (automatic)          48.95
## 4404               No Bank transfer (automatic)          62.45
## 4405              Yes          Electronic check          89.55
## 4406              Yes   Credit card (automatic)          83.55
## 4407              Yes   Credit card (automatic)          78.90
## 4408               No              Mailed check          20.35
## 4409              Yes Bank transfer (automatic)          71.45
## 4410               No   Credit card (automatic)          46.35
## 4411              Yes Bank transfer (automatic)          94.65
## 4412              Yes Bank transfer (automatic)          49.90
## 4413               No Bank transfer (automatic)          25.45
## 4414              Yes          Electronic check          89.15
## 4415               No              Mailed check          20.75
## 4416              Yes   Credit card (automatic)          66.10
## 4417              Yes Bank transfer (automatic)          75.40
## 4418              Yes              Mailed check          70.45
## 4419               No   Credit card (automatic)          60.30
## 4420               No   Credit card (automatic)          21.05
## 4421               No   Credit card (automatic)          69.35
## 4422               No              Mailed check          88.85
## 4423              Yes Bank transfer (automatic)          97.00
## 4424              Yes   Credit card (automatic)          66.40
## 4425               No          Electronic check          24.75
## 4426               No              Mailed check          69.20
## 4427              Yes   Credit card (automatic)          79.50
## 4428               No   Credit card (automatic)         100.65
## 4429               No          Electronic check         103.30
## 4430               No Bank transfer (automatic)          79.70
## 4431               No Bank transfer (automatic)          61.40
## 4432              Yes          Electronic check          69.80
## 4433              Yes              Mailed check          40.55
## 4434              Yes          Electronic check          75.65
## 4435               No          Electronic check          90.70
## 4436              Yes Bank transfer (automatic)          80.50
## 4437              Yes          Electronic check          60.60
## 4438               No   Credit card (automatic)         101.15
## 4439              Yes              Mailed check          24.95
## 4440              Yes   Credit card (automatic)          20.30
## 4441              Yes          Electronic check          60.00
## 4442               No          Electronic check          20.25
## 4443              Yes          Electronic check          78.50
## 4444               No              Mailed check          44.75
## 4445               No              Mailed check          19.85
## 4446               No   Credit card (automatic)          98.00
## 4447              Yes          Electronic check          79.90
## 4448              Yes          Electronic check         107.70
## 4449              Yes          Electronic check          99.70
## 4450               No          Electronic check         104.70
## 4451              Yes   Credit card (automatic)          58.60
## 4452              Yes Bank transfer (automatic)          93.90
## 4453               No   Credit card (automatic)          86.45
## 4454              Yes          Electronic check          98.50
## 4455               No              Mailed check          19.40
## 4456              Yes              Mailed check          50.45
## 4457              Yes   Credit card (automatic)          24.95
## 4458               No Bank transfer (automatic)          75.00
## 4459              Yes          Electronic check          94.65
## 4460              Yes   Credit card (automatic)         100.25
## 4461               No          Electronic check          78.20
## 4462              Yes          Electronic check          94.20
## 4463              Yes          Electronic check          88.45
## 4464              Yes          Electronic check          69.85
## 4465               No Bank transfer (automatic)          81.70
## 4466              Yes          Electronic check          50.05
## 4467              Yes          Electronic check          79.90
## 4468              Yes              Mailed check          69.55
## 4469              Yes   Credit card (automatic)          25.40
## 4470              Yes   Credit card (automatic)          90.10
## 4471              Yes Bank transfer (automatic)          44.65
## 4472              Yes Bank transfer (automatic)          83.75
## 4473               No   Credit card (automatic)          80.35
## 4474              Yes Bank transfer (automatic)          98.10
## 4475               No   Credit card (automatic)          53.35
## 4476               No          Electronic check          19.55
## 4477               No              Mailed check          20.90
## 4478              Yes Bank transfer (automatic)          48.95
## 4479              Yes          Electronic check          54.20
## 4480               No          Electronic check          24.45
## 4481              Yes              Mailed check          69.40
## 4482              Yes Bank transfer (automatic)          40.15
## 4483              Yes          Electronic check          74.90
## 4484               No   Credit card (automatic)          25.60
## 4485              Yes          Electronic check          70.35
## 4486               No Bank transfer (automatic)          91.70
## 4487               No              Mailed check          89.20
## 4488               No   Credit card (automatic)          24.10
## 4489              Yes   Credit card (automatic)          74.15
## 4490              Yes Bank transfer (automatic)          53.85
## 4491              Yes Bank transfer (automatic)         115.60
## 4492              Yes   Credit card (automatic)          19.75
## 4493              Yes Bank transfer (automatic)          24.05
## 4494               No   Credit card (automatic)          25.30
## 4495               No          Electronic check          84.30
## 4496              Yes          Electronic check          70.10
## 4497               No   Credit card (automatic)          89.75
## 4498              Yes          Electronic check          97.95
## 4499              Yes              Mailed check          20.00
## 4500              Yes          Electronic check          78.30
## 4501               No   Credit card (automatic)         103.90
## 4502               No   Credit card (automatic)          20.70
## 4503              Yes          Electronic check          96.80
## 4504              Yes          Electronic check          94.40
## 4505               No   Credit card (automatic)          20.15
## 4506              Yes              Mailed check          26.00
## 4507               No   Credit card (automatic)          77.35
## 4508               No Bank transfer (automatic)          66.05
## 4509               No              Mailed check          19.90
## 4510               No          Electronic check          84.30
## 4511               No   Credit card (automatic)          68.15
## 4512               No          Electronic check          80.85
## 4513              Yes Bank transfer (automatic)          75.50
## 4514               No   Credit card (automatic)          92.45
## 4515              Yes          Electronic check          80.60
## 4516              Yes Bank transfer (automatic)          83.20
## 4517              Yes Bank transfer (automatic)          87.55
## 4518              Yes          Electronic check          99.55
## 4519              Yes          Electronic check          81.25
## 4520              Yes Bank transfer (automatic)         109.40
## 4521               No Bank transfer (automatic)          19.95
## 4522               No          Electronic check          45.55
## 4523               No   Credit card (automatic)          20.70
## 4524               No          Electronic check          75.30
## 4525              Yes          Electronic check          99.25
## 4526              Yes   Credit card (automatic)          93.40
## 4527              Yes   Credit card (automatic)          73.75
## 4528              Yes          Electronic check          80.45
## 4529              Yes   Credit card (automatic)          88.15
## 4530               No              Mailed check          49.20
## 4531               No              Mailed check          19.65
## 4532              Yes Bank transfer (automatic)          79.35
## 4533              Yes          Electronic check          79.75
## 4534              Yes Bank transfer (automatic)         105.15
## 4535               No   Credit card (automatic)          49.00
## 4536              Yes          Electronic check         100.05
## 4537              Yes          Electronic check          69.35
## 4538              Yes              Mailed check          49.80
## 4539               No          Electronic check          85.80
## 4540              Yes          Electronic check          79.70
## 4541               No Bank transfer (automatic)          20.95
## 4542               No              Mailed check          50.55
## 4543               No              Mailed check          79.30
## 4544               No Bank transfer (automatic)          19.50
## 4545              Yes          Electronic check          80.55
## 4546               No Bank transfer (automatic)          44.15
## 4547              Yes          Electronic check          84.50
## 4548              Yes          Electronic check         105.50
## 4549              Yes              Mailed check          84.30
## 4550              Yes   Credit card (automatic)          92.70
## 4551              Yes Bank transfer (automatic)          26.25
## 4552              Yes   Credit card (automatic)          96.95
## 4553              Yes   Credit card (automatic)          20.45
## 4554              Yes Bank transfer (automatic)         115.80
## 4555              Yes Bank transfer (automatic)         108.20
## 4556               No              Mailed check          20.20
## 4557              Yes          Electronic check          67.75
## 4558               No   Credit card (automatic)          54.90
## 4559              Yes          Electronic check          85.25
## 4560               No Bank transfer (automatic)          20.15
## 4561              Yes          Electronic check          90.35
## 4562               No          Electronic check          55.75
## 4563               No Bank transfer (automatic)         114.60
## 4564              Yes Bank transfer (automatic)          80.05
## 4565               No              Mailed check          20.00
## 4566               No Bank transfer (automatic)          66.80
## 4567              Yes          Electronic check         100.30
## 4568              Yes          Electronic check         105.35
## 4569              Yes          Electronic check          85.20
## 4570              Yes   Credit card (automatic)          48.80
## 4571              Yes              Mailed check          18.95
## 4572              Yes Bank transfer (automatic)          69.80
## 4573              Yes          Electronic check         106.15
## 4574               No          Electronic check          20.55
## 4575              Yes   Credit card (automatic)         105.75
## 4576               No              Mailed check          25.25
## 4577               No          Electronic check          19.75
## 4578              Yes          Electronic check         104.85
## 4579              Yes              Mailed check          60.95
## 4580              Yes          Electronic check          81.15
## 4581               No   Credit card (automatic)          19.10
## 4582               No              Mailed check          20.80
## 4583              Yes   Credit card (automatic)          90.15
## 4584               No          Electronic check          90.10
## 4585               No   Credit card (automatic)          74.10
## 4586              Yes          Electronic check          85.05
## 4587              Yes Bank transfer (automatic)         118.75
## 4588               No   Credit card (automatic)          85.90
## 4589              Yes   Credit card (automatic)          95.00
## 4590               No              Mailed check          20.15
## 4591               No   Credit card (automatic)         101.30
## 4592              Yes          Electronic check          21.20
## 4593              Yes              Mailed check          24.20
## 4594               No Bank transfer (automatic)          20.30
## 4595              Yes          Electronic check         102.80
## 4596               No Bank transfer (automatic)          85.30
## 4597              Yes   Credit card (automatic)          89.60
## 4598              Yes              Mailed check          99.95
## 4599               No              Mailed check          56.25
## 4600              Yes Bank transfer (automatic)          50.95
## 4601               No              Mailed check         115.85
## 4602              Yes Bank transfer (automatic)         103.65
## 4603              Yes              Mailed check          26.10
## 4604               No              Mailed check          35.10
## 4605              Yes Bank transfer (automatic)          99.10
## 4606               No              Mailed check          67.25
## 4607               No              Mailed check          25.00
## 4608              Yes              Mailed check          59.55
## 4609              Yes Bank transfer (automatic)          77.80
## 4610              Yes              Mailed check          55.10
## 4611              Yes Bank transfer (automatic)         117.80
## 4612              Yes   Credit card (automatic)          24.15
## 4613               No              Mailed check          45.25
## 4614              Yes          Electronic check          79.50
## 4615               No              Mailed check          20.25
## 4616               No Bank transfer (automatic)          64.75
## 4617               No Bank transfer (automatic)          54.60
## 4618              Yes Bank transfer (automatic)          20.70
## 4619              Yes          Electronic check          94.75
## 4620              Yes Bank transfer (automatic)          79.65
## 4621               No   Credit card (automatic)         115.80
## 4622              Yes          Electronic check          49.45
## 4623              Yes   Credit card (automatic)          83.80
## 4624              Yes Bank transfer (automatic)          95.35
## 4625              Yes          Electronic check          94.70
## 4626              Yes Bank transfer (automatic)          74.05
## 4627              Yes Bank transfer (automatic)          89.60
## 4628              Yes   Credit card (automatic)         116.60
## 4629               No Bank transfer (automatic)          54.20
## 4630              Yes              Mailed check          19.30
## 4631               No              Mailed check          65.05
## 4632              Yes          Electronic check          92.50
## 4633               No              Mailed check          19.45
## 4634              Yes Bank transfer (automatic)          24.05
## 4635               No Bank transfer (automatic)          18.75
## 4636               No Bank transfer (automatic)          20.15
## 4637               No Bank transfer (automatic)          20.00
## 4638              Yes Bank transfer (automatic)          71.00
## 4639              Yes          Electronic check          75.55
## 4640              Yes          Electronic check          93.60
## 4641              Yes          Electronic check          70.00
## 4642               No              Mailed check          24.40
## 4643              Yes Bank transfer (automatic)          74.80
## 4644              Yes              Mailed check          65.25
## 4645              Yes              Mailed check          50.55
## 4646              Yes          Electronic check         104.40
## 4647              Yes              Mailed check          70.70
## 4648               No              Mailed check          45.25
## 4649              Yes          Electronic check          70.30
## 4650              Yes   Credit card (automatic)         108.95
## 4651               No              Mailed check          26.45
## 4652               No          Electronic check          86.20
## 4653              Yes   Credit card (automatic)          19.65
## 4654               No   Credit card (automatic)          51.20
## 4655              Yes          Electronic check          19.05
## 4656               No              Mailed check          74.75
## 4657              Yes Bank transfer (automatic)          75.80
## 4658              Yes   Credit card (automatic)          25.10
## 4659               No              Mailed check          44.45
## 4660              Yes   Credit card (automatic)         104.30
## 4661               No              Mailed check          19.50
## 4662              Yes Bank transfer (automatic)          89.00
## 4663               No   Credit card (automatic)          20.15
## 4664              Yes          Electronic check          74.90
## 4665               No   Credit card (automatic)          74.90
## 4666               No Bank transfer (automatic)          36.15
## 4667              Yes   Credit card (automatic)          19.20
## 4668               No Bank transfer (automatic)          19.25
## 4669              Yes   Credit card (automatic)          61.20
## 4670               No              Mailed check          20.45
## 4671               No Bank transfer (automatic)          35.05
## 4672              Yes          Electronic check         100.25
## 4673               No              Mailed check          44.00
## 4674              Yes              Mailed check         102.80
## 4675               No              Mailed check          50.35
## 4676              Yes          Electronic check         100.00
## 4677              Yes          Electronic check          20.00
## 4678              Yes          Electronic check          99.85
## 4679              Yes Bank transfer (automatic)          94.20
## 4680              Yes Bank transfer (automatic)          86.40
## 4681              Yes   Credit card (automatic)          58.40
## 4682              Yes          Electronic check          83.85
## 4683               No   Credit card (automatic)          88.30
## 4684              Yes          Electronic check          94.10
## 4685              Yes Bank transfer (automatic)         104.05
## 4686              Yes   Credit card (automatic)         108.90
## 4687              Yes Bank transfer (automatic)         107.40
## 4688              Yes   Credit card (automatic)          94.70
## 4689              Yes          Electronic check          90.85
## 4690               No          Electronic check          19.90
## 4691              Yes   Credit card (automatic)          66.40
## 4692              Yes Bank transfer (automatic)         100.65
## 4693               No Bank transfer (automatic)         100.70
## 4694               No   Credit card (automatic)          25.60
## 4695              Yes              Mailed check          19.85
## 4696               No              Mailed check          20.75
## 4697               No          Electronic check          95.80
## 4698              Yes          Electronic check          94.65
## 4699              Yes Bank transfer (automatic)          80.55
## 4700               No   Credit card (automatic)         106.65
## 4701              Yes              Mailed check          45.85
## 4702              Yes          Electronic check         104.35
## 4703              Yes          Electronic check          55.45
## 4704              Yes          Electronic check          78.85
## 4705               No          Electronic check          61.15
## 4706              Yes          Electronic check          78.95
## 4707              Yes              Mailed check          44.45
## 4708              Yes   Credit card (automatic)         109.20
## 4709              Yes   Credit card (automatic)          61.30
## 4710              Yes          Electronic check          96.85
## 4711               No              Mailed check          40.55
## 4712               No              Mailed check          19.80
## 4713              Yes          Electronic check         108.25
## 4714              Yes Bank transfer (automatic)         105.05
## 4715              Yes              Mailed check          90.45
## 4716              Yes   Credit card (automatic)          86.40
## 4717               No Bank transfer (automatic)          66.90
## 4718              Yes          Electronic check         110.70
## 4719              Yes              Mailed check          20.00
## 4720              Yes          Electronic check          84.90
## 4721               No          Electronic check         102.10
## 4722               No              Mailed check          20.25
## 4723              Yes   Credit card (automatic)          70.15
## 4724              Yes          Electronic check          74.35
## 4725              Yes Bank transfer (automatic)          80.05
## 4726               No              Mailed check          62.05
## 4727              Yes          Electronic check          49.20
## 4728              Yes Bank transfer (automatic)          20.50
## 4729               No              Mailed check          38.25
## 4730              Yes   Credit card (automatic)          54.95
## 4731              Yes Bank transfer (automatic)          96.60
## 4732               No              Mailed check          19.90
## 4733               No   Credit card (automatic)          19.90
## 4734              Yes          Electronic check          84.60
## 4735               No   Credit card (automatic)          80.00
## 4736              Yes Bank transfer (automatic)          85.25
## 4737               No   Credit card (automatic)          81.25
## 4738              Yes Bank transfer (automatic)         115.50
## 4739               No              Mailed check         104.10
## 4740              Yes Bank transfer (automatic)          79.00
## 4741               No Bank transfer (automatic)          39.10
## 4742              Yes          Electronic check          94.65
## 4743              Yes              Mailed check          20.80
## 4744               No   Credit card (automatic)          59.50
## 4745              Yes Bank transfer (automatic)          20.05
## 4746              Yes          Electronic check         100.45
## 4747              Yes          Electronic check          76.50
## 4748               No Bank transfer (automatic)          20.60
## 4749               No   Credit card (automatic)          20.30
## 4750              Yes          Electronic check          49.20
## 4751               No              Mailed check          39.55
## 4752               No   Credit card (automatic)          23.15
## 4753               No              Mailed check          20.45
## 4754               No          Electronic check          80.85
## 4755               No Bank transfer (automatic)          25.25
## 4756               No          Electronic check          91.25
## 4757              Yes Bank transfer (automatic)          72.45
## 4758               No              Mailed check          60.10
## 4759               No Bank transfer (automatic)          19.70
## 4760              Yes          Electronic check          78.95
## 4761              Yes          Electronic check          75.10
## 4762               No Bank transfer (automatic)          25.00
## 4763               No   Credit card (automatic)          69.15
## 4764              Yes          Electronic check          91.55
## 4765              Yes          Electronic check          45.15
## 4766               No   Credit card (automatic)          35.80
## 4767              Yes   Credit card (automatic)         113.15
## 4768               No   Credit card (automatic)          19.85
## 4769               No   Credit card (automatic)          19.80
##      TotalCharges Churn
## 1           29.85    No
## 2         1889.50    No
## 3          108.15   Yes
## 4         1840.75    No
## 5          151.65   Yes
## 6          820.50   Yes
## 7         1949.40    No
## 8          301.90    No
## 9         3046.05   Yes
## 10        3487.95    No
## 11         587.45    No
## 12         326.80    No
## 13        5681.10    No
## 14        5036.30   Yes
## 15        2686.05    No
## 16        7895.15    No
## 17        1022.95    No
## 18        7382.25    No
## 19         528.35   Yes
## 20        1862.90    No
## 21          39.65   Yes
## 22         202.25    No
## 23          20.15   Yes
## 24        3505.10    No
## 25        2970.30    No
## 26        1530.60    No
## 27        4749.15   Yes
## 28          30.20   Yes
## 29        6369.45    No
## 30        1093.10   Yes
## 31        6766.95    No
## 32         181.65    No
## 33        1874.45    No
## 34          20.20    No
## 35          45.25    No
## 36        7251.70    No
## 37         316.90   Yes
## 38        3548.30    No
## 39        3549.25   Yes
## 40        1105.40   Yes
## 41         475.70    No
## 42        4872.35    No
## 43         418.25    No
## 44        4861.45    No
## 45         981.45    No
## 46        3906.70    No
## 47          97.00    No
## 48         144.15   Yes
## 49        4217.80    No
## 50        4254.10    No
## 51        3838.75    No
## 52        1426.40   Yes
## 53        1752.65    No
## 54         633.30   Yes
## 55        4456.35    No
## 56        1752.55   Yes
## 57        6311.20    No
## 58        7076.35    No
## 59         894.30    No
## 60        7853.70    No
## 61        4707.10    No
## 62        5450.70    No
## 63        2962.00    No
## 64         957.10    No
## 65         857.25   Yes
## 66         244.10    No
## 67        3650.35    No
## 68        2497.20    No
## 69         930.90    No
## 70         887.35    No
## 71          49.05    No
## 72        1090.65    No
## 73        7099.00    No
## 74        1424.60    No
## 75         177.40    No
## 76        6139.50    No
## 77        2688.85    No
## 78         482.25    No
## 79        2111.30    No
## 80        1216.60    No
## 81          79.35   Yes
## 82         565.35    No
## 83         496.90   Yes
## 84        4327.50    No
## 85         973.35    No
## 86         918.75    No
## 87        2215.45    No
## 88        1057.00    No
## 89         927.10    No
## 90        1009.25    No
## 91        2570.20    No
## 92          74.70    No
## 93        5714.25    No
## 94        7107.00    No
## 95        7459.05    No
## 96         927.35   Yes
## 97        4748.70    No
## 98         113.85   Yes
## 99        1107.20    No
## 100       2514.50   Yes
## 101         20.20    No
## 102         19.45    No
## 103       3605.60    No
## 104       3027.25    No
## 105       7611.85   Yes
## 106        100.20    No
## 107       7303.05    No
## 108        927.65    No
## 109       3921.30    No
## 110       1363.25    No
## 111       5238.90   Yes
## 112       3042.25    No
## 113       3954.10    No
## 114       2868.15   Yes
## 115       3423.50    No
## 116        248.40    No
## 117       1126.35    No
## 118       1064.65   Yes
## 119        835.15    No
## 120       2151.60    No
## 121       5515.45    No
## 122        112.75    No
## 123        229.55   Yes
## 124        350.35    No
## 125         62.90    No
## 126       3027.65    No
## 127       2135.50   Yes
## 128       1723.95    No
## 129         19.75    No
## 130       3985.35    No
## 131       1215.65    No
## 132       1502.65   Yes
## 133       3260.10    No
## 134         35.45   Yes
## 135         81.25   Yes
## 136       1188.20    No
## 137       1778.50    No
## 138       1277.75    No
## 139       1170.55    No
## 140         70.45   Yes
## 141       6425.65    No
## 142        563.65   Yes
## 143       5971.25    No
## 144       5289.05    No
## 145       1756.20    No
## 146       6416.70    No
## 147         61.35    No
## 148         45.65   Yes
## 149       1929.95    No
## 150       1071.40    No
## 151        564.35    No
## 152        655.50   Yes
## 153       7930.55    No
## 154       5215.25    No
## 155        113.50    No
## 156       1152.80    No
## 157       1821.95    No
## 158        419.90    No
## 159       1024.00    No
## 160        251.60    No
## 161        764.55    No
## 162       1592.35   Yes
## 163        135.20    No
## 164       3958.25    No
## 165        233.90    No
## 166       1363.45    No
## 167        273.00   Yes
## 168       6254.45    No
## 169       2651.20   Yes
## 170        321.40    No
## 171       3539.25    No
## 172        242.80   Yes
## 173       1181.75    No
## 174       5000.20   Yes
## 175        654.55    No
## 176        780.20    No
## 177       1145.70   Yes
## 178        503.60   Yes
## 179       1559.25    No
## 180       1252.00    No
## 181         29.95   Yes
## 182         45.30    No
## 183        662.65   Yes
## 184       2453.30    No
## 185       1111.65   Yes
## 186         24.80   Yes
## 187       1023.85    No
## 188         82.15    No
## 189        244.80    No
## 190       2379.10    No
## 191       3173.35    No
## 192        531.00   Yes
## 193       1375.40    No
## 194       8129.30    No
## 195       1192.70    No
## 196       1901.65    No
## 197        587.40    No
## 198       6519.75    No
## 199       8041.65    No
## 200         20.75    No
## 201       2681.15    No
## 202       1112.30    No
## 203       7405.50    No
## 204       1033.95    No
## 205       2958.95    No
## 206       2684.85    No
## 207       4179.20    No
## 208         79.90   Yes
## 209       1934.45   Yes
## 210       6654.10    No
## 211         84.50   Yes
## 212         25.25    No
## 213       1124.20    No
## 214        540.05    No
## 215       1975.85    No
## 216       3437.45    No
## 217       3139.80    No
## 218       3789.20    No
## 219       5324.50    No
## 220        624.60    No
## 221        268.35   Yes
## 222       1836.90    No
## 223         20.20    No
## 224        179.35   Yes
## 225        219.35    No
## 226       1288.75    No
## 227       2545.75    No
## 228         55.20   Yes
## 229       2723.15    No
## 230       4107.25    No
## 231       5760.65    No
## 232       4747.50    No
## 233         84.60   Yes
## 234       1566.90    No
## 235        702.00    No
## 236        114.10   Yes
## 237        299.05    No
## 238       1305.95    No
## 239       1120.30   Yes
## 240        284.35    No
## 241       6350.50    No
## 242       7878.30    No
## 243       3187.65    No
## 244       6126.15    No
## 245        731.30    No
## 246        273.40    No
## 247       2531.80    No
## 248       1074.30   Yes
## 249         48.55   Yes
## 250       4298.45    No
## 251       4619.55    No
## 252        147.15   Yes
## 253         40.20   Yes
## 254       2633.30    No
## 255        193.05    No
## 256       4103.90    No
## 257       7008.15    No
## 258       5791.10    No
## 259         80.55   Yes
## 260       1228.65    No
## 261        132.20   Yes
## 262       1364.30   Yes
## 263       4925.35    No
## 264       1520.10    No
## 265       5032.25    No
## 266       5526.75    No
## 267       1195.25    No
## 268       2007.25    No
## 269       1099.60   Yes
## 270       1732.95    No
## 271       1511.20   Yes
## 272       3450.15    No
## 273         24.80   Yes
## 274       2172.05    No
## 275         70.60   Yes
## 276        401.10   Yes
## 277       5624.85   Yes
## 278       1339.80    No
## 279        771.95    No
## 280        244.75    No
## 281        322.90    No
## 282        498.25    No
## 283         25.40    No
## 284       3687.75    No
## 285       1779.95   Yes
## 286       1783.60    No
## 287        927.15    No
## 288         70.00   Yes
## 289        606.55   Yes
## 290        435.40   Yes
## 291       1712.70   Yes
## 292       2021.20    No
## 293       1940.80    No
## 294        567.80    No
## 295        220.35    No
## 296         20.25    No
## 297       5436.45    No
## 298       3437.50    No
## 299       3015.75    No
## 300         73.60   Yes
## 301       1509.80    No
## 302        396.10   Yes
## 303        356.65    No
## 304       4109.00    No
## 305       3141.70    No
## 306       1229.10    No
## 307       2303.35   Yes
## 308       2054.40    No
## 309       3741.85    No
## 310       3682.45    No
## 311         19.25    No
## 312       1886.25    No
## 313       4895.10    No
## 314        341.60    No
## 315        415.55   Yes
## 316       5686.40    No
## 317       1355.10    No
## 318       3058.65   Yes
## 319       2231.05   Yes
## 320       3236.35    No
## 321       4350.10   Yes
## 322       4264.00    No
## 323         44.80    No
## 324        422.30    No
## 325       4176.70    No
## 326       5138.10    No
## 327        880.05    No
## 328        139.05   Yes
## 329        973.65    No
## 330       1470.05    No
## 331        739.35    No
## 332        161.95    No
## 333       4422.95    No
## 334        511.25   Yes
## 335        155.80   Yes
## 336       5293.95   Yes
## 337       4759.85   Yes
## 338       6148.45    No
## 339       3565.65    No
## 340       6603.00   Yes
## 341       1830.10    No
## 342       6223.80    No
## 343       4508.65    No
## 344       1328.15    No
## 345        865.00    No
## 346         72.10    No
## 347        168.20   Yes
## 348       1303.50    No
## 349        996.85    No
## 350       6430.90    No
## 351       2278.75    No
## 352        681.40    No
## 353        574.35    No
## 354        371.90   Yes
## 355        840.10   Yes
## 356        846.00   Yes
## 357        889.00    No
## 358       6823.40    No
## 359        805.10   Yes
## 360       4016.75    No
## 361         83.75    No
## 362       3959.15    No
## 363       2878.55    No
## 364        945.70    No
## 365       1373.05    No
## 366        492.55   Yes
## 367       1406.00    No
## 368         19.15    No
## 369       6962.85    No
## 370       8126.65    No
## 371        690.25    No
## 372        181.50   Yes
## 373        830.80    No
## 374       5608.40    No
## 375       3646.80    No
## 376       3662.25    No
## 377         25.35    No
## 378       2566.50   Yes
## 379       5308.70    No
## 380       1410.25    No
## 381       3339.05    No
## 382         50.65   Yes
## 383       4732.35    No
## 384         90.85   Yes
## 385       5067.45    No
## 386        214.75   Yes
## 387       4874.70   Yes
## 388       2348.45    No
## 389       4063.00    No
## 390         44.00    No
## 391       2595.25    No
## 392       2309.55    No
## 393         89.30    No
## 394        367.55    No
## 395       3944.50    No
## 396       5965.95    No
## 397       3694.70    No
## 398       2524.45   Yes
## 399       1803.70    No
## 400        415.10    No
## 401        624.15    No
## 402        237.70    No
## 403       7007.60   Yes
## 404       3848.80    No
## 405        419.40    No
## 406       1468.75    No
## 407       5812.00    No
## 408       2861.45    No
## 409         19.90   Yes
## 410         19.60   Yes
## 411        233.70   Yes
## 412       1066.15    No
## 413       2149.05    No
## 414       4473.00    No
## 415       3545.05    No
## 416       1195.75    No
## 417       6858.90    No
## 418       1024.70    No
## 419       1845.90   Yes
## 420         75.30   Yes
## 421        132.25    No
## 422        515.45    No
## 423       2830.45    No
## 424       1110.50    No
## 425        449.30    No
## 426       2838.55    No
## 427       5376.40    No
## 428        858.60    No
## 429       1395.05    No
## 430       3975.70    No
## 431       1182.55   Yes
## 432       4784.45    No
## 433        119.50    No
## 434        518.90   Yes
## 435        899.45    No
## 436       1183.80    No
## 437        720.05    No
## 438       8468.20    No
## 439       3161.20    No
## 440         55.05    No
## 441       1882.55    No
## 442       5070.40    No
## 443       6049.50    No
## 444       1166.70    No
## 445       2937.65    No
## 446       6396.45   Yes
## 447         69.55   Yes
## 448       1270.25    No
## 449        759.55    No
## 450       7611.55    No
## 451       1642.75    No
## 452       1545.40    No
## 453       3582.40    No
## 454       2227.10   Yes
## 455       1417.90    No
## 456       2494.65    No
## 457       2768.35    No
## 458       2369.30    No
## 459         38.00    No
## 460         75.10    No
## 461        100.90    No
## 462       1614.05    No
## 463        385.90   Yes
## 464        673.25   Yes
## 465       8404.90    No
## 466       2799.75    No
## 467       6538.45    No
## 468       6588.95    No
## 469        868.10    No
## 470        734.35   Yes
## 471        330.60    No
## 472         55.00   Yes
## 473        564.40    No
## 474       1315.35    No
## 475         74.70   Yes
## 476       1861.50   Yes
## 477       2747.20    No
## 478        554.05    No
## 479        453.40   Yes
## 480        994.80   Yes
## 481        225.75    No
## 482       2145.00   Yes
## 483       1671.60    No
## 484       8003.80    No
## 485        680.05   Yes
## 486       6130.85    No
## 487       1415.00    No
## 488       6201.95    No
## 490         74.35   Yes
## 491       6597.25    No
## 492        114.15    No
## 493        139.40   Yes
## 494       3902.60    No
## 495         20.40    No
## 496        903.60   Yes
## 497       1785.65    No
## 498       1397.65    No
## 499        131.05   Yes
## 500       1238.45   Yes
## 501       3899.05    No
## 502       5676.00    No
## 503       4543.15    No
## 504       4326.80    No
## 505       5502.55    No
## 506       1782.40   Yes
## 507        851.80    No
## 508        167.50   Yes
## 509        502.85   Yes
## 510         19.85    No
## 511       1818.30    No
## 512       6300.15    No
## 513        334.80   Yes
## 514       5916.95    No
## 515       2852.40    No
## 516       4131.95   Yes
## 517       1546.30    No
## 518        302.60    No
## 519       1929.35   Yes
## 520        265.45    No
## 521       6989.45    No
## 522       1442.00    No
## 523       4713.40    No
## 524       1758.60   Yes
## 525       3480.00   Yes
## 526       4738.30    No
## 527       8399.15    No
## 528       5430.35    No
## 529        686.95    No
## 530       5706.30    No
## 531        490.65    No
## 532       1360.25    No
## 533        174.45    No
## 534       7379.80    No
## 535         85.00   Yes
## 536       1021.75    No
## 537       5029.05    No
## 538       1955.40    No
## 539       6744.20    No
## 540       4946.70    No
## 541       8248.50    No
## 542        601.60    No
## 543         19.55    No
## 544        834.10   Yes
## 545        597.00   Yes
## 546       2647.20    No
## 547       3266.00   Yes
## 548       6744.25    No
## 549       5265.50    No
## 550        311.60    No
## 551       7966.90    No
## 552       8220.40    No
## 553       1153.25    No
## 554        514.75    No
## 555       2596.15   Yes
## 556       3808.00    No
## 557         19.90    No
## 558       2708.20    No
## 559        760.05    No
## 560         49.30    No
## 561       6033.30    No
## 562         89.05    No
## 563        516.15    No
## 564       5861.75    No
## 565        445.95    No
## 566       4973.40    No
## 567       1667.25    No
## 568       5357.75    No
## 569       3527.60   Yes
## 570        422.60    No
## 571       1103.25    No
## 572       2754.00    No
## 573        697.25    No
## 574       5614.45   Yes
## 575       3204.40    No
## 576       4747.65    No
## 577       3082.10    No
## 578        597.90    No
## 579       3365.40    No
## 580         38.80    No
## 581        233.55   Yes
## 582         75.30   Yes
## 583        346.20   Yes
## 584         19.00    No
## 585         61.70    No
## 586         85.70   Yes
## 587       3342.45    No
## 588         85.10    No
## 589       7422.10    No
## 590       6668.05    No
## 591       8071.05    No
## 592       1174.80    No
## 593       5435.00    No
## 594       2438.60    No
## 595         45.60    No
## 596        713.75   Yes
## 597        916.15    No
## 598        237.20    No
## 599       4614.55    No
## 600       1414.45    No
## 601       1170.50    No
## 602         47.70    No
## 603       4859.25    No
## 604       4903.20    No
## 605       3608.00    No
## 606       6094.25    No
## 607       3084.90    No
## 608       2356.75    No
## 609       8306.05    No
## 610       6786.40   Yes
## 611        248.95   Yes
## 612        663.05   Yes
## 613       1357.10    No
## 614       4860.35    No
## 615       3418.20    No
## 616        631.40    No
## 617        186.30    No
## 618       6976.75    No
## 619       4884.85    No
## 620        522.95    No
## 621        362.60    No
## 622       5755.80    No
## 623       3355.65    No
## 624        406.95    No
## 625        137.60   Yes
## 626       2395.70    No
## 627       1968.10    No
## 628       6819.45    No
## 629       7943.45    No
## 630       4547.25   Yes
## 631       4687.90   Yes
## 632       2473.95    No
## 633       6562.90    No
## 634        176.30    No
## 635       2236.20    No
## 636       6985.65   Yes
## 637       3109.90    No
## 638       4911.35    No
## 639       5794.65   Yes
## 640        855.30   Yes
## 641       1620.20    No
## 642       2499.30   Yes
## 643         89.55   Yes
## 644       4287.20    No
## 645        394.85    No
## 646       1899.65   Yes
## 647         45.70   Yes
## 648       3442.15    No
## 649        161.50   Yes
## 650       1732.60    No
## 651        222.30   Yes
## 652         74.60   Yes
## 653        655.30    No
## 654        475.25    No
## 655        164.30   Yes
## 656        865.10    No
## 657       6132.70    No
## 658       3597.50    No
## 659         35.90   Yes
## 660        697.65    No
## 661         96.05   Yes
## 662        428.70    No
## 663         20.05    No
## 664       4459.15    No
## 665       1167.60    No
## 666        238.10    No
## 667        145.15   Yes
## 668       1453.10    No
## 669        191.05   Yes
## 670       4039.30    No
## 671       1039.45    No
## 672       1336.10    No
## 673         75.05   Yes
## 674        493.40    No
## 675       2550.90   Yes
## 676       7246.15    No
## 677       1203.95    No
## 678         62.25   Yes
## 679        313.60    No
## 680       3775.85    No
## 681         80.00   Yes
## 682       4616.05    No
## 683        195.65    No
## 684       4188.40    No
## 685         71.10    No
## 686         49.90    No
## 687       1266.40    No
## 688         91.10   Yes
## 689       1623.40    No
## 690       4149.45    No
## 691         20.45    No
## 692       2344.50    No
## 693       1013.05    No
## 694        270.70   Yes
## 695        417.00    No
## 696         20.65    No
## 697       6316.20    No
## 698        168.15   Yes
## 699       4018.05    No
## 700       4811.60    No
## 701       4189.70    No
## 702       2848.45    No
## 703       2516.20    No
## 704         33.60    No
## 705        208.45    No
## 706       2015.35   Yes
## 707       3739.80    No
## 708       2964.00    No
## 709       2263.40    No
## 710       2211.80    No
## 711         19.55   Yes
## 712       1683.70    No
## 713       1519.00    No
## 714       1164.05    No
## 715       1710.90    No
## 716       4245.55    No
## 717       4145.90    No
## 718       2664.30    No
## 719       1277.50    No
## 720       5589.30    No
## 721         34.75    No
## 722       1305.95    No
## 723        381.30   Yes
## 724        141.50   Yes
## 725       3105.55   Yes
## 726        204.55    No
## 727        605.90    No
## 728        356.10    No
## 729       2758.15   Yes
## 730       4805.65    No
## 731       3941.70   Yes
## 732         92.75    No
## 733       1901.05    No
## 734       5730.70    No
## 735       2423.40    No
## 736       1653.45    No
## 737       3327.05    No
## 738       7085.50    No
## 739       3344.10    No
## 740       6697.35    No
## 741       2879.90    No
## 742        137.10    No
## 743       1008.55   Yes
## 744       1551.60    No
## 745        202.15    No
## 746       7882.25    No
## 747       8196.40    No
## 748        202.90    No
## 749        855.10    No
## 750       5817.00    No
## 751       1652.95    No
## 752       5600.15    No
## 753        515.75    No
## 755        190.50    No
## 756       1842.80   Yes
## 757       1253.80    No
## 758         57.20    No
## 759       1269.55   Yes
## 760       6563.40    No
## 761         20.80    No
## 762       1907.85   Yes
## 763        208.85   Yes
## 764       4758.80    No
## 765       1292.60    No
## 766        363.15    No
## 767       1600.25    No
## 768        275.70    No
## 769       3089.10    No
## 770       1175.60    No
## 771        237.30    No
## 772       1444.65   Yes
## 773         19.90   Yes
## 774        454.15   Yes
## 775       3036.75   Yes
## 776       8065.65    No
## 777         92.50    No
## 778        184.65   Yes
## 779       6152.30    No
## 780         89.50   Yes
## 781       5154.50    No
## 782        220.45    No
## 783       1510.30    No
## 784         52.20   Yes
## 785       2588.95    No
## 786       4874.80   Yes
## 787       3983.60    No
## 788       2003.60    No
## 789       1832.40    No
## 790       4908.25    No
## 791       3590.20    No
## 792       5023.00    No
## 793        146.60    No
## 794       2339.30    No
## 795        298.70    No
## 796        143.65    No
## 797       2548.65    No
## 798        507.40    No
## 799         20.00    No
## 800       6125.40   Yes
## 801       5411.40    No
## 802       1058.25   Yes
## 803        903.80    No
## 804       3009.50    No
## 805        489.45   Yes
## 806       5468.45    No
## 807       1058.10    No
## 808       7616.00    No
## 809       4113.10   Yes
## 810         69.55   Yes
## 811       6017.65   Yes
## 812       7250.15   Yes
## 813       1108.20    No
## 814        938.65    No
## 815         94.15    No
## 816       2088.05    No
## 817        178.70   Yes
## 818       5656.75    No
## 819       2317.10   Yes
## 820       5986.45    No
## 821       6751.35    No
## 822       3566.60    No
## 823       4889.30    No
## 824        318.10    No
## 825       1563.95    No
## 826       1430.25   Yes
## 827        644.35   Yes
## 828        372.45    No
## 829       5453.40   Yes
## 830       1442.60    No
## 831       5610.70   Yes
## 832        963.95    No
## 833       5222.30    No
## 834       3340.55    No
## 835        292.80   Yes
## 836       5774.55    No
## 837       4487.30    No
## 838         44.40   Yes
## 839       2854.95    No
## 840        905.55    No
## 841       5509.30   Yes
## 842       7589.80    No
## 843        229.60   Yes
## 844        394.10    No
## 845         89.90   Yes
## 846        295.95    No
## 847       5459.20    No
## 848        444.75    No
## 849       6782.15    No
## 850       6510.45    No
## 851       8476.50    No
## 852       4461.85    No
## 853         62.00    No
## 854        352.65    No
## 855       1424.90    No
## 856       6413.65   Yes
## 857       6309.65    No
## 858         50.80   Yes
## 859       5898.60    No
## 860       4719.75    No
## 861        457.30    No
## 862       5822.30    No
## 863       1463.50   Yes
## 864        307.40   Yes
## 865       2104.55   Yes
## 866        319.15   Yes
## 867       2337.45    No
## 868        104.30    No
## 869       5084.65   Yes
## 870        121.25    No
## 871       7015.90    No
## 872       5598.00    No
## 873       1269.10    No
## 874       3027.40   Yes
## 875       4634.35    No
## 876        113.95    No
## 877       1582.75   Yes
## 878       3077.00    No
## 879       4039.50    No
## 880       1665.20    No
## 881       1043.30   Yes
## 882        504.20    No
## 883        497.55   Yes
## 884       7511.65    No
## 885       1782.00    No
## 886         20.05    No
## 887        609.65    No
## 888       2857.60    No
## 889       3247.55    No
## 890       6215.35   Yes
## 891       2823.00    No
## 892       5017.90   Yes
## 893       2619.25    No
## 894         24.60   Yes
## 895       4965.10    No
## 896       2679.70    No
## 897       8310.55    No
## 898       5682.25    No
## 899       1120.95   Yes
## 900       4914.90    No
## 901         27.55    No
## 902        923.50   Yes
## 903       1625.65   Yes
## 904       6068.65    No
## 905       5398.60    No
## 906        918.60   Yes
## 907        234.85    No
## 908       1231.85    No
## 909        170.90    No
## 910       7984.15    No
## 911        688.65   Yes
## 912       1288.30    No
## 913       7848.50    No
## 914        267.00    No
## 915       1798.90    No
## 916         73.55   Yes
## 917       1643.55    No
## 918       4807.45    No
## 919       2193.00    No
## 920       2239.40    No
## 921       1505.90    No
## 922        255.35    No
## 923       1189.40    No
## 924       4786.15    No
## 925       1820.90    No
## 926       2404.15    No
## 927        205.05   Yes
## 928        952.30   Yes
## 929       7039.45    No
## 930       2538.05    No
## 931       1212.85    No
## 932       2651.10    No
## 933       1304.80    No
## 934        360.10   Yes
## 935        435.45    No
## 936        308.05    No
## 938        434.50   Yes
## 939       7118.90    No
## 940        320.45    No
## 941        531.55    No
## 942        382.20    No
## 943       2001.00    No
## 944       4919.70    No
## 945       5645.80    No
## 946        215.80   Yes
## 947         77.60    No
## 948       2896.55    No
## 949       3395.80   Yes
## 950        759.35    No
## 951         85.15   Yes
## 952        535.55    No
## 953       1253.15    No
## 954        955.15    No
## 955       2162.60    No
## 956         44.70   Yes
## 957       1813.35    No
## 958        245.15    No
## 959       2028.80    No
## 960       2723.75    No
## 961        220.45    No
## 962        365.80    No
## 963        551.95    No
## 964       4054.20    No
## 965         45.70   Yes
## 966        832.35   Yes
## 967        112.30   Yes
## 968         60.65    No
## 969       5550.10    No
## 970        174.80   Yes
## 971         90.55   Yes
## 972       4733.10    No
## 973       4048.95    No
## 974       1359.70   Yes
## 975       4542.35    No
## 976       7532.15   Yes
## 977         69.90   Yes
## 978        888.65    No
## 979       6383.35   Yes
## 980       1916.00    No
## 981        413.00    No
## 982        808.95    No
## 983       1886.40    No
## 984         86.60   Yes
## 985       1679.25    No
## 986       2656.50   Yes
## 987        540.95    No
## 988         19.75    No
## 989        537.35    No
## 990        678.80    No
## 991       4513.65    No
## 992       1423.85    No
## 993        555.40    No
## 994        225.55    No
## 995        268.45    No
## 996       2917.50   Yes
## 997       2416.10   Yes
## 998        424.45   Yes
## 999       1492.10    No
## 1000       132.40    No
## 1001       660.90   Yes
## 1002      1893.95   Yes
## 1003       284.90    No
## 1004       784.25    No
## 1005       417.70    No
## 1006      5016.25    No
## 1007      1612.75   Yes
## 1008       119.75   Yes
## 1009      3204.65   Yes
## 1010       485.20    No
## 1011       160.85    No
## 1012      4145.25    No
## 1013       827.45    No
## 1014        49.50    No
## 1015       990.85   Yes
## 1016       696.35   Yes
## 1017      5585.40    No
## 1018      1601.20    No
## 1019       162.45    No
## 1020       470.20    No
## 1021      2066.00    No
## 1022      1426.45    No
## 1023       392.50    No
## 1024      3861.45    No
## 1025      2552.90    No
## 1026      6668.35    No
## 1027       819.40   Yes
## 1028      4615.25    No
## 1029      2070.60   Yes
## 1030       273.75   Yes
## 1031      3557.70    No
## 1032      1957.10    No
## 1033       729.95   Yes
## 1034      1416.75    No
## 1035      5924.40    No
## 1036      1697.70    No
## 1037      7849.85    No
## 1038       649.40    No
## 1039      4557.50    No
## 1040      3013.05   Yes
## 1041      1266.10   Yes
## 1042       360.35    No
## 1043      1046.50    No
## 1044      2347.90   Yes
## 1045       447.75    No
## 1046      4209.95    No
## 1047      3877.65    No
## 1048       152.30    No
## 1049       572.20    No
## 1050        19.65   Yes
## 1051       526.95   Yes
## 1052       552.70    No
## 1053      3208.65    No
## 1054       210.75   Yes
## 1055      3706.95   Yes
## 1056       620.75    No
## 1057       412.50   Yes
## 1058       832.05   Yes
## 1059       185.55   Yes
## 1060      1943.20   Yes
## 1061       505.90    No
## 1062      8046.85    No
## 1063      1815.30    No
## 1064       612.95    No
## 1065       795.15    No
## 1066      2169.80   Yes
## 1067       973.10    No
## 1068      2210.20    No
## 1069      4853.75   Yes
## 1070      1055.90    No
## 1071       144.55   Yes
## 1072        91.10   Yes
## 1073      1304.85    No
## 1074       713.00   Yes
## 1075        21.10    No
## 1076      5580.80    No
## 1077      1497.90    No
## 1078      4527.45   Yes
## 1079      4590.35    No
## 1080       200.20    No
## 1081       614.45    No
## 1082      4564.90    No
## 1084       171.15   Yes
## 1085      1012.40    No
## 1086       940.35   Yes
## 1087      1047.70   Yes
## 1088      2766.40    No
## 1089      1622.45   Yes
## 1090      1129.35    No
## 1091      5680.90    No
## 1092      2243.90    No
## 1093      4523.25    No
## 1094      7159.70    No
## 1095      2839.95    No
## 1096        80.55    No
## 1097       580.10    No
## 1098      2178.60   Yes
## 1099      6038.55    No
## 1100       259.40    No
## 1101       324.15    No
## 1102       417.65    No
## 1103       168.15   Yes
## 1104      5637.85    No
## 1105       839.40    No
## 1106       769.10    No
## 1107      6253.00    No
## 1108      1641.80    No
## 1109      1678.05    No
## 1110      2058.50    No
## 1111      2424.50    No
## 1112       387.20   Yes
## 1113      6293.45    No
## 1114      2839.65   Yes
## 1115      3145.90    No
## 1116      2200.70    No
## 1117       914.40    No
## 1118      4577.75    No
## 1119      4997.50    No
## 1120      4144.80    No
## 1121      1493.55    No
## 1122      4179.10    No
## 1123       893.55   Yes
## 1124      1611.00    No
## 1125       593.05    No
## 1126      4284.80   Yes
## 1127       544.55   Yes
## 1128      1533.80    No
## 1129       529.80    No
## 1130      3865.60    No
## 1131       515.75    No
## 1132       941.00   Yes
## 1133      1133.65   Yes
## 1134        48.35    No
## 1135      2070.05    No
## 1136      8333.95    No
## 1137      1209.25    No
## 1138      1396.25    No
## 1139       723.35    No
## 1140       228.65    No
## 1141      1161.75    No
## 1142        98.35    No
## 1143       775.30    No
## 1144      1074.65    No
## 1145        35.55   Yes
## 1146      2324.70    No
## 1147      1072.60    No
## 1148       170.50    No
## 1149       196.90   Yes
## 1150      1162.85   Yes
## 1151      1677.85    No
## 1152        18.85    No
## 1153       370.40    No
## 1154      3410.60    No
## 1155      1138.80    No
## 1156      5264.25    No
## 1157      1005.70    No
## 1158      5936.55    No
## 1159      5475.90    No
## 1160       224.05   Yes
## 1161      2326.05    No
## 1162        31.35   Yes
## 1163      4991.50    No
## 1164      1052.40   Yes
## 1165      5831.20    No
## 1166       510.80    No
## 1167       283.95    No
## 1168      1295.40    No
## 1169        19.65    No
## 1170      3011.65    No
## 1171      8093.15    No
## 1172      5610.25   Yes
## 1173      3217.65    No
## 1174        19.85   Yes
## 1175       773.20    No
## 1176      1029.35    No
## 1177       669.45   Yes
## 1178      3593.80    No
## 1179      1553.95   Yes
## 1180      3953.15    No
## 1181      1971.15    No
## 1182      1236.15   Yes
## 1183      3196.00    No
## 1184      4872.20    No
## 1185      1500.50    No
## 1186        60.15   Yes
## 1187      3478.75    No
## 1188      7413.55    No
## 1189      3532.00    No
## 1190       256.75    No
## 1191      3887.25    No
## 1192      2490.15    No
## 1193       593.45   Yes
## 1194      3510.30    No
## 1195       765.45    No
## 1196      1259.35    No
## 1197      5538.35    No
## 1198       340.85    No
## 1199       844.45    No
## 1200      1348.95    No
## 1201      3778.00    No
## 1202       611.65    No
## 1203      4867.95   Yes
## 1204      1505.05    No
## 1205       467.85    No
## 1206        74.90   Yes
## 1207       194.20    No
## 1208       571.45    No
## 1209        80.25   Yes
## 1210      5253.95    No
## 1211      1149.65   Yes
## 1212       740.80   Yes
## 1213       521.35    No
## 1214      1412.65    No
## 1215      1532.45   Yes
## 1216       250.05   Yes
## 1217      1090.60    No
## 1218      1446.80    No
## 1219      2282.55   Yes
## 1220      4300.45    No
## 1221      1111.20    No
## 1222       190.10    No
## 1223      4447.75    No
## 1224       143.35   Yes
## 1225        45.85   Yes
## 1226       810.20   Yes
## 1227      1830.05    No
## 1228      2820.65    No
## 1229      4847.35    No
## 1230      4729.30    No
## 1231      4017.45    No
## 1232      1398.60    No
## 1233      2564.30   Yes
## 1234      1685.90    No
## 1235      5826.65    No
## 1236      6066.55    No
## 1237       228.40   Yes
## 1238       270.20    No
## 1239      1529.20   Yes
## 1240       168.60    No
## 1241       536.35    No
## 1242      1888.45    No
## 1243       629.35    No
## 1244        45.30   Yes
## 1245       289.30   Yes
## 1246      2117.25    No
## 1247      4730.90    No
## 1248      2033.05    No
## 1249       987.95   Yes
## 1250        45.05   Yes
## 1251      5744.35    No
## 1252        75.80   Yes
## 1253        19.45    No
## 1254       523.15   Yes
## 1255      4805.30    No
## 1256        59.05   Yes
## 1257      6110.75    No
## 1258      1596.60    No
## 1259      1046.20    No
## 1260      4424.20   Yes
## 1261        92.75    No
## 1262       194.55    No
## 1263       612.10    No
## 1264      6127.60   Yes
## 1265      6671.70    No
## 1266      5264.30    No
## 1267       303.70    No
## 1268      4818.80    No
## 1269      6448.05   Yes
## 1270      7159.05    No
## 1271      1574.50    No
## 1272      2879.20    No
## 1273        86.05    No
## 1274      4159.45    No
## 1275      6638.35    No
## 1276      3112.05    No
## 1277      7168.25    No
## 1278      1326.25    No
## 1279      2234.55    No
## 1280       495.15    No
## 1281      8317.95    No
## 1282       679.80    No
## 1283        62.80    No
## 1284      7544.00    No
## 1285      1188.25    No
## 1286       676.70   Yes
## 1287        74.10    No
## 1288      3242.50    No
## 1289      1240.15    No
## 1290      4111.35    No
## 1291      5899.85    No
## 1292       632.95   Yes
## 1293      5193.20    No
## 1294      7530.80    No
## 1295       270.95   Yes
## 1296      5460.20    No
## 1297      1614.20    No
## 1298       402.50    No
## 1299      1367.75    No
## 1300       483.70   Yes
## 1301      7962.20    No
## 1302      3810.80    No
## 1303      3533.60    No
## 1304      1396.90    No
## 1305      1345.55   Yes
## 1306      1646.45    No
## 1307      8127.60   Yes
## 1308      2680.15    No
## 1309      1281.00   Yes
## 1310      1553.90   Yes
## 1311      3207.55   Yes
## 1312      2049.05    No
## 1313      3629.20    No
## 1314      5124.55   Yes
## 1315      3474.45   Yes
## 1316       202.30    No
## 1317       147.50    No
## 1318        86.35    No
## 1319       579.00    No
## 1320        19.45   Yes
## 1321      3131.55    No
## 1322      3928.30    No
## 1323       187.75    No
## 1324      1710.15    No
## 1325        76.35   Yes
## 1326        69.25   Yes
## 1327      2151.60    No
## 1328      5961.10   Yes
## 1329      1221.55    No
## 1330      1496.45    No
## 1331      1292.20    No
## 1332        25.15    No
## 1333      1713.10    No
## 1334      1748.90    No
## 1335        25.20   Yes
## 1336        96.45   Yes
## 1337      1114.55    No
## 1338       609.10    No
## 1339        20.15   Yes
## 1340      7133.25   Yes
## 1342       169.45   Yes
## 1343       141.60    No
## 1344      4688.65    No
## 1345       563.05    No
## 1346      5985.00    No
## 1347      1258.60   Yes
## 1348       373.50    No
## 1349       857.20   Yes
## 1350      2553.35    No
## 1351      4322.85    No
## 1352       250.80    No
## 1353      4549.05    No
## 1354      1359.50    No
## 1355      1639.30   Yes
## 1356       178.85    No
## 1357       633.85    No
## 1358      5315.10    No
## 1359       735.50    No
## 1360       889.90   Yes
## 1361      1290.00   Yes
## 1362       330.05   Yes
## 1363       237.95   Yes
## 1364      6474.40    No
## 1365      4421.95    No
## 1366      2452.70   Yes
## 1367       813.85   Yes
## 1368      4904.85    No
## 1369      4484.05    No
## 1370      2033.85    No
## 1371       538.20    No
## 1372        79.20   Yes
## 1373      2192.90    No
## 1374        19.85    No
## 1375      3858.05    No
## 1376       854.80    No
## 1377       347.40   Yes
## 1378      5815.15    No
## 1379      3970.40    No
## 1380      3058.15    No
## 1381      6145.20    No
## 1382       129.20    No
## 1383      1165.90    No
## 1384        49.95   Yes
## 1385      1554.00   Yes
## 1386      4904.25    No
## 1387      5632.55    No
## 1388      1643.25    No
## 1389       740.55    No
## 1390      3217.55   Yes
## 1391      4888.20    No
## 1392      2440.25    No
## 1393       620.55    No
## 1394        20.35    No
## 1395      6840.95    No
## 1396      3001.20   Yes
## 1397      6254.20   Yes
## 1398       319.60    No
## 1399      1938.05    No
## 1400       294.50    No
## 1401        58.30    No
## 1402       442.85   Yes
## 1403       553.00   Yes
## 1404       546.45    No
## 1405       797.10    No
## 1406        76.00   Yes
## 1407      1673.80    No
## 1408       343.45    No
## 1409      7412.25    No
## 1410      4039.00    No
## 1411       170.85   Yes
## 1412      2948.60    No
## 1413      1308.40   Yes
## 1414      6078.75    No
## 1415      3418.20    No
## 1416      6603.80    No
## 1417      3166.90    No
## 1418       865.75    No
## 1419      6373.10    No
## 1420      1177.05    No
## 1421      5985.75    No
## 1422       732.50   Yes
## 1423      7869.05    No
## 1424      1504.05   Yes
## 1425       936.70    No
## 1426       741.40    No
## 1427      6585.20    No
## 1428      3122.40    No
## 1429        50.45   Yes
## 1430      1088.25    No
## 1431       615.35    No
## 1432      2908.20    No
## 1433       739.90    No
## 1434       593.85    No
## 1435      1132.75   Yes
## 1436      7227.45    No
## 1437       193.60   Yes
## 1438      1291.35    No
## 1439      2023.55    No
## 1440       349.65   Yes
## 1441       153.95    No
## 1442      5458.80    No
## 1443      5244.45    No
## 1444       154.55    No
## 1445      4507.15    No
## 1446      2031.95    No
## 1447        50.05    No
## 1448       332.45   Yes
## 1449       473.90    No
## 1450       106.80    No
## 1451       152.60    No
## 1452      1199.40    No
## 1453      2555.05    No
## 1454      2979.20    No
## 1455       654.85    No
## 1456      3834.40    No
## 1457      1534.75   Yes
## 1458      4586.15    No
## 1459        20.55   Yes
## 1460      5941.05    No
## 1461       424.15   Yes
## 1462      2234.95    No
## 1463       666.75    No
## 1464       281.00   Yes
## 1465       547.80    No
## 1466        74.60    No
## 1467       571.15    No
## 1468      1756.60    No
## 1469      5731.45    No
## 1470      3475.55   Yes
## 1471       156.85    No
## 1472      2683.20    No
## 1473       896.75   Yes
## 1474      2407.30   Yes
## 1475      4456.65    No
## 1476      6998.95    No
## 1477        36.80    No
## 1478      6547.70   Yes
## 1479      4346.40   Yes
## 1480      2265.00    No
## 1481      1309.15    No
## 1482      4754.30    No
## 1483      1235.55    No
## 1484      3562.50    No
## 1485      7213.75    No
## 1486      2082.95   Yes
## 1487       102.75   Yes
## 1488      5914.40    No
## 1489        51.25    No
## 1490      1282.85    No
## 1491      4738.85    No
## 1492        19.55    No
## 1493      1775.80   Yes
## 1494       795.65    No
## 1495       145.00   Yes
## 1496      4993.40    No
## 1497        61.45    No
## 1498      4018.55    No
## 1499      1146.65   Yes
## 1500      6081.40    No
## 1501      1478.85    No
## 1502       243.65    No
## 1503      2633.95    No
## 1504      4735.35    No
## 1505      1247.75    No
## 1506        74.70   Yes
## 1507      3794.50    No
## 1508      1008.70    No
## 1509      2130.55    No
## 1510      1313.55   Yes
## 1511      5727.15    No
## 1512      1372.90    No
## 1513      1203.90    No
## 1514        25.80   Yes
## 1515      1215.10    No
## 1516      2877.05    No
## 1517      1579.70    No
## 1518      5514.95    No
## 1519        96.10    No
## 1520        72.40   Yes
## 1521        55.25    No
## 1522      2443.30    No
## 1523      1970.50   Yes
## 1524       335.40    No
## 1525      7002.95    No
## 1526       158.95    No
## 1527       293.15    No
## 1528      1493.75    No
## 1529      1093.40    No
## 1530      1057.85    No
## 1531       190.05   Yes
## 1532       882.55    No
## 1533       300.40    No
## 1534      1025.95   Yes
## 1535      1436.95    No
## 1536       475.00    No
## 1537      5388.15    No
## 1538      5730.15    No
## 1539       819.55   Yes
## 1540       217.10    No
## 1541      4896.35    No
## 1542      1434.10    No
## 1543       937.10    No
## 1544       330.15   Yes
## 1545      1474.90    No
## 1546      6536.50    No
## 1547      1128.10    No
## 1548      6873.75   Yes
## 1549      2199.05    No
## 1550        45.85   Yes
## 1551       457.10    No
## 1552       566.50    No
## 1553      2471.60    No
## 1554      3107.30    No
## 1555       518.30    No
## 1556      5769.75   Yes
## 1557        91.70   Yes
## 1558       832.30    No
## 1559      1555.65   Yes
## 1560        45.30    No
## 1561      1790.60    No
## 1562        74.95   Yes
## 1563       246.60    No
## 1564       261.65    No
## 1565       898.35   Yes
## 1566      4509.50    No
## 1567      5480.25    No
## 1568       653.15    No
## 1569      1183.05    No
## 1570       639.45    No
## 1571       478.75    No
## 1572        20.05    No
## 1573       127.10   Yes
## 1574      4391.45    No
## 1575       270.60    No
## 1576      6710.50   Yes
## 1577      3975.90    No
## 1578      1704.95   Yes
## 1579       415.95   Yes
## 1580       950.20   Yes
## 1581      1497.05    No
## 1582       780.15    No
## 1583      3512.15    No
## 1584       273.25    No
## 1585      3517.90    No
## 1586      3375.90    No
## 1587      7508.55    No
## 1588      1245.05    No
## 1589      5347.95    No
## 1590       493.65    No
## 1591      1263.85    No
## 1592       385.55    No
## 1593      3384.00   Yes
## 1594        84.20    No
## 1595      1638.70    No
## 1596       165.40   Yes
## 1597       120.25    No
## 1598      4473.45    No
## 1599       520.55    No
## 1600      5717.85    No
## 1601        88.80   Yes
## 1602      4312.50    No
## 1603      2755.35   Yes
## 1604       994.55   Yes
## 1605      6511.25    No
## 1606      1218.65    No
## 1607      7447.70    No
## 1608      1169.35   Yes
## 1609       279.50    No
## 1610      5720.35    No
## 1611      3121.45    No
## 1612      6468.60    No
## 1613      5918.80   Yes
## 1614       675.60    No
## 1615      3521.70    No
## 1616       923.10    No
## 1617      1110.35    No
## 1618      1611.65    No
## 1619      2293.60   Yes
## 1620      5553.25    No
## 1621        44.75    No
## 1622      3029.10   Yes
## 1623      3231.05    No
## 1624      5129.45    No
## 1625      5508.35   Yes
## 1626       655.90   Yes
## 1627      1191.20    No
## 1628       866.40    No
## 1629      2627.20    No
## 1630      4741.45    No
## 1631      4009.20    No
## 1632      1463.45   Yes
## 1633      5082.80   Yes
## 1634        43.80    No
## 1635      3707.60    No
## 1636       220.45    No
## 1637      1133.70    No
## 1638      1983.15    No
## 1639      5746.75    No
## 1640       770.60   Yes
## 1641       134.05    No
## 1642      6230.10    No
## 1643       573.05    No
## 1644      3419.30    No
## 1645      3587.25   Yes
## 1646      3541.35   Yes
## 1647      3801.30    No
## 1648       868.50   Yes
## 1649      4859.10    No
## 1650      1439.35    No
## 1651        85.80   Yes
## 1652        79.10   Yes
## 1653       592.75    No
## 1654      1185.95    No
## 1655        18.80    No
## 1656       134.50   Yes
## 1657      4921.20    No
## 1658       901.25    No
## 1659      5341.80   Yes
## 1660      4859.95    No
## 1661      1139.20    No
## 1662      7082.45    No
## 1663       324.60   Yes
## 1664      4812.75   Yes
## 1665      4399.50   Yes
## 1666       663.55    No
## 1667       174.65    No
## 1668       321.70    No
## 1669      5125.50    No
## 1670       548.90    No
## 1671        50.15   Yes
## 1672      7031.30    No
## 1673      5016.65    No
## 1674      4594.95   Yes
## 1675       611.45    No
## 1676      2384.15   Yes
## 1677       319.85    No
## 1678       153.30    No
## 1679      7035.60    No
## 1680       344.20    No
## 1681      1431.65    No
## 1682      1849.20    No
## 1683      6083.10    No
## 1684       426.65    No
## 1685      1655.35    No
## 1686      1943.90    No
## 1687      1616.15   Yes
## 1688       314.95    No
## 1689       804.85    No
## 1690       465.70    No
## 1691      6669.05    No
## 1692      1161.75    No
## 1693       947.75    No
## 1694      8375.05    No
## 1695        34.70   Yes
## 1696      3770.00    No
## 1697       264.80   Yes
## 1698      4707.85    No
## 1699      6152.40    No
## 1700       958.10    No
## 1701       943.00    No
## 1702      6615.15   Yes
## 1703      2200.25   Yes
## 1704       425.10    No
## 1705        99.75   Yes
## 1706      5044.80    No
## 1707      6743.55    No
## 1708       196.40    No
## 1709       299.70   Yes
## 1710      2093.90    No
## 1711       417.75    No
## 1712      1725.40    No
## 1713      1620.20    No
## 1714      3169.55    No
## 1715      5233.25    No
## 1716       967.85    No
## 1717       438.05    No
## 1718      1421.90    No
## 1719       323.15    No
## 1720       318.60    No
## 1721       163.70    No
## 1722       639.65   Yes
## 1723      2928.50    No
## 1724       100.35    No
## 1725       273.20    No
## 1726      1608.15    No
## 1727      1441.95    No
## 1728      2168.15    No
## 1729      3618.70    No
## 1730      5692.65    No
## 1731        59.85   Yes
## 1732        69.60   Yes
## 1733      5969.30    No
## 1734        19.05    No
## 1735       418.80   Yes
## 1736      8100.55    No
## 1737        19.50   Yes
## 1738       313.45    No
## 1739      6130.95    No
## 1740        69.90   Yes
## 1741       745.30    No
## 1742      1212.10    No
## 1743       183.75   Yes
## 1744      1583.50    No
## 1745      4162.05    No
## 1746      1119.90    No
## 1747      8013.55    No
## 1748       264.85   Yes
## 1749      1102.40    No
## 1750      5832.00    No
## 1751      4304.50    No
## 1752      1178.40   Yes
## 1753      1421.75    No
## 1754      6827.50    No
## 1755      4698.05    No
## 1756       654.50    No
## 1757      3268.05    No
## 1758      4362.05    No
## 1759      1386.90    No
## 1760       415.40    No
## 1761      2614.10    No
## 1762      1513.60    No
## 1763      3161.60    No
## 1764        80.95    No
## 1765      4676.70    No
## 1766      6526.65    No
## 1767       583.30    No
## 1768      8078.10    No
## 1769      3503.50    No
## 1770      6669.45    No
## 1771      4689.50   Yes
## 1772      1201.15   Yes
## 1773       143.65   Yes
## 1774      1292.65    No
## 1775        48.75    No
## 1776      7108.20    No
## 1777      1802.55    No
## 1778      1505.15    No
## 1779      1859.10    No
## 1780       168.50    No
## 1781       390.85   Yes
## 1782      6339.45    No
## 1783      1652.40    No
## 1784        71.65   Yes
## 1785        77.50   Yes
## 1786      6392.85    No
## 1787      3264.50   Yes
## 1788      4599.15    No
## 1789      1134.25    No
## 1790      1621.35    No
## 1791       947.30   Yes
## 1792      2722.20    No
## 1793      3058.30    No
## 1794      1769.60    No
## 1795      6293.75    No
## 1796      1761.05   Yes
## 1797      1642.75    No
## 1798       578.50    No
## 1799       954.90    No
## 1800       973.25   Yes
## 1801        43.85    No
## 1802      1490.40    No
## 1803       280.00    No
## 1804      1901.25    No
## 1805       716.40    No
## 1806      4720.00    No
## 1807       930.95    No
## 1808        76.35   Yes
## 1809      1676.95   Yes
## 1810      2642.05   Yes
## 1811      6770.85    No
## 1812      1835.30    No
## 1813      1588.25    No
## 1814        75.50    No
## 1815       258.35    No
## 1816      1502.25    No
## 1817        19.20    No
## 1818      6929.40    No
## 1819      4453.30    No
## 1820      3244.40    No
## 1821       323.45    No
## 1822      2661.10   Yes
## 1823      2697.40   Yes
## 1824      1424.50   Yes
## 1825      1401.15    No
## 1826      1739.60    No
## 1827      5931.00    No
## 1828      2333.85    No
## 1829       949.85    No
## 1830       572.45    No
## 1831       696.80    No
## 1832      1381.80    No
## 1833      2572.95   Yes
## 1834        47.95    No
## 1835        45.10   Yes
## 1836        45.00    No
## 1837      2122.45   Yes
## 1838        20.05   Yes
## 1839      4931.80    No
## 1840       116.95    No
## 1841      6937.95   Yes
## 1842      1261.70    No
## 1843      3273.80    No
## 1844      1415.85    No
## 1845      3958.20    No
## 1846      2492.25    No
## 1847       279.20    No
## 1848      1083.00    No
## 1849       755.50    No
## 1850       402.60   Yes
## 1851      3252.00    No
## 1852        68.75   Yes
## 1853        46.20   Yes
## 1854        45.15   Yes
## 1855        43.30   Yes
## 1856       936.85    No
## 1857      2250.65   Yes
## 1858      3857.10    No
## 1859      1441.10   Yes
## 1860      4338.60   Yes
## 1861      1378.45    No
## 1862        45.95   Yes
## 1863      2566.30    No
## 1864       171.00    No
## 1865      1597.40    No
## 1866      4744.35    No
## 1867      6721.60    No
## 1868       247.25   Yes
## 1869        44.05    No
## 1870      1734.65    No
## 1871        45.55    No
## 1872      4539.35    No
## 1873       804.25    No
## 1874      5011.15    No
## 1875      3574.50    No
## 1876      8086.40    No
## 1877      4563.00    No
## 1878      6362.35    No
## 1879        67.10    No
## 1880        70.05   Yes
## 1881       165.45   Yes
## 1882      1156.55    No
## 1883      1834.15    No
## 1884      3653.35   Yes
## 1885      1477.65    No
## 1886      1706.45    No
## 1887      3953.70    No
## 1888      1194.30   Yes
## 1889      1327.85    No
## 1890       419.70    No
## 1891        21.00   Yes
## 1892        45.10   Yes
## 1893       207.35    No
## 1894      1083.70    No
## 1895      2007.85    No
## 1896      5882.75    No
## 1897      2657.55    No
## 1898      1527.50   Yes
## 1899       378.40   Yes
## 1900      1612.20    No
## 1901        76.65    No
## 1902       260.70    No
## 1903      6441.85    No
## 1904       266.80    No
## 1905      5124.60   Yes
## 1906       962.25    No
## 1907      1382.90    No
## 1908       571.05    No
## 1909      1399.35    No
## 1910       150.00    No
## 1911       167.20    No
## 1912      7657.40    No
## 1913       865.05    No
## 1914      6153.85    No
## 1915       174.20    No
## 1916      1269.60    No
## 1917      3862.55   Yes
## 1918      6352.40    No
## 1919      1348.50    No
## 1920        50.90   Yes
## 1921       471.55    No
## 1922      5931.75    No
## 1923      1404.65    No
## 1924       726.10    No
## 1925      1961.60    No
## 1926      4194.85    No
## 1927      4872.45   Yes
## 1928      5118.95   Yes
## 1929       658.95   Yes
## 1930        81.05    No
## 1931        76.95    No
## 1932      5809.75    No
## 1933        20.20    No
## 1934       415.90    No
## 1935       246.50   Yes
## 1936       996.95    No
## 1937      3145.15    No
## 1938       265.30    No
## 1939        20.90    No
## 1940        21.05    No
## 1941      4576.30    No
## 1942       189.10    No
## 1943       908.15    No
## 1944        49.80    No
## 1945       215.20   Yes
## 1946      1500.95    No
## 1947      5099.15    No
## 1948      6385.95    No
## 1949       159.45   Yes
## 1950      6885.75    No
## 1951      5940.85   Yes
## 1952       668.85    No
## 1953      1916.20    No
## 1954        75.35   Yes
## 1955        75.45   Yes
## 1956      4613.95    No
## 1957      7261.25    No
## 1958      2459.80    No
## 1959      2048.80    No
## 1960       163.55    No
## 1961      2888.70    No
## 1962      2421.60    No
## 1963      2292.75    No
## 1964       553.40    No
## 1965      3465.70    No
## 1966      1210.40   Yes
## 1967      1291.30    No
## 1968      5356.45   Yes
## 1969      5200.80    No
## 1970      3237.05    No
## 1971       576.65   Yes
## 1972       433.75    No
## 1973      1868.40    No
## 1974      5728.55    No
## 1975       825.70   Yes
## 1976       390.40    No
## 1977        93.55   Yes
## 1978      2845.15    No
## 1979      3894.40    No
## 1980       886.40    No
## 1981      1021.55    No
## 1982      5885.40   Yes
## 1983       268.40    No
## 1984      2204.35    No
## 1985      1259.00   Yes
## 1986       309.10   Yes
## 1987      6398.05    No
## 1988      2257.75   Yes
## 1989      6287.25   Yes
## 1990      1662.05    No
## 1991      1350.15   Yes
## 1992      3600.65    No
## 1993      1329.15    No
## 1994        45.70   Yes
## 1995       422.50    No
## 1996        69.95   Yes
## 1997      4627.65    No
## 1998      6717.90    No
## 1999        97.10   Yes
## 2000      1710.45   Yes
## 2001       637.40    No
## 2002       117.95    No
## 2003      2460.55    No
## 2004      5464.65   Yes
## 2005      2165.05   Yes
## 2006      4941.80   Yes
## 2007       223.15   Yes
## 2008       181.10   Yes
## 2009       341.45   Yes
## 2010      5731.85    No
## 2011       357.75   Yes
## 2012      4616.10    No
## 2013      4533.70   Yes
## 2014       589.25    No
## 2015       750.10    No
## 2016      1410.25    No
## 2017       830.85   Yes
## 2018       743.50    No
## 2019        45.30   Yes
## 2020      7040.85   Yes
## 2021      3865.45    No
## 2022      6825.65    No
## 2023      1340.10    No
## 2024       371.65   Yes
## 2025      1184.00    No
## 2026      8477.70    No
## 2027      7382.85    No
## 2028       456.85    No
## 2029       331.60    No
## 2030      6056.15   Yes
## 2031       134.60    No
## 2032       125.50    No
## 2033      1390.60   Yes
## 2034        20.20   Yes
## 2035      2511.30    No
## 2036      2737.05    No
## 2037        74.30    No
## 2038        70.60    No
## 2039      2361.80   Yes
## 2040      1730.35   Yes
## 2041      6404.00    No
## 2042       165.35    No
## 2043      1867.60    No
## 2044      1043.30    No
## 2045       128.60    No
## 2046      7455.45    No
## 2047        24.70    No
## 2048       206.15    No
## 2049      2030.30   Yes
## 2050      5869.40    No
## 2051      3377.80    No
## 2052      1346.20    No
## 2053      4946.05    No
## 2054      4065.00   Yes
## 2055       106.55   Yes
## 2056      4964.70    No
## 2057      4085.75    No
## 2058      1742.75   Yes
## 2059      6224.80    No
## 2060      3415.25    No
## 2061      6325.25    No
## 2062       340.25   Yes
## 2063      1683.60    No
## 2064      3966.30    No
## 2065       608.50    No
## 2066      2896.60    No
## 2067      1514.85    No
## 2068      6792.45    No
## 2069      4669.20    No
## 2070        95.60   Yes
## 2071      2934.30   Yes
## 2072      6302.80    No
## 2073       779.20    No
## 2074       283.75    No
## 2075      4600.70   Yes
## 2076      5594.00    No
## 2077       772.85    No
## 2078        71.35   Yes
## 2079       857.80    No
## 2080      7554.05    No
## 2081      5981.65    No
## 2082      1702.90    No
## 2083       467.15    No
## 2084        20.15   Yes
## 2085        69.75   Yes
## 2086      2931.00   Yes
## 2087      1400.85   Yes
## 2088       137.85   Yes
## 2089      1941.50    No
## 2090      1932.75    No
## 2091      1423.05    No
## 2092       970.85    No
## 2093      5810.90    No
## 2094       223.90    No
## 2095       391.70    No
## 2096        79.95   Yes
## 2097        19.30   Yes
## 2098       811.65    No
## 2099       174.75    No
## 2100      3126.85    No
## 2101      6841.45    No
## 2102      3754.60   Yes
## 2103      1406.65    No
## 2104       834.70    No
## 2105       627.40   Yes
## 2106       242.00   Yes
## 2107      3157.00    No
## 2108      3092.00    No
## 2109      2168.90    No
## 2110       980.35    No
## 2111        65.95    No
## 2112       711.90    No
## 2113      1952.80    No
## 2114      4368.85    No
## 2115      2647.10    No
## 2116      8477.60    No
## 2117        54.35   Yes
## 2118      4528.00    No
## 2119      1790.65    No
## 2120       845.60    No
## 2121      1210.30    No
## 2122        20.45    No
## 2123       854.45    No
## 2124      2429.10    No
## 2125       100.40   Yes
## 2126      5229.45    No
## 2127        44.45    No
## 2128      1716.45   Yes
## 2129      3023.55    No
## 2130        75.30   Yes
## 2131      4837.60   Yes
## 2132      2032.30    No
## 2133       436.90    No
## 2134        70.55   Yes
## 2135        20.15    No
## 2136      5893.95    No
## 2137      1430.05    No
## 2138       313.00    No
## 2139      3871.85    No
## 2140       458.10    No
## 2141      2745.70   Yes
## 2142       341.35    No
## 2143      1336.80    No
## 2144      2181.75    No
## 2145       147.75    No
## 2146       818.45    No
## 2147      7133.45    No
## 2148       348.80    No
## 2149       128.60    No
## 2150      4674.40    No
## 2151      1737.45    No
## 2152      1498.85    No
## 2153        50.10    No
## 2154      1797.75    No
## 2155       498.10    No
## 2156      2624.25   Yes
## 2157       184.10   Yes
## 2158      5498.80    No
## 2159      4845.40    No
## 2160       369.10    No
## 2161      6096.90    No
## 2162       160.75   Yes
## 2163      2684.35    No
## 2164      3004.15   Yes
## 2165      6994.80    No
## 2166       273.25    No
## 2167      5483.90    No
## 2168      1233.65   Yes
## 2169       527.90   Yes
## 2170      4985.90    No
## 2171      1258.35    No
## 2172       111.40    No
## 2173        43.95    No
## 2174       308.10    No
## 2175       383.65    No
## 2176      2555.90   Yes
## 2177      1284.20    No
## 2178      7550.30    No
## 2179      1110.05    No
## 2180        99.60    No
## 2181      6707.15    No
## 2182      4164.40    No
## 2183      5873.75    No
## 2184       109.25    No
## 2185       179.25   Yes
## 2186      1338.15   Yes
## 2187       862.40    No
## 2188      8564.75    No
## 2189       926.20    No
## 2190      1718.20    No
## 2191      5956.85    No
## 2192        91.30   Yes
## 2193      4824.45    No
## 2194      1238.65    No
## 2195        79.50   Yes
## 2196       672.20    No
## 2197       382.20    No
## 2198      4264.60    No
## 2199      1070.70    No
## 2200      1345.85    No
## 2201      1045.25    No
## 2202      3003.55    No
## 2203       467.55   Yes
## 2204      7537.50    No
## 2205      7482.10   Yes
## 2206      3343.15    No
## 2207      5427.05   Yes
## 2208       587.10   Yes
## 2209       100.80   Yes
## 2210       161.15    No
## 2211      7028.50    No
## 2212      5232.90    No
## 2213       225.85    No
## 2214       274.70    No
## 2215      1180.95   Yes
## 2216      3370.20    No
## 2217      7111.30    No
## 2218      5958.85    No
## 2219      5999.85    No
## 2220      1648.45    No
## 2221      5753.25    No
## 2222      4492.90    No
## 2223      3956.70    No
## 2224      2625.55   Yes
## 2225      1233.40   Yes
## 2226      1309.00    No
## 2227       813.45    No
## 2228      1108.80    No
## 2229      7349.35    No
## 2230       294.20    No
## 2231       929.20    No
## 2232       740.00   Yes
## 2233       754.50    No
## 2234      3883.30    No
## 2235      1414.20    No
## 2236      3211.20    No
## 2237       371.60    No
## 2238      1246.40    No
## 2239        95.85    No
## 2240      2545.70    No
## 2241      6448.85    No
## 2242      1468.90    No
## 2243      1013.60    No
## 2244      6690.75    No
## 2245      2088.75   Yes
## 2246      7240.65    No
## 2247       102.45   Yes
## 2248       830.25    No
## 2249      1588.70    No
## 2250       829.30    No
## 2251       302.45    No
## 2252       712.25    No
## 2253      1336.65    No
## 2254      5360.75    No
## 2255      6735.05    No
## 2256        51.20    No
## 2257      1010.00    No
## 2258      4847.05    No
## 2259      3019.70    No
## 2260       161.65    No
## 2261       217.55   Yes
## 2262      2583.75    No
## 2263       146.05   Yes
## 2264       567.45   Yes
## 2265      7711.25    No
## 2266      1384.75   Yes
## 2267      5481.25    No
## 2268      8124.20    No
## 2269       827.30    No
## 2270        70.90   Yes
## 2271       220.95   Yes
## 2272      3673.60    No
## 2273        49.85    No
## 2274       576.65    No
## 2275      2331.30   Yes
## 2276        74.50   Yes
## 2277      4495.65    No
## 2278      6941.20   Yes
## 2279       340.35    No
## 2280      1789.90    No
## 2281       908.55    No
## 2282      1043.35   Yes
## 2283      6822.15   Yes
## 2284        71.55   Yes
## 2285       157.55    No
## 2286      5029.20   Yes
## 2287       581.70    No
## 2288      7318.20   Yes
## 2289       420.45    No
## 2290      7576.70    No
## 2291       633.40   Yes
## 2292       321.65   Yes
## 2293      4965.00    No
## 2294      6151.90    No
## 2295      1253.90   Yes
## 2296        25.15   Yes
## 2297        45.20    No
## 2298      5893.15   Yes
## 2299      5420.65    No
## 2300      2627.35    No
## 2301      5037.55   Yes
## 2302       743.75    No
## 2303      6589.60    No
## 2304        92.45   Yes
## 2305      6733.15    No
## 2306      3410.00    No
## 2307       199.85    No
## 2308       593.30    No
## 2309      7288.40    No
## 2310      5229.80    No
## 2311      4464.80    No
## 2312      5068.05    No
## 2313       401.85    No
## 2314      4451.85    No
## 2315      6688.95    No
## 2316      2661.10    No
## 2317        73.05    No
## 2318      1211.65    No
## 2319      7030.65    No
## 2320      1020.20    No
## 2321      5597.65    No
## 2322      6223.30    No
## 2323      1024.65    No
## 2324      2933.20   Yes
## 2325      1258.30   Yes
## 2326        82.90    No
## 2327      7789.60    No
## 2328      2067.00    No
## 2329      3452.55    No
## 2330      5468.95    No
## 2331      1802.15    No
## 2332       733.55    No
## 2333      3021.45    No
## 2334      3687.85    No
## 2335      1391.15    No
## 2336       274.35    No
## 2337      1214.05   Yes
## 2338      5510.65   Yes
## 2339      1322.85    No
## 2340      1973.75   Yes
## 2341      2196.30    No
## 2342      7843.55    No
## 2343      3211.90    No
## 2344       130.15    No
## 2345       692.35    No
## 2346        85.50    No
## 2347      6849.40    No
## 2348       203.95    No
## 2349      2117.20    No
## 2350      6565.85    No
## 2351       424.75    No
## 2352      3306.85    No
## 2353       168.90    No
## 2354       253.80    No
## 2355       197.40    No
## 2356      3838.20    No
## 2357      2065.15    No
## 2358      5064.45    No
## 2359      1140.05    No
## 2360      2447.45    No
## 2361      1263.90    No
## 2362        45.95   Yes
## 2363      1838.15    No
## 2364        44.75    No
## 2365      1185.00    No
## 2366      1743.90    No
## 2367        70.15   Yes
## 2368        85.55   Yes
## 2369      8529.50    No
## 2370      6549.45    No
## 2371      7806.50    No
## 2372        25.70    No
## 2373      6287.30    No
## 2374      3251.85    No
## 2375        50.60    No
## 2376      7904.25    No
## 2377       729.95    No
## 2378      2654.05    No
## 2379      2416.55   Yes
## 2380      3520.75   Yes
## 2381      5969.95    No
## 2382       226.80    No
## 2383      1082.75    No
## 2384       565.75    No
## 2385      4370.75    No
## 2386        90.05    No
## 2387      2169.40    No
## 2388       550.60    No
## 2389        55.45    No
## 2390      6300.85    No
## 2391       160.05    No
## 2392       436.60    No
## 2393      1781.35    No
## 2394      3467.00   Yes
## 2395      5552.50    No
## 2396      2835.50    No
## 2397      3591.25    No
## 2398        88.35   Yes
## 2399        63.75    No
## 2400       617.15    No
## 2401       870.25    No
## 2402       601.25    No
## 2403       111.65    No
## 2404      6046.10    No
## 2405      3923.80    No
## 2406       777.30   Yes
## 2407       512.45   Yes
## 2408       141.45   Yes
## 2409       892.15    No
## 2410      1682.05    No
## 2411      3398.90    No
## 2412      4984.85    No
## 2413      1445.30   Yes
## 2414       305.55    No
## 2415       507.90    No
## 2416      3640.45   Yes
## 2417      2673.45    No
## 2418       389.80    No
## 2419      2401.05    No
## 2420       651.55    No
## 2421       156.10    No
## 2422      2796.35    No
## 2423        70.05    No
## 2424       407.05    No
## 2425      6465.00   Yes
## 2426       511.25    No
## 2427       646.05    No
## 2428        35.90   Yes
## 2429      3777.15   Yes
## 2430      4903.15    No
## 2431      1653.85    No
## 2432        47.50   Yes
## 2433      1306.30    No
## 2434       463.60    No
## 2435        60.65    No
## 2436       824.85    No
## 2437      2094.65    No
## 2438       438.90    No
## 2439       847.30   Yes
## 2440       329.75    No
## 2441       674.55    No
## 2442       162.55    No
## 2443       546.95   Yes
## 2444      7887.25    No
## 2445      3186.65   Yes
## 2446      1972.35    No
## 2447      1527.35   Yes
## 2448       490.55    No
## 2449      1531.40   Yes
## 2450       683.25    No
## 2451      8058.85    No
## 2452      2847.40   Yes
## 2453      1133.90   Yes
## 2454       294.45    No
## 2455      1719.15    No
## 2456       461.70   Yes
## 2457      1160.45    No
## 2458      5199.80    No
## 2459      5163.30    No
## 2460       162.30    No
## 2461       883.35    No
## 2462      1341.50    No
## 2463        70.45    No
## 2464       659.45    No
## 2465        77.15   Yes
## 2466        35.25   Yes
## 2467      1205.05    No
## 2468      4917.90    No
## 2469       201.00   Yes
## 2470       599.30    No
## 2471      1733.15    No
## 2472      5149.50   Yes
## 2473      4677.10    No
## 2474       119.30    No
## 2475      4849.10    No
## 2476      5424.25    No
## 2477      5878.90    No
## 2478       244.85    No
## 2479       220.75    No
## 2480      4261.20    No
## 2481      5574.75   Yes
## 2482      1501.75    No
## 2483        89.75    No
## 2484      4541.20   Yes
## 2485       255.50    No
## 2486      1072.00   Yes
## 2487      2509.25    No
## 2488      1440.75    No
## 2489      1715.65   Yes
## 2490      5333.35    No
## 2491      3895.35    No
## 2492       869.90    No
## 2493       706.85   Yes
## 2494       512.25    No
## 2495      2636.05   Yes
## 2496       814.75    No
## 2497       388.60    No
## 2498        93.45    No
## 2499      1389.85    No
## 2500      2894.55    No
## 2501      4025.60    No
## 2502      1354.40    No
## 2503      1856.40    No
## 2504       926.00    No
## 2505       189.20   Yes
## 2506       682.10    No
## 2507      1778.70    No
## 2508      1816.20    No
## 2509      7069.25    No
## 2510      1841.20    No
## 2511        74.25   Yes
## 2512      2656.70    No
## 2513      1689.45    No
## 2514      1054.75    No
## 2515      2187.55   Yes
## 2516      7334.05    No
## 2517      1581.20   Yes
## 2518        69.50   Yes
## 2519      2404.85    No
## 2520       171.45    No
## 2521      2839.45    No
## 2522      3132.75   Yes
## 2523      3942.45    No
## 2524       873.40    No
## 2525      1529.65    No
## 2526      6991.60    No
## 2527        19.40   Yes
## 2528       803.30   Yes
## 2529       679.30   Yes
## 2530      2791.50   Yes
## 2531       715.00    No
## 2532      1681.60    No
## 2533      4016.20    No
## 2534      3281.65    No
## 2535      7317.10    No
## 2536      6474.45    No
## 2537       676.35   Yes
## 2538      8164.10    No
## 2539      1325.85    No
## 2540      1654.85    No
## 2541      7795.95    No
## 2542      3952.45    No
## 2543      2495.15    No
## 2544      1230.25   Yes
## 2545       876.75    No
## 2546      4263.45    No
## 2547      1992.95    No
## 2548      1982.10    No
## 2549       562.70    No
## 2550        33.70    No
## 2551      1090.10    No
## 2552       227.45    No
## 2553      1250.85    No
## 2554        37.20    No
## 2555       892.70    No
## 2556       487.75    No
## 2557      3713.95    No
## 2558       141.70    No
## 2559       678.20    No
## 2560      8425.30    No
## 2561      4154.80   Yes
## 2562      7061.65    No
## 2563      3364.55    No
## 2564      2655.25   Yes
## 2565      1425.45   Yes
## 2566       332.50    No
## 2567      5963.95    No
## 2568      5742.90   Yes
## 2569       278.85    No
## 2570      1871.85    No
## 2571      2866.45   Yes
## 2572      4303.65    No
## 2573      1753.00    No
## 2574        54.75   Yes
## 2575      3759.05   Yes
## 2576       617.65    No
## 2577      5935.10    No
## 2578        94.60   Yes
## 2579      2911.30   Yes
## 2580       982.95    No
## 2581      2974.50    No
## 2582       198.70    No
## 2583      1275.65    No
## 2584      4003.00    No
## 2585      3791.60    No
## 2586       813.30    No
## 2587       780.25    No
## 2588       552.90    No
## 2589       408.25    No
## 2590       231.80   Yes
## 2591      2191.15    No
## 2592      5611.70    No
## 2593       246.25    No
## 2594      1296.15    No
## 2595      7082.85    No
## 2596      5662.25    No
## 2597      1215.45    No
## 2598      7854.15    No
## 2599       525.00    No
## 2600      5265.20    No
## 2601        70.10    No
## 2602      7129.45    No
## 2603      7266.95    No
## 2604      8496.70    No
## 2605      2878.75    No
## 2606       261.30    No
## 2607      3205.60    No
## 2608        69.75   Yes
## 2609       279.25   Yes
## 2610      6281.45   Yes
## 2611      1131.30   Yes
## 2612       738.20   Yes
## 2613      1137.05    No
## 2614        80.20   Yes
## 2615      6341.45   Yes
## 2616      6697.20    No
## 2617       260.80   Yes
## 2618        19.60   Yes
## 2619       505.45    No
## 2620      3655.45   Yes
## 2621      1299.80    No
## 2622      5564.85    No
## 2623      1381.80    No
## 2624       188.10    No
## 2625      1077.05    No
## 2626      4922.40    No
## 2627      2911.50    No
## 2628       826.10    No
## 2629        83.40    No
## 2630       140.70   Yes
## 2631      5377.80    No
## 2632       665.45   Yes
## 2633      3617.10    No
## 2634      6643.50    No
## 2635        84.80   Yes
## 2636      1559.30    No
## 2637      7987.60    No
## 2638      1547.35    No
## 2639      5426.85   Yes
## 2640      1127.35   Yes
## 2641      2142.80    No
## 2642       287.85    No
## 2643      4045.65   Yes
## 2644      2757.85   Yes
## 2645       600.00   Yes
## 2646        19.80    No
## 2647      4534.45    No
## 2648        40.90    No
## 2649      2094.90    No
## 2650      1584.80    No
## 2651      1302.65    No
## 2652      2238.50   Yes
## 2653        55.55    No
## 2654      5437.75    No
## 2655        90.75   Yes
## 2656       365.65   Yes
## 2657      2209.15    No
## 2658      1912.15    No
## 2659       255.55    No
## 2660      5175.30    No
## 2661       670.65    No
## 2662      3177.25    No
## 2663        90.35   Yes
## 2664      6557.75    No
## 2665      5791.85    No
## 2666      3055.50    No
## 2667      5196.10    No
## 2668      8405.00    No
## 2669        19.75   Yes
## 2670      1789.25   Yes
## 2671      5000.05    No
## 2672      6713.20    No
## 2673       562.60    No
## 2674      2317.10   Yes
## 2675        91.45    No
## 2676       828.85    No
## 2677       617.35    No
## 2678       266.90   Yes
## 2679       625.05    No
## 2680       301.40   Yes
## 2681      6029.90    No
## 2682      1842.70    No
## 2683       206.60   Yes
## 2684       604.70   Yes
## 2685      7386.05    No
## 2686      7334.05    No
## 2687      1471.75   Yes
## 2688      2626.15    No
## 2689       412.10   Yes
## 2690      8277.05    No
## 2691       583.45   Yes
## 2692       369.25    No
## 2693      1049.05    No
## 2694      1414.80    No
## 2695       169.75    No
## 2696      4354.45    No
## 2697      2719.20    No
## 2698      6365.35    No
## 2699        51.60    No
## 2700      3190.25    No
## 2701       812.50    No
## 2702      1143.80    No
## 2703        44.00    No
## 2704        50.10   Yes
## 2705      3297.00    No
## 2706      1887.00    No
## 2707       151.80   Yes
## 2708       293.65   Yes
## 2709      1308.10   Yes
## 2710      2215.40    No
## 2711       482.80    No
## 2712      2598.95   Yes
## 2713       216.45    No
## 2714        20.45    No
## 2715      5064.85    No
## 2716       996.45    No
## 2717       839.65    No
## 2718      6733.00    No
## 2719      2618.30    No
## 2720      4084.35    No
## 2721       765.50   Yes
## 2722       793.55   Yes
## 2723       613.95    No
## 2724       402.85    No
## 2725      1244.80    No
## 2726        46.40    No
## 2727       581.85    No
## 2728       462.80   Yes
## 2729      1540.20    No
## 2730       169.80   Yes
## 2731      5168.10    No
## 2732      6780.10    No
## 2733        94.50    No
## 2734        55.30    No
## 2735       208.00    No
## 2736      3829.75    No
## 2737      5294.60    No
## 2738      6889.80    No
## 2739      3254.35    No
## 2740      6383.90    No
## 2741        44.40   Yes
## 2742       477.70   Yes
## 2743      4447.55    No
## 2744      7321.05    No
## 2745      4135.00    No
## 2746        86.05   Yes
## 2747       697.70    No
## 2748       168.65    No
## 2749       174.30   Yes
## 2750      2753.80    No
## 2751        69.25    No
## 2752       434.80    No
## 2753      1077.50   Yes
## 2754        95.65   Yes
## 2755       107.25    No
## 2756       851.20    No
## 2757        20.95   Yes
## 2758      5848.60    No
## 2759       109.80    No
## 2760        19.65    No
## 2761       595.50    No
## 2762       329.80   Yes
## 2763      2513.50    No
## 2764      5135.35    No
## 2765      2000.20    No
## 2766       931.75    No
## 2767      7396.15    No
## 2768      3958.85    No
## 2769       260.90    No
## 2770       297.30   Yes
## 2771      1515.10   Yes
## 2772       816.80    No
## 2773      4868.40    No
## 2774       688.00    No
## 2775       288.35    No
## 2776      3229.65   Yes
## 2777      1178.25   Yes
## 2778       185.40    No
## 2779       966.25    No
## 2780       758.60   Yes
## 2781      1863.80   Yes
## 2782       265.80    No
## 2783      3297.00    No
## 2784      4107.30    No
## 2785       396.30   Yes
## 2786      2809.05    No
## 2787      1567.55    No
## 2788      1851.45    No
## 2789      6028.95    No
## 2790      2072.75    No
## 2791      5551.15   Yes
## 2792      4317.35    No
## 2793       736.80    No
## 2794       336.15    No
## 2795      1522.65    No
## 2796       622.90   Yes
## 2797      4959.60    No
## 2798       329.95   Yes
## 2799      1048.85   Yes
## 2800      1001.50    No
## 2801       442.60    No
## 2802      6703.50    No
## 2803      3351.55   Yes
## 2804       779.25    No
## 2805       259.80   Yes
## 2806      3483.45    No
## 2807      4890.50    No
## 2808       136.75    No
## 2809       184.15    No
## 2810      1315.00    No
## 2811      6767.10    No
## 2812       757.95    No
## 2813      6890.00   Yes
## 2814      1657.40    No
## 2815      3008.55    No
## 2816       262.05   Yes
## 2817      8165.10    No
## 2818       875.55    No
## 2819      2649.15   Yes
## 2820       220.65    No
## 2821      1301.90    No
## 2822        74.40   Yes
## 2823      3326.20   Yes
## 2824       790.00    No
## 2825      1237.65    No
## 2826       378.60    No
## 2827       592.65    No
## 2828        50.15    No
## 2829        20.45    No
## 2830       560.85   Yes
## 2831      3638.25    No
## 2832      1060.20   Yes
## 2833      2921.75    No
## 2834      4017.45    No
## 2835       854.90    No
## 2836      4174.35    No
## 2837      4920.55    No
## 2838        20.50   Yes
## 2839       810.30    No
## 2840       772.40    No
## 2841      1936.85    No
## 2842        79.80    No
## 2843       202.25    No
## 2844      1070.50    No
## 2845       347.65   Yes
## 2846       999.90    No
## 2847       113.10    No
## 2848      2015.80    No
## 2849      1454.25    No
## 2850       246.70    No
## 2851      6017.90    No
## 2852      5817.45    No
## 2853      5595.30    No
## 2854      4765.00    No
## 2855      1201.65    No
## 2856       867.30    No
## 2857        50.15    No
## 2858      3007.25    No
## 2859       252.75    No
## 2860      6306.50    No
## 2861      6841.05    No
## 2862        81.95   Yes
## 2863       451.10   Yes
## 2864        44.60    No
## 2865       226.20    No
## 2866      7082.50    No
## 2867      1017.35    No
## 2868       527.35    No
## 2869      2146.50    No
## 2870       455.30   Yes
## 2871      5969.85    No
## 2872      1235.55   Yes
## 2873      1014.25    No
## 2874      2362.10   Yes
## 2875      1225.65    No
## 2876      1873.70   Yes
## 2877       386.50    No
## 2878      6010.05   Yes
## 2879      1850.65    No
## 2880      7101.50   Yes
## 2881      1043.40    No
## 2882      1910.75    No
## 2883       716.10    No
## 2884      1686.15    No
## 2885      6716.45    No
## 2886      7839.85    No
## 2887      6236.75    No
## 2888        45.05   Yes
## 2889        71.00   Yes
## 2890      2919.85    No
## 2891      3309.25   Yes
## 2892        79.70   Yes
## 2893        20.45    No
## 2894      1254.70   Yes
## 2895      2896.40   Yes
## 2896       717.50    No
## 2897       253.80    No
## 2898      1110.05    No
## 2899       348.80    No
## 2900      3888.65    No
## 2901        69.25   Yes
## 2902      6843.15    No
## 2903       450.90    No
## 2904       432.25    No
## 2905      1767.35   Yes
## 2906      1742.45    No
## 2907       297.35    No
## 2908      1820.45   Yes
## 2909      1742.95   Yes
## 2910      2444.25    No
## 2911       949.80    No
## 2912        73.50   Yes
## 2913      2970.80    No
## 2914      3334.95    No
## 2915      2010.95    No
## 2916      4684.30    No
## 2917      2181.55    No
## 2918      1303.25    No
## 2919       371.40    No
## 2920      2409.90    No
## 2921      6155.40    No
## 2922       829.10   Yes
## 2923      2602.90   Yes
## 2924      4667.00    No
## 2925       824.75   Yes
## 2926      5153.50    No
## 2927      8182.85    No
## 2928        69.90    No
## 2929      6683.40    No
## 2930      1564.05    No
## 2931       755.60    No
## 2932      3465.05    No
## 2933      6292.70    No
## 2934      1664.30    No
## 2935       198.10    No
## 2936      6045.90    No
## 2937      4108.15    No
## 2938      5980.75    No
## 2939      5043.20    No
## 2940      1029.75   Yes
## 2941      2854.55   Yes
## 2942      7114.25    No
## 2943       907.05    No
## 2944       973.95    No
## 2945       605.75    No
## 2946       661.55    No
## 2947      4116.90    No
## 2948      4494.65    No
## 2949      4259.30   Yes
## 2950      3282.75    No
## 2951        55.70    No
## 2952      1274.45    No
## 2953       493.95    No
## 2954      2239.65   Yes
## 2955       480.75   Yes
## 2956       635.60   Yes
## 2957      5038.15    No
## 2958       324.20    No
## 2959        19.55    No
## 2960      2793.55    No
## 2961      2095.00   Yes
## 2962       648.65    No
## 2963        95.05   Yes
## 2964       917.15    No
## 2965      1346.90    No
## 2966      4242.35   Yes
## 2967       672.70    No
## 2968      6561.25    No
## 2969       268.45    No
## 2970      7337.55    No
## 2971       331.90   Yes
## 2972      5194.05    No
## 2973      4478.85    No
## 2974      6283.30   Yes
## 2975      2659.40   Yes
## 2976       196.90    No
## 2977       439.20    No
## 2978        19.50    No
## 2979      2107.15    No
## 2980      3035.80    No
## 2981      1866.45    No
## 2982      1430.95    No
## 2983      1071.60    No
## 2984      6457.15    No
## 2985       684.05    No
## 2986      3914.05    No
## 2987      3842.60    No
## 2988       670.35    No
## 2989      7880.25    No
## 2990        19.20    No
## 2991       298.45   Yes
## 2992      3371.75    No
## 2993       442.45    No
## 2994        20.40    No
## 2995      2345.55    No
## 2996        25.25    No
## 2997      1156.35    No
## 2998      6143.15   Yes
## 2999       144.80    No
## 3000       414.95    No
## 3001      1059.55   Yes
## 3002       181.80    No
## 3003      2212.55    No
## 3004      2180.55   Yes
## 3005        89.15   Yes
## 3006       459.95    No
## 3007      1036.75   Yes
## 3008      2276.95   Yes
## 3009       211.95    No
## 3010        25.00    No
## 3011      3162.65    No
## 3012       210.65    No
## 3013      3566.70    No
## 3014      2080.10    No
## 3015      4040.20    No
## 3016      5186.00    No
## 3017       196.15   Yes
## 3018      1087.45    No
## 3019      1672.15    No
## 3020      1206.05   Yes
## 3021      1113.95    No
## 3022       107.05    No
## 3023        38.15    No
## 3024      6339.30    No
## 3025       184.10    No
## 3026      1688.90    No
## 3027      1378.25   Yes
## 3028       137.60    No
## 3029       219.00   Yes
## 3030      1067.15   Yes
## 3031        79.55   Yes
## 3032      3444.85   Yes
## 3033       369.05    No
## 3034      7553.60    No
## 3035        84.50   Yes
## 3036      1813.10    No
## 3037      3321.35    No
## 3038       707.50    No
## 3039      7112.15    No
## 3040      4641.10    No
## 3041      7690.90   Yes
## 3042        49.90    No
## 3043      1380.10   Yes
## 3044        78.65   Yes
## 3045        45.40   Yes
## 3046      3094.65    No
## 3047      6518.35    No
## 3048      2585.95   Yes
## 3049        82.70    No
## 3050        58.85   Yes
## 3051       425.90   Yes
## 3052      6342.70    No
## 3053      2030.75    No
## 3054      6700.05    No
## 3055      7244.70    No
## 3056      3678.30   Yes
## 3057      3486.65    No
## 3058       411.15    No
## 3059       937.50   Yes
## 3060      1559.15    No
## 3061       970.40    No
## 3062      2483.50   Yes
## 3063       828.20    No
## 3064      3810.55    No
## 3065      1493.20    No
## 3066        45.80    No
## 3067       777.30    No
## 3068       556.35   Yes
## 3069      4911.05    No
## 3070       187.35    No
## 3071       307.60    No
## 3072      4318.35    No
## 3073      4820.55    No
## 3074      3038.55    No
## 3075      2136.90    No
## 3076      7472.15    No
## 3077       389.10   Yes
## 3078      2296.25    No
## 3079       187.45   Yes
## 3080       261.25   Yes
## 3081        38.45    No
## 3082       299.20   Yes
## 3083      3043.60    No
## 3084      1506.40    No
## 3085       163.70    No
## 3086       323.25   Yes
## 3087      1640.00    No
## 3088       762.10   Yes
## 3089      3846.35    No
## 3090      5646.60    No
## 3091        53.50   Yes
## 3092        79.05    No
## 3093        25.10   Yes
## 3094      1516.60    No
## 3095      2224.50    No
## 3096       888.75    No
## 3097      4310.35    No
## 3098        42.90    No
## 3099      2365.15   Yes
## 3100       353.65    No
## 3101      5073.10    No
## 3102      4526.85    No
## 3103       308.25   Yes
## 3104        19.45   Yes
## 3105       678.45    No
## 3106      1237.30    No
## 3107      1023.95    No
## 3108      8182.75    No
## 3109      4532.30    No
## 3110      1444.05    No
## 3111        19.10    No
## 3112      7372.65   Yes
## 3113      7325.10    No
## 3114      3474.20    No
## 3115       392.65    No
## 3116      1058.60   Yes
## 3117      3990.75    No
## 3118      7475.85    No
## 3119       835.50    No
## 3120      2628.60   Yes
## 3121      1718.35    No
## 3122      1023.90   Yes
## 3123      1193.55    No
## 3124      1205.50    No
## 3125      5776.45    No
## 3126        78.90    No
## 3127      1025.15    No
## 3128       856.35   Yes
## 3129       122.00    No
## 3130      6602.90    No
## 3131      1712.90    No
## 3132      5682.25    No
## 3133        74.30    No
## 3134      3635.15    No
## 3135       702.90    No
## 3136      3734.25   Yes
## 3137      1144.50   Yes
## 3138      4454.25    No
## 3139        45.30   Yes
## 3140        75.60   Yes
## 3141      1117.55    No
## 3142       180.25   Yes
## 3143        19.80   Yes
## 3144       930.05    No
## 3145       110.15    No
## 3146       333.60   Yes
## 3147       465.05   Yes
## 3148      1669.40    No
## 3149      3545.10    No
## 3150       504.05    No
## 3151       440.20    No
## 3152      1151.55    No
## 3153      2475.35    No
## 3154      1249.25    No
## 3155       317.75    No
## 3156       535.05    No
## 3157       461.30    No
## 3158       431.00   Yes
## 3159       878.35   Yes
## 3160       335.75    No
## 3161      3121.40    No
## 3162       324.80    No
## 3163      1394.55    No
## 3164      3413.25    No
## 3165      3143.65    No
## 3166       439.75    No
## 3167       664.40    No
## 3168      4759.55    No
## 3169      1033.00    No
## 3170      3482.85    No
## 3171      2688.45    No
## 3172       435.25    No
## 3173      2448.75   Yes
## 3174       307.00    No
## 3175      2689.35    No
## 3176      1329.20   Yes
## 3177      1281.25    No
## 3178      3527.00    No
## 3179      4348.65   Yes
## 3180       561.15    No
## 3181        63.60    No
## 3182      5129.30    No
## 3183      4285.80    No
## 3184        93.70   Yes
## 3185      5894.50    No
## 3186        25.05   Yes
## 3187      1160.75    No
## 3188      3091.75    No
## 3189       365.55   Yes
## 3190       272.95    No
## 3191      3632.00    No
## 3192       381.20    No
## 3193      1035.50    No
## 3194        52.00    No
## 3195      2342.20   Yes
## 3196       653.90    No
## 3197        71.20    No
## 3198      1498.20   Yes
## 3199      4178.65    No
## 3200      1821.80    No
## 3201      5278.15   Yes
## 3202      4024.20    No
## 3203        55.25    No
## 3204      6520.80    No
## 3205       854.90    No
## 3206      8308.90    No
## 3207       109.20    No
## 3208        92.05    No
## 3209      3420.50    No
## 3210        93.85   Yes
## 3211      4068.00    No
## 3212       337.90    No
## 3213      3168.75    No
## 3214      1412.40    No
## 3215      3974.70    No
## 3216      3439.00    No
## 3217        50.45   Yes
## 3218        42.45    No
## 3219      5461.45    No
## 3220       571.75    No
## 3221      5498.20    No
## 3222        96.85    No
## 3223       111.05    No
## 3224        94.40    No
## 3225       521.10   Yes
## 3226       923.85    No
## 3227       141.10    No
## 3228       628.65    No
## 3229      5576.30    No
## 3230      1046.10   Yes
## 3231      1245.60    No
## 3232      1287.85    No
## 3233      1939.35    No
## 3234       118.25    No
## 3235       452.55    No
## 3236      2696.55    No
## 3237       875.35    No
## 3238      1267.05    No
## 3239       494.90    No
## 3240       799.00    No
## 3241      5763.30   Yes
## 3242        20.10   Yes
## 3243       106.90    No
## 3244       710.05    No
## 3245       568.20    No
## 3246      1900.25   Yes
## 3247       159.15   Yes
## 3248      8012.75    No
## 3249       856.65   Yes
## 3250       551.30    No
## 3251       184.95    No
## 3252      4056.75   Yes
## 3253      1096.65    No
## 3254      3684.95    No
## 3255      1752.45    No
## 3256      7210.85    No
## 3257      5264.50    No
## 3258      2157.30    No
## 3259        24.40    No
## 3260       433.95    No
## 3261      2435.15   Yes
## 3262      5607.75    No
## 3263      2874.15   Yes
## 3264      4433.30    No
## 3265       964.35    No
## 3266      1974.80   Yes
## 3267      1460.85    No
## 3268       951.55    No
## 3269      1821.20    No
## 3270      1600.95    No
## 3271       399.25    No
## 3272      1218.55   Yes
## 3273        81.70   Yes
## 3274      2171.15   Yes
## 3275      3634.80    No
## 3276       292.40    No
## 3277       317.25   Yes
## 3278       218.55    No
## 3279      5071.90    No
## 3280      1423.35    No
## 3281      3068.60    No
## 3282      4690.65    No
## 3283      6157.60    No
## 3284      1442.65    No
## 3285      3369.05    No
## 3286      4671.65    No
## 3287      3474.05   Yes
## 3288      1875.55   Yes
## 3289       272.35    No
## 3290      3645.05    No
## 3291       135.75    No
## 3292      1319.85    No
## 3293       229.40    No
## 3294       370.25    No
## 3295        69.10   Yes
## 3296      5714.20    No
## 3297      1233.25    No
## 3298      3571.60    No
## 3299        83.30    No
## 3300      8035.95    No
## 3301       579.40    No
## 3302        69.60   Yes
## 3303      3066.45   Yes
## 3304       305.55   Yes
## 3305      7634.25    No
## 3306      3653.00    No
## 3307       241.30    No
## 3308      3870.30    No
## 3309       387.90    No
## 3310       527.50    No
## 3311        78.45   Yes
## 3312      2104.55    No
## 3313        20.30    No
## 3314        19.20    No
## 3315      3019.10    No
## 3316      7051.95    No
## 3317      1190.50    No
## 3318      4448.80    No
## 3319       255.25   Yes
## 3320       146.90   Yes
## 3321      1011.05    No
## 3322      1714.95    No
## 3323       762.50   Yes
## 3324       535.35    No
## 3325        75.55    No
## 3326       338.90   Yes
## 3327      2497.35   Yes
## 3328      6273.40    No
## 3329        70.25    No
## 3330       908.75    No
## 3331      4913.30   Yes
## 3333        46.30   Yes
## 3334       212.30    No
## 3335      4443.45   Yes
## 3336       316.20    No
## 3337      1079.05    No
## 3338       564.65    No
## 3339      1095.65   Yes
## 3340      6161.90    No
## 3341       446.05   Yes
## 3342      2106.05    No
## 3343      2511.55    No
## 3344       318.60    No
## 3345       811.80   Yes
## 3346      7323.15    No
## 3347       186.05    No
## 3348       454.00    No
## 3349      7521.95    No
## 3350      1056.95   Yes
## 3351        44.15   Yes
## 3352       834.15   Yes
## 3353        85.45   Yes
## 3354       999.80    No
## 3355      2369.70    No
## 3356      6297.65    No
## 3357       239.55   Yes
## 3358        59.20   Yes
## 3359      1461.45    No
## 3360       416.40    No
## 3361      1060.60   Yes
## 3362      4869.35    No
## 3363        54.90   Yes
## 3364      3265.95    No
## 3365      2254.20   Yes
## 3366       358.15    No
## 3367      2939.80    No
## 3368      4652.40    No
## 3369      4408.45    No
## 3370       580.80    No
## 3371      2495.20    No
## 3372       180.30   Yes
## 3373      5913.95    No
## 3374       158.40   Yes
## 3375       104.20   Yes
## 3376      1389.35    No
## 3377        19.40    No
## 3378      1629.20    No
## 3379      6033.10    No
## 3380        44.40    No
## 3381        95.10   Yes
## 3382      3320.75    No
## 3383      1867.70    No
## 3384       438.00   Yes
## 3385       325.45   Yes
## 3386      1148.10   Yes
## 3387      3972.25    No
## 3388       155.90    No
## 3389      3673.15    No
## 3390        70.60    No
## 3391      1126.75    No
## 3392        73.45    No
## 3393      2413.05    No
## 3394      6912.70    No
## 3395      1581.95    No
## 3396      5586.45    No
## 3397      5846.65    No
## 3398      6424.70    No
## 3399      6018.65    No
## 3400      3373.40    No
## 3401      1537.90    No
## 3402      1080.55    No
## 3403       355.20   Yes
## 3404        82.85    No
## 3405      2016.45    No
## 3406      5327.25    No
## 3407       683.25    No
## 3408      1263.05    No
## 3409       151.30   Yes
## 3410      7714.65    No
## 3411       188.70   Yes
## 3412      5549.40   Yes
## 3413       130.50    No
## 3414      2621.75    No
## 3415      1875.25    No
## 3416      5685.80   Yes
## 3417       837.50    No
## 3418       401.50    No
## 3419      6118.95    No
## 3420      6480.90    No
## 3421      1800.05    No
## 3422      7104.20    No
## 3423      4214.25    No
## 3424        50.60   Yes
## 3425       863.10   Yes
## 3426      1992.20    No
## 3427        69.80   Yes
## 3428      1948.35    No
## 3429      4750.95   Yes
## 3430      1007.90    No
## 3431      5036.90    No
## 3432      2391.80   Yes
## 3433      6859.05    No
## 3434      6521.90    No
## 3435       617.85    No
## 3436       157.75    No
## 3437       516.30    No
## 3438      2364.00    No
## 3439      1687.95   Yes
## 3440      7689.95   Yes
## 3441      6239.05    No
## 3442      2042.05    No
## 3443      2807.10    No
## 3444      4116.80    No
## 3445      1317.95    No
## 3446      4594.65    No
## 3447      6332.75    No
## 3448      3213.75    No
## 3449       229.55   Yes
## 3450      4976.15    No
## 3451      7308.95    No
## 3452      4555.20    No
## 3453        44.95    No
## 3454      6982.50    No
## 3455      1025.15    No
## 3456        90.55   Yes
## 3457      5714.20    No
## 3458        19.50    No
## 3459      2274.35   Yes
## 3460       789.55    No
## 3461      4834.00    No
## 3462      3131.80    No
## 3463       602.55   Yes
## 3464      3369.25    No
## 3465      2674.15    No
## 3466       199.75    No
## 3467      1790.80    No
## 3468       449.75   Yes
## 3469        19.70    No
## 3470      1400.30    No
## 3471       411.60    No
## 3472       741.00    No
## 3473      5841.35    No
## 3474      4512.70   Yes
## 3475      5688.45    No
## 3476        31.90    No
## 3477      6674.65    No
## 3478      1345.75    No
## 3479      1843.05    No
## 3480       196.95   Yes
## 3481      1433.80    No
## 3482       214.55    No
## 3483       865.85    No
## 3484      1358.60    No
## 3485      3147.15    No
## 3486       131.05   Yes
## 3487      4535.85    No
## 3488      1078.75    No
## 3489       542.40    No
## 3490      2312.55    No
## 3491       415.05   Yes
## 3492      3250.45    No
## 3493        98.50    No
## 3494        87.90    No
## 3495       754.65   Yes
## 3496        75.35   Yes
## 3497      1952.25    No
## 3498       153.80    No
## 3499      3198.60   Yes
## 3500        20.90   Yes
## 3501      5610.15    No
## 3502      4519.50    No
## 3503      2440.25    No
## 3504      6860.60    No
## 3505      1377.70    No
## 3506       190.25    No
## 3507      1651.95    No
## 3508        78.30    No
## 3509      7939.25    No
## 3510        44.90    No
## 3511       576.70    No
## 3512      1279.00    No
## 3513      1260.70    No
## 3514       267.35    No
## 3515      6586.85    No
## 3516       934.15    No
## 3517       123.65   Yes
## 3518      7534.65   Yes
## 3519        19.45    No
## 3520      3645.60    No
## 3521       314.45    No
## 3522      3053.00    No
## 3523       677.05    No
## 3524      7965.95    No
## 3525       906.85   Yes
## 3526      4888.70   Yes
## 3527       237.25   Yes
## 3528        74.60   Yes
## 3529       342.40   Yes
## 3530       140.10    No
## 3531      1108.00    No
## 3532       295.55    No
## 3533       892.65   Yes
## 3534       198.25    No
## 3535      4822.85   Yes
## 3536      6741.15    No
## 3537        79.15    No
## 3538      1355.45    No
## 3539      7209.00    No
## 3540       438.40   Yes
## 3541      7726.35    No
## 3542      2070.75    No
## 3543      1636.95    No
## 3544      7581.50    No
## 3545      3019.50   Yes
## 3546      4729.75    No
## 3547      6126.10    No
## 3548      6333.40    No
## 3549      6687.85    No
## 3550      4158.25    No
## 3551      3183.40   Yes
## 3552        79.60   Yes
## 3553      7149.35    No
## 3554      1429.65    No
## 3555       472.65    No
## 3556      1734.50   Yes
## 3557       113.50    No
## 3558      1884.65    No
## 3559      2568.15    No
## 3560       470.00    No
## 3561       278.40    No
## 3562      2088.80   Yes
## 3563       502.60   Yes
## 3564      2595.85    No
## 3565      5825.50    No
## 3566        50.75   Yes
## 3567      4449.75    No
## 3568      1208.35   Yes
## 3569      1956.40    No
## 3570       310.60    No
## 3571       290.55    No
## 3572      2096.10    No
## 3573      2665.00    No
## 3574       543.80    No
## 3575        20.35    No
## 3576      3005.80    No
## 3577      1623.15    No
## 3578      2498.40   Yes
## 3579      2586.00    No
## 3580      3292.30    No
## 3581       651.40   Yes
## 3582      4674.55    No
## 3583       232.35    No
## 3584      2448.50    No
## 3585       658.10    No
## 3586      3128.80    No
## 3587       223.45   Yes
## 3588       919.40   Yes
## 3589       653.95    No
## 3590      1825.50    No
## 3591       943.10    No
## 3592       181.65   Yes
## 3593        45.65   Yes
## 3594       551.35   Yes
## 3595       359.40    No
## 3596       115.95   Yes
## 3597       165.20   Yes
## 3598      2338.35    No
## 3599        46.30    No
## 3600      3541.10    No
## 3601      4146.05   Yes
## 3602      1087.25    No
## 3603      2522.40    No
## 3604        81.00   Yes
## 3605       717.30    No
## 3606      1734.20    No
## 3607      7069.30    No
## 3608       742.90    No
## 3609      3017.65   Yes
## 3610      6423.00    No
## 3611      1164.30   Yes
## 3612      4220.35    No
## 3613      1558.70    No
## 3614      2743.45    No
## 3615      4055.50    No
## 3616      2710.25   Yes
## 3617      6055.55    No
## 3618       810.70   Yes
## 3619      2538.20    No
## 3620      6129.20    No
## 3621      1750.85    No
## 3622        36.55   Yes
## 3623      6652.45    No
## 3624      2575.45    No
## 3625      6019.35    No
## 3626      1379.60    No
## 3627      1284.20    No
## 3628       296.15    No
## 3629       653.25    No
## 3630       412.60    No
## 3631        85.50   Yes
## 3632        49.55   Yes
## 3633      1928.70    No
## 3634        71.25    No
## 3635      7845.80    No
## 3636      1750.70    No
## 3637       216.20    No
## 3638       178.50   Yes
## 3639       115.10   Yes
## 3640      6029.00    No
## 3641      2745.20   Yes
## 3642      3721.90    No
## 3643      3121.10    No
## 3644       990.45    No
## 3645      1004.35    No
## 3646       157.65    No
## 3647      3219.75    No
## 3648       572.85    No
## 3649      4554.85    No
## 3650      1847.55    No
## 3651      1766.75    No
## 3652      1462.05    No
## 3653        25.25   Yes
## 3654      2193.20    No
## 3655      2433.50    No
## 3656       641.15    No
## 3657      2398.40    No
## 3658       861.85    No
## 3659       583.00    No
## 3660      7332.40    No
## 3661       249.55    No
## 3662      4475.90    No
## 3663       416.45   Yes
## 3664       788.60    No
## 3665       202.30    No
## 3666      6994.60    No
## 3667      4116.15   Yes
## 3668      2263.45    No
## 3669      1374.35    No
## 3670      4915.15    No
## 3671       838.50    No
## 3672        75.10   Yes
## 3673      3715.65   Yes
## 3674      4273.45   Yes
## 3675        45.80   Yes
## 3676        20.50    No
## 3677      2044.75    No
## 3678        30.55    No
## 3679      1398.25    No
## 3680        20.10   Yes
## 3681       328.95   Yes
## 3682      4680.05   Yes
## 3683        69.10   Yes
## 3684      3778.20    No
## 3685      3161.40    No
## 3686      2188.45    No
## 3687       999.45   Yes
## 3688      1888.65   Yes
## 3689      3990.60    No
## 3690        71.15   Yes
## 3691      1240.25   Yes
## 3692      2635.00    No
## 3693       235.00    No
## 3694      2347.85    No
## 3695      7156.20   Yes
## 3696      3089.60    No
## 3697       270.80   Yes
## 3698      2901.80    No
## 3699      4949.10    No
## 3700      2198.90    No
## 3701       374.50   Yes
## 3702       761.95    No
## 3703      1520.90   Yes
## 3704       190.25    No
## 3705      5163.00    No
## 3706      4059.85    No
## 3707      2281.60    No
## 3708      1356.70    No
## 3709       231.45    No
## 3710        50.75    No
## 3711       242.40    No
## 3712      4264.25    No
## 3713      2774.55    No
## 3714      3605.20   Yes
## 3715      4069.90    No
## 3716       874.20    No
## 3717      1145.35   Yes
## 3718      1323.70    No
## 3719      5497.05    No
## 3720       534.70    No
## 3721      2455.05    No
## 3722        38.70   Yes
## 3723       947.40    No
## 3724       357.00    No
## 3725      1476.25    No
## 3726        70.80   Yes
## 3727      1448.60   Yes
## 3728       291.90   Yes
## 3729      5903.15    No
## 3730      1201.65    No
## 3731      5921.35   Yes
## 3732       146.65    No
## 3733      1759.40    No
## 3734       844.45    No
## 3735      7774.05    No
## 3736       134.05    No
## 3737       140.95    No
## 3738       249.95   Yes
## 3739      1701.65    No
## 3740       592.65    No
## 3741       135.75    No
## 3742      7732.65    No
## 3743      4282.40    No
## 3744       219.65   Yes
## 3745      2018.10    No
## 3746       669.00   Yes
## 3747        68.95   Yes
## 3748       224.85    No
## 3749      3771.50    No
## 3750       196.75   Yes
## 3751       943.85    No
## 3752      6572.85    No
## 3753      3175.85    No
## 3754        29.15    No
## 3755        20.05    No
## 3756       318.90   Yes
## 3757        24.45   Yes
## 3758      2762.75    No
## 3759        49.55    No
## 3760       631.85   Yes
## 3761       232.50    No
## 3762      5919.35    No
## 3763       749.25    No
## 3764       307.40   Yes
## 3765       245.15    No
## 3766       134.75    No
## 3767        55.80   Yes
## 3768      8240.85    No
## 3769      4266.40    No
## 3770      1077.50    No
## 3771      1115.60    No
## 3772        79.05   Yes
## 3773        95.00   Yes
## 3774        25.20   Yes
## 3775      4079.55    No
## 3776      4187.75   Yes
## 3777      2391.15    No
## 3778       890.50    No
## 3779       137.25    No
## 3780      5154.60   Yes
## 3781      3119.90    No
## 3782       529.50    No
## 3783       966.55    No
## 3784      6936.85    No
## 3785      3496.30   Yes
## 3786       914.30   Yes
## 3787      1929.00    No
## 3788      5817.70    No
## 3789      6110.20   Yes
## 3790       178.80    No
## 3791        28.30   Yes
## 3792       435.00    No
## 3793      2351.80   Yes
## 3794       186.15    No
## 3795       445.85    No
## 3796       912.00    No
## 3797       679.55   Yes
## 3798      3581.60    No
## 3799      4222.95    No
## 3800      1994.30   Yes
## 3801      5930.05    No
## 3802      1505.85   Yes
## 3803        20.00    No
## 3804      5638.30   Yes
## 3805       797.25    No
## 3806        71.65   Yes
## 3807      1359.45    No
## 3808      2542.45   Yes
## 3809        54.70    No
## 3810       989.05    No
## 3811        44.55    No
## 3812        87.30    No
## 3813       351.55    No
## 3814      7297.75    No
## 3815      6301.70    No
## 3816       210.30   Yes
## 3817      3822.45    No
## 3818      1048.45    No
## 3819      6393.65    No
## 3820      1489.30    No
## 3821      8061.50    No
## 3822        74.20   Yes
## 3823       518.75    No
## 3824      5763.15    No
## 3825       238.50    No
## 3826      1031.70    No
## 3828        34.80    No
## 3829      1319.95    No
## 3830      4388.40   Yes
## 3831       420.20   Yes
## 3832      2177.45   Yes
## 3833      3950.85    No
## 3834       827.05    No
## 3835      3913.30   Yes
## 3836       533.50    No
## 3837      3756.45    No
## 3838       443.90   Yes
## 3839      2599.95    No
## 3840       284.30    No
## 3841      1740.80    No
## 3842      3436.10   Yes
## 3843      2462.55    No
## 3844        70.85   Yes
## 3845      3110.10   Yes
## 3846       280.85   Yes
## 3847       411.75    No
## 3848       198.60    No
## 3849       103.70    No
## 3850      6144.55   Yes
## 3851      4089.45    No
## 3852       864.20    No
## 3853        19.65    No
## 3854      3249.40    No
## 3855      5405.80    No
## 3856      3363.80    No
## 3857      7132.15    No
## 3858        93.55    No
## 3859      4138.90    No
## 3860      5121.75    No
## 3861       566.10    No
## 3862      2715.30    No
## 3863      1782.05    No
## 3864      1742.50    No
## 3865      2983.80   Yes
## 3866        24.00    No
## 3867       485.90    No
## 3868      1905.70    No
## 3869      1565.70   Yes
## 3870      4858.70    No
## 3871      3723.65    No
## 3872       298.35   Yes
## 3873       970.45    No
## 3874      1782.00    No
## 3875       405.70    No
## 3876      4534.90   Yes
## 3877      2415.95    No
## 3878      1157.05   Yes
## 3879      8297.50    No
## 3880        45.75   Yes
## 3881      2083.10    No
## 3882      4681.75    No
## 3883       176.20    No
## 3884      1001.20    No
## 3885      1594.75    No
## 3886       212.40    No
## 3887      7677.40    No
## 3888       815.50   Yes
## 3889        80.15   Yes
## 3890       259.65    No
## 3891      8109.80   Yes
## 3892      2386.85    No
## 3893       340.35    No
## 3894       419.35    No
## 3895      7990.05    No
## 3896      1402.25    No
## 3897       749.35    No
## 3898      8425.15    No
## 3899      1171.50    No
## 3900      5647.95    No
## 3901       708.80    No
## 3902      7567.20    No
## 3903        29.90    No
## 3904      4348.10    No
## 3905       635.90    No
## 3906       108.95   Yes
## 3907        78.80   Yes
## 3908      1682.40    No
## 3909      6925.90    No
## 3910       223.15    No
## 3911      5127.95   Yes
## 3912       874.80   Yes
## 3913      6758.45    No
## 3914      1874.30    No
## 3915       791.15    No
## 3916      4639.45    No
## 3917       143.90    No
## 3918        69.10   Yes
## 3919      1776.55   Yes
## 3920       536.40   Yes
## 3921      6172.00    No
## 3922      1559.45    No
## 3923      6079.00    No
## 3924        80.85   Yes
## 3925      4029.95   Yes
## 3926      2658.40    No
## 3927       383.55    No
## 3928        51.15   Yes
## 3929      1745.50    No
## 3930      2230.85    No
## 3931      7281.60    No
## 3932      1837.70    No
## 3933       149.55   Yes
## 3934       180.70    No
## 3935       411.45    No
## 3936      1328.35    No
## 3937       576.95    No
## 3938        68.45    No
## 3939       123.05    No
## 3940        78.65   Yes
## 3941       468.35    No
## 3942       174.70    No
## 3943        42.90   Yes
## 3944        44.00    No
## 3945       172.35    No
## 3946       139.35   Yes
## 3947       539.85   Yes
## 3948       300.40    No
## 3949      4968.00    No
## 3950       992.70    No
## 3951      4718.25   Yes
## 3952      5536.50    No
## 3953      7806.60    No
## 3954       434.10   Yes
## 3955      1563.90    No
## 3956      1332.40    No
## 3957       545.20   Yes
## 3958      6296.75    No
## 3959      1284.20   Yes
## 3960      3645.50    No
## 3961       161.45    No
## 3962       226.95    No
## 3963       646.85   Yes
## 3964      1441.65    No
## 3965      7511.30    No
## 3966      5621.85    No
## 3967      7919.80    No
## 3968       593.20    No
## 3969      1423.65    No
## 3970        69.95    No
## 3971      2763.35    No
## 3972       692.10   Yes
## 3973      2298.55    No
## 3974      2640.55    No
## 3975      2911.80    No
## 3976      1727.50   Yes
## 3977        86.60   Yes
## 3978      6705.70    No
## 3979       237.65    No
## 3980      1672.35    No
## 3981      2979.50   Yes
## 3982       695.75    No
## 3983      1654.60    No
## 3984        24.25   Yes
## 3985      1857.85    No
## 3986       825.10    No
## 3987      6424.25    No
## 3988       837.95   Yes
## 3989      4126.20    No
## 3990       330.80    No
## 3991      1337.45    No
## 3992       362.20   Yes
## 3993      5991.05    No
## 3994      4891.50    No
## 3995      5373.10   Yes
## 3996      2068.55   Yes
## 3997       487.05    No
## 3998      4131.20    No
## 3999      2301.15    No
## 4000       131.65   Yes
## 4001      4036.00    No
## 4002      4900.65    No
## 4003      5727.45    No
## 4004       743.05    No
## 4005      4804.65    No
## 4006        24.05   Yes
## 4007      1414.65    No
## 4008      1443.65    No
## 4009      2898.95    No
## 4010      5309.50    No
## 4011        20.40    No
## 4012       451.55    No
## 4013        50.55   Yes
## 4014       117.05    No
## 4015      5839.30    No
## 4016      1893.50    No
## 4017        45.35    No
## 4018      1654.45    No
## 4019       477.05    No
## 4020      1415.55   Yes
## 4021      4546.00    No
## 4022        20.50   Yes
## 4023       163.20    No
## 4024       849.90    No
## 4025       189.95    No
## 4026       321.90   Yes
## 4027      8058.55    No
## 4028       482.80   Yes
## 4029      7049.75    No
## 4030      2560.10    No
## 4031       286.80    No
## 4032      7982.50    No
## 4033      5683.60    No
## 4034      3994.05    No
## 4035       369.15    No
## 4036      4631.70    No
## 4037       401.95    No
## 4038      1534.05    No
## 4039      1093.00    No
## 4040       701.30    No
## 4041      1980.30    No
## 4042      2893.40    No
## 4043       262.30    No
## 4044      3886.85    No
## 4045      5917.55    No
## 4046       914.00   Yes
## 4047      2139.10    No
## 4048      5948.70    No
## 4049      3624.35    No
## 4050      4753.85    No
## 4051      5780.70    No
## 4052      6869.70    No
## 4053      1172.95   Yes
## 4054       662.95    No
## 4055      1765.95    No
## 4056      2431.95    No
## 4057       155.35   Yes
## 4058      1859.20    No
## 4059      3303.05   Yes
## 4060       134.35   Yes
## 4061      3409.10    No
## 4062       709.50    No
## 4063        70.50   Yes
## 4064       953.45   Yes
## 4065        50.15    No
## 4066        19.75   Yes
## 4067      3665.55    No
## 4068      5515.80    No
## 4069       272.00    No
## 4070      6668.00    No
## 4071      4052.40    No
## 4072       664.40    No
## 4073       718.55    No
## 4074       937.60   Yes
## 4075      5812.60   Yes
## 4076      2546.85    No
## 4077      6944.50    No
## 4078      1346.30    No
## 4079      1544.05   Yes
## 4080       765.15    No
## 4081       692.55    No
## 4082        69.60   Yes
## 4083      4059.35   Yes
## 4084      6851.65   Yes
## 4085        78.05   Yes
## 4086      1187.05    No
## 4087      5401.90    No
## 4088       247.00    No
## 4089       520.00   Yes
## 4090       706.60   Yes
## 4091        49.90    No
## 4092      1370.35    No
## 4093        20.25    No
## 4094      2215.25    No
## 4095        74.00    No
## 4096       214.40    No
## 4097      1871.15    No
## 4098      6171.20    No
## 4099        20.20   Yes
## 4100       161.45    No
## 4101      1013.20    No
## 4102       336.70    No
## 4103       333.65    No
## 4104      6511.80    No
## 4105       393.45    No
## 4106      7009.50    No
## 4107      2264.05   Yes
## 4108      6921.70    No
## 4109       600.25    No
## 4110        56.35   Yes
## 4111      4664.15    No
## 4112      1441.80    No
## 4113      5623.70    No
## 4114       695.85    No
## 4115      1028.75    No
## 4116      4155.95    No
## 4117       395.60    No
## 4118      6330.40    No
## 4119      2971.70    No
## 4120       638.00    No
## 4121      2034.25    No
## 4122      2510.20   Yes
## 4123      3419.50    No
## 4124      2427.35    No
## 4125      1760.25    No
## 4126      3551.65    No
## 4127       122.90    No
## 4128      1424.20    No
## 4129      2111.45   Yes
## 4130      2909.95    No
## 4131       374.00    No
## 4132        20.25   Yes
## 4133       300.80   Yes
## 4134      5581.05    No
## 4135      5676.65    No
## 4136      3379.25    No
## 4137       942.95    No
## 4138       232.40    No
## 4139        85.45   Yes
## 4140      2088.45    No
## 4141      6137.00   Yes
## 4142      1434.60    No
## 4143      3870.00    No
## 4144      2043.45   Yes
## 4145      2215.00    No
## 4146       842.25    No
## 4147      2576.20   Yes
## 4148      1901.00    No
## 4149       601.60    No
## 4150      3515.25   Yes
## 4151       605.45    No
## 4152      3094.05    No
## 4153      4929.55    No
## 4154       595.05    No
## 4155       469.80   Yes
## 4156      8436.25    No
## 4157        19.75    No
## 4158       492.00    No
## 4159       987.95    No
## 4160      5496.90    No
## 4161      1908.35    No
## 4162       107.10    No
## 4163      4575.35    No
## 4164      4309.55    No
## 4165      7922.75    No
## 4166       522.35    No
## 4167       587.70    No
## 4168      3876.20    No
## 4169      3778.85    No
## 4170      1457.25   Yes
## 4171      8349.45    No
## 4172       185.60   Yes
## 4173        19.50    No
## 4174      1066.90    No
## 4175       973.55   Yes
## 4176      1226.45    No
## 4177       342.30    No
## 4178       985.05    No
## 4179      3948.45    No
## 4180       828.05    No
## 4181        41.85   Yes
## 4182      6164.70    No
## 4183      2862.75   Yes
## 4184        33.60    No
## 4185       343.95   Yes
## 4186        20.70    No
## 4187      6590.50    No
## 4188       717.95    No
## 4189      2890.65   Yes
## 4190      4885.85    No
## 4191      1222.05   Yes
## 4192      6871.70    No
## 4193       405.60    No
## 4194       208.25    No
## 4195      1801.90    No
## 4196      3062.45    No
## 4197      1764.75    No
## 4198      1816.75    No
## 4199      1255.10    No
## 4200      5743.05   Yes
## 4201      3921.10    No
## 4202      1463.45    No
## 4203       189.45    No
## 4204        96.80    No
## 4205       408.50    No
## 4206      1846.65    No
## 4207      8456.75    No
## 4208      1011.50    No
## 4209      4263.40    No
## 4210      2549.10    No
## 4211      3965.05    No
## 4212      2496.70   Yes
## 4213        90.60   Yes
## 4214       288.05   Yes
## 4215       368.10   Yes
## 4216      7840.60    No
## 4217      6632.75    No
## 4218      1013.35    No
## 4219       152.95    No
## 4220      3772.65    No
## 4221      1026.35    No
## 4222        19.30    No
## 4223      5031.85    No
## 4224       220.40    No
## 4225      1416.50    No
## 4226       158.35    No
## 4227       256.60   Yes
## 4228      5542.55    No
## 4229        68.50   Yes
## 4230      8443.70    No
## 4231       791.75   Yes
## 4232      5708.20    No
## 4233        69.95   Yes
## 4234      2016.30    No
## 4235       326.65    No
## 4236      5471.75    No
## 4237        19.95    No
## 4238       346.40   Yes
## 4239      1061.60    No
## 4240      1971.50    No
## 4241       773.65   Yes
## 4242      1422.05   Yes
## 4243        19.75    No
## 4244      2460.35    No
## 4245       856.50    No
## 4246      1275.85    No
## 4247      7467.50    No
## 4248      7261.75    No
## 4249      5116.60    No
## 4250       660.05    No
## 4251      6590.80    No
## 4252      1208.15    No
## 4253      1033.90    No
## 4254      1885.15    No
## 4255      2467.10   Yes
## 4256       989.45   Yes
## 4257      2006.95    No
## 4258      5025.00    No
## 4259      4830.25   Yes
## 4260        59.75   Yes
## 4261      3088.25    No
## 4262      3134.70    No
## 4263        94.55   Yes
## 4264      8312.40    No
## 4265      4863.85    No
## 4266      6871.90   Yes
## 4267      6529.25   Yes
## 4268      6637.90    No
## 4269      3165.60    No
## 4270      1454.15   Yes
## 4271      6786.10    No
## 4272       543.00    No
## 4273      1327.15   Yes
## 4274      2404.15   Yes
## 4275       867.30    No
## 4276        25.75    No
## 4277       114.70   Yes
## 4278       109.50    No
## 4279      4692.95    No
## 4280       546.85    No
## 4281      1274.05    No
## 4282      1782.40    No
## 4283      5301.10    No
## 4284       280.35    No
## 4285      2897.95    No
## 4286      3371.00    No
## 4287       801.30    No
## 4288      6975.25   Yes
## 4289       257.05   Yes
## 4290      1079.45    No
## 4291        40.10   Yes
## 4292      6997.30    No
## 4293      2217.15   Yes
## 4294      1129.10   Yes
## 4295       979.05    No
## 4296      4119.40    No
## 4297      2568.55   Yes
## 4298      3349.10    No
## 4299       492.10    No
## 4300      1718.95    No
## 4301       605.25    No
## 4302      1344.50    No
## 4303      4267.15    No
## 4304      1121.05    No
## 4305       918.70    No
## 4306       521.80    No
## 4307      4469.10    No
## 4308      3580.30   Yes
## 4309      1729.35    No
## 4310      1073.30    No
## 4311      4566.50    No
## 4312       293.30   Yes
## 4313      2603.10    No
## 4314      1783.75    No
## 4315      2440.15   Yes
## 4316        79.55   Yes
## 4317      6322.10    No
## 4318        57.40    No
## 4319      4284.65    No
## 4320      7138.65    No
## 4321      1539.75    No
## 4322      1058.10    No
## 4323       123.80    No
## 4324      2781.85   Yes
## 4325      2731.00    No
## 4326        20.75    No
## 4327        89.10   Yes
## 4328       497.30    No
## 4329       711.15    No
## 4330      1607.20   Yes
## 4331      1490.95   Yes
## 4332      1898.10    No
## 4333      3273.95    No
## 4334      2929.75    No
## 4335       838.70    No
## 4336      1443.65    No
## 4337      7746.70    No
## 4338      6951.15    No
## 4339       214.75    No
## 4340      2669.45    No
## 4341       235.20    No
## 4342        92.65   Yes
## 4343      3103.25    No
## 4344       606.25   Yes
## 4345      5330.20    No
## 4346      1403.10    No
## 4347      2727.80    No
## 4348      5038.45    No
## 4349        19.10   Yes
## 4350        80.30   Yes
## 4351      1462.60    No
## 4352       150.60    No
## 4353      5960.50    No
## 4354        74.90   Yes
## 4355      1192.30    No
## 4356       314.55    No
## 4357        56.00    No
## 4358       330.80    No
## 4359       877.35    No
## 4360      2249.10    No
## 4361      2807.65    No
## 4362      1696.20    No
## 4363      1032.05    No
## 4364      4902.80    No
## 4365      4995.35    No
## 4366      5034.05    No
## 4367      1857.75    No
## 4368      1992.85    No
## 4369       751.65   Yes
## 4370        66.95   Yes
## 4371      1714.95    No
## 4372       343.60    No
## 4373        20.15    No
## 4374       520.10    No
## 4375      1387.45    No
## 4376      7383.70    No
## 4377      4483.95    No
## 4378      1706.45    No
## 4379      1327.40    No
## 4380      5974.30    No
## 4382      4515.85   Yes
## 4383       179.85    No
## 4384      5040.20    No
## 4385       165.00   Yes
## 4386       422.70    No
## 4387      3046.40   Yes
## 4388        20.25    No
## 4389       358.05    No
## 4390      2936.25    No
## 4391      1271.80    No
## 4392       530.05    No
## 4393        19.20    No
## 4394      1808.70   Yes
## 4395      1144.60    No
## 4396      7446.90   Yes
## 4397        25.10   Yes
## 4398      7556.90    No
## 4399      4858.70    No
## 4400      6595.00    No
## 4401       149.05    No
## 4402      4972.10    No
## 4403      1880.85   Yes
## 4404      2045.55    No
## 4405      2187.15    No
## 4406       477.55   Yes
## 4407      2976.95    No
## 4408       178.70    No
## 4409      5025.85    No
## 4410      3353.40    No
## 4411      1461.15    No
## 4412      2782.40    No
## 4413      1699.15    No
## 4414      1496.90   Yes
## 4415       452.20    No
## 4416      4428.45    No
## 4417      1322.55    No
## 4418        70.45   Yes
## 4419      3563.80   Yes
## 4420       139.75    No
## 4421      1927.30    No
## 4422      3000.25    No
## 4423      3021.30    No
## 4424      2245.40    No
## 4425        24.75   Yes
## 4426       944.65    No
## 4427      1264.20    No
## 4428      4917.75    No
## 4429      2012.70   Yes
## 4430      5743.30    No
## 4431      1864.65    No
## 4432      1221.65    No
## 4433      1390.85    No
## 4434       302.35    No
## 4435      1374.90    No
## 4436      1336.90    No
## 4437      1297.80    No
## 4438      6067.40    No
## 4439      1222.25    No
## 4440       487.95    No
## 4441      2548.55    No
## 4442       835.50    No
## 4443       242.05   Yes
## 4444        44.75    No
## 4445        63.75   Yes
## 4446      6218.45    No
## 4447       260.90   Yes
## 4448      7320.90    No
## 4449      2967.35   Yes
## 4450      6333.80    No
## 4451       939.70   Yes
## 4452      4200.25    No
## 4453      5950.20    No
## 4454      1037.75   Yes
## 4455        93.40    No
## 4456        50.45   Yes
## 4457      1614.90    No
## 4458      1573.95    No
## 4459      3624.30   Yes
## 4460       100.25   Yes
## 4461      1468.75    No
## 4462      2607.60    No
## 4463      1422.10   Yes
## 4464        69.85   Yes
## 4465       858.60   Yes
## 4466      1523.40    No
## 4467       324.30   Yes
## 4468      3435.60    No
## 4469       399.60   Yes
## 4470      4549.45    No
## 4471       322.50    No
## 4472      3273.55   Yes
## 4473      5375.15    No
## 4474      2510.70    No
## 4475      3090.05    No
## 4476        61.05    No
## 4477        20.90   Yes
## 4478       955.60    No
## 4479       140.40    No
## 4480      1493.10    No
## 4481        69.40   Yes
## 4482      1626.05    No
## 4483       541.15   Yes
## 4484      1784.90    No
## 4485        70.35    No
## 4486      6075.90    No
## 4487      5500.60    No
## 4488        73.10    No
## 4489      3229.40   Yes
## 4490      3399.85    No
## 4491      6431.05    No
## 4492        19.75    No
## 4493      1230.90    No
## 4494       454.65    No
## 4495       235.05    No
## 4496        70.10   Yes
## 4497      6595.90    No
## 4498      5867.00    No
## 4499       196.35    No
## 4500       909.25   Yes
## 4501      6449.15    No
## 4502       762.45    No
## 4503      5283.95   Yes
## 4504      1617.50   Yes
## 4505       785.75    No
## 4506      1776.00    No
## 4507      5396.25    No
## 4508       574.50    No
## 4509       400.30    No
## 4510        84.30   Yes
## 4511      2656.30    No
## 4512      1445.95    No
## 4513      5212.65    No
## 4514      6440.25   Yes
## 4515      2244.95    No
## 4516      1130.00    No
## 4517      6463.15    No
## 4518      1131.20   Yes
## 4519       585.95   Yes
## 4520      6252.70    No
## 4521        19.95   Yes
## 4522      2062.15    No
## 4523       587.10    No
## 4524       720.45    No
## 4525      2186.40   Yes
## 4526      2979.30    No
## 4527       956.65    No
## 4528      3201.55   Yes
## 4529      3973.20    No
## 4530       447.90    No
## 4531      1335.20    No
## 4532       661.25   Yes
## 4533      1111.85   Yes
## 4534      7555.00    No
## 4535        49.00    No
## 4536      3046.15   Yes
## 4537        69.35   Yes
## 4538       836.35    No
## 4539       272.20   Yes
## 4540      5293.40   Yes
## 4541        20.95    No
## 4542        50.55   Yes
## 4543      2570.00    No
## 4544       798.20    No
## 4545        80.55   Yes
## 4546        44.15    No
## 4547       916.90   Yes
## 4548      6487.20    No
## 4549      1855.65   Yes
## 4550      1556.85    No
## 4551      1988.05    No
## 4552      5432.20    No
## 4553       147.55    No
## 4554      8424.90    No
## 4555      2203.70    No
## 4556       387.40    No
## 4557       116.65   Yes
## 4558      3045.75    No
## 4559      2287.25   Yes
## 4560       130.50    No
## 4561       767.90    No
## 4562       446.80    No
## 4563      8100.25    No
## 4564       830.70   Yes
## 4565        20.00   Yes
## 4566      4689.15    No
## 4567      6754.35    No
## 4568      3540.65    No
## 4569      2184.60    No
## 4570      1054.60   Yes
## 4571       130.55    No
## 4572      1540.35    No
## 4573      6411.25    No
## 4574      1432.55    No
## 4575      7629.85    No
## 4576       101.90    No
## 4577       313.40    No
## 4578      6312.90    No
## 4579       629.55    No
## 4580      2640.55    No
## 4581      1372.45    No
## 4582      1212.25    No
## 4583      6237.05    No
## 4584      6310.90    No
## 4585      5031.00    No
## 4586        85.05   Yes
## 4587      8672.45    No
## 4588      2196.45    No
## 4589      3008.15    No
## 4590       220.80    No
## 4591      5779.60    No
## 4592       222.65    No
## 4593       914.60    No
## 4594       246.30    No
## 4595      2110.15   Yes
## 4596      5560.00    No
## 4597      1633.00    No
## 4598       547.65   Yes
## 4599       969.85    No
## 4600      2610.65    No
## 4601      6567.90    No
## 4602      4747.85    No
## 4603      1759.55    No
## 4604       101.10    No
## 4605      6496.15    No
## 4606      4234.15    No
## 4607       300.70    No
## 4608        59.55    No
## 4609      4323.35    No
## 4610      1466.10    No
## 4611      8684.80   Yes
## 4612      1776.45    No
## 4613      2933.95    No
## 4614      4370.25   Yes
## 4615       144.35    No
## 4616      4804.75    No
## 4617      1125.20    No
## 4618        39.85    No
## 4619       422.40    No
## 4620       251.75   Yes
## 4621      8332.15    No
## 4622       314.60    No
## 4623      4331.40    No
## 4624      6382.00    No
## 4625       740.30   Yes
## 4626       600.15    No
## 4627      5538.80    No
## 4628      7049.50    No
## 4629       690.50    No
## 4630       279.30    No
## 4631      1427.55    No
## 4632       452.70   Yes
## 4633        19.45   Yes
## 4634      1709.15    No
## 4635        53.15    No
## 4636       777.35    No
## 4637       860.85    No
## 4638      5012.10    No
## 4639       166.30   Yes
## 4640      2404.10    No
## 4641        70.00   Yes
## 4642        24.40    No
## 4643      4820.15   Yes
## 4644       209.90    No
## 4645       610.75    No
## 4646      3409.60   Yes
## 4647        70.70    No
## 4648       155.35    No
## 4649       144.00    No
## 4650      7875.00    No
## 4651       911.60    No
## 4652      1270.20   Yes
## 4653       478.10    No
## 4654      1561.50   Yes
## 4655       761.85    No
## 4656      2282.95    No
## 4657      1615.10    No
## 4658      1097.15    No
## 4659       369.30    No
## 4660      6725.30    No
## 4661        31.55   Yes
## 4662      6293.20    No
## 4663       432.50    No
## 4664       321.75   Yes
## 4665       147.15   Yes
## 4666      2434.45    No
## 4667       532.10    No
## 4668       375.25    No
## 4669       125.95    No
## 4670      1042.65    No
## 4671      1620.25    No
## 4672      2387.75   Yes
## 4673       659.35    No
## 4674      2660.20   Yes
## 4675      1285.80    No
## 4676      4211.55   Yes
## 4677       377.55    No
## 4678       990.90   Yes
## 4679       193.80   Yes
## 4680      6058.95    No
## 4681       964.90    No
## 4682       790.15   Yes
## 4683      2467.75   Yes
## 4684      2322.85    No
## 4685      7262.00   Yes
## 4686      4854.30    No
## 4687      7748.75    No
## 4688      1914.90   Yes
## 4689      6470.10    No
## 4690        57.40    No
## 4691      2019.80    No
## 4692      5688.05   Yes
## 4693      1522.70    No
## 4694      1334.50    No
## 4695       252.00    No
## 4696       700.45    No
## 4697      5655.45    No
## 4698      6747.35    No
## 4699      5265.10   Yes
## 4700      5174.35    No
## 4701       105.60    No
## 4702      2271.85    No
## 4703      2966.95    No
## 4704      1772.25   Yes
## 4705        61.15    No
## 4706       494.95    No
## 4707        44.45   Yes
## 4708      5290.45    No
## 4709      3346.80    No
## 4710      5219.65    No
## 4711       217.50    No
## 4712       607.70    No
## 4713      5431.40    No
## 4714      6004.85    No
## 4715      5957.90    No
## 4716      5442.05    No
## 4717      4370.25    No
## 4718      4428.60    No
## 4719       416.45    No
## 4720      3067.20   Yes
## 4721      6688.10    No
## 4722        20.25   Yes
## 4723      4224.70    No
## 4724        74.35   Yes
## 4725      4042.20    No
## 4726        62.05   Yes
## 4727      3580.95    No
## 4728      1198.80    No
## 4729      1755.35    No
## 4730      3772.50    No
## 4731      2877.95    No
## 4732       357.70    No
## 4733      1397.30    No
## 4734       959.90    No
## 4735      3182.95   Yes
## 4736      3704.15    No
## 4737      4620.40    No
## 4738      8312.75    No
## 4739       541.90   Yes
## 4740       929.30    No
## 4741       971.30   Yes
## 4742      1285.05    No
## 4743      1521.20    No
## 4744      3389.25    No
## 4745      1198.05    No
## 4746      3414.65    No
## 4747       162.45   Yes
## 4748       754.00    No
## 4749       467.15    No
## 4750       216.90   Yes
## 4751       373.00    No
## 4752       245.20   Yes
## 4753       481.10    No
## 4754       302.75   Yes
## 4755      1728.20    No
## 4756      2964.05    No
## 4757      2156.25    No
## 4758        60.10   Yes
## 4759      1051.90    No
## 4760        78.95   Yes
## 4761      5013.00    No
## 4762      1738.90    No
## 4763      2275.10    No
## 4764      5511.65    No
## 4765        98.50   Yes
## 4766      1316.90    No
## 4767      7993.30    No
## 4768        19.85    No
## 4769      1388.45    No
##  [ reached 'max' / getOption("max.print") -- omitted 2271 rows ]

Information value:

#dataset$Churn <- as.numeric(ifelse(dataset$Churn=="YES", 1, 0))

clean_dataset$Churn <- as.numeric(ifelse(clean_dataset$Churn == "Yes", 1, 0))

iv_ds <- create_infotables(data=clean_dataset,
                           y="Churn")
## [1] "Variable customerID was removed because it is a non-numeric variable with >1000 categories"
iv_summary <- iv_ds$Summary
iv_summary <- iv_summary[order(iv_summary$IV), ]
iv_summary$Variable <- factor(iv_summary$Variable, levels=iv_summary$Variable)

ggplot(iv_summary, aes(x=Variable, y=IV, fill = IV))+
  coord_flip() +
  scale_fill_gradient(low = "grey", high = "green") +
  geom_bar(stat = "identity")

WOE segun la variable más importante Contract:

ggplot(iv_ds$Tables$Contract, aes(x=Contract, y=WOE, fill = WOE))+
  scale_fill_gradient(low = "red", high = "green") +
  geom_bar(stat = "identity")

¿Y según tenure?:

ggplot(iv_ds$Tables$tenure, aes(x=tenure, y=WOE, fill = WOE))+
  scale_fill_gradient(low = "red", high = "green") +
  geom_bar(stat = "identity")

Preprocessing:

Hay variables categóricas que tienen el mismo valor, por lo tanto hay que modificarlas para notener misma información en dos variables si las pasamos a dummies:

clean_dataset <- data.frame(lapply(clean_dataset, function(x) {
                  gsub("No internet service", "No", x)}))
clean_dataset <- data.frame(lapply(clean_dataset, function(x) {
                  gsub("No phone service", "No", x)}))

tenure es una variable continua, pero con valores absolutos. Para evitar problemas de ordinalidad, la clasificaremos en rangos:

group_tenure <- function(tenure){
    if (tenure >= 0 & tenure <= 12){
        return('0-12 Month')
    }else if(tenure > 12 & tenure <= 24){
        return('12-24 Month')
    }else if (tenure > 24 & tenure <= 48){
        return('24-48 Month')
    }else if (tenure > 48 & tenure <=60){
        return('48-60 Month')
    }else if (tenure > 60){
        return('> 60 Month')
    }
}


clean_dataset$tenure <- as.numeric(clean_dataset$tenure)
clean_dataset$tenure_group <- sapply(clean_dataset$tenure,group_tenure)
clean_dataset$tenure_group <- as.factor(clean_dataset$tenure_group)

clean_dataset$tenure <- NULL
df <- clean_dataset[,names(clean_dataset) != "customerID"]



df$MonthlyCharges <- as.numeric(df$MonthlyCharges)
df$TotalCharges <- as.numeric(df$TotalCharges)

class_vars <- sapply(df, class)

cat_vars <- df[,class_vars=="factor"]
cat_vars$Churn <- NULL

class_vars
##           gender    SeniorCitizen          Partner       Dependents 
##         "factor"         "factor"         "factor"         "factor" 
##     PhoneService    MultipleLines  InternetService   OnlineSecurity 
##         "factor"         "factor"         "factor"         "factor" 
##     OnlineBackup DeviceProtection      TechSupport      StreamingTV 
##         "factor"         "factor"         "factor"         "factor" 
##  StreamingMovies         Contract PaperlessBilling    PaymentMethod 
##         "factor"         "factor"         "factor"         "factor" 
##   MonthlyCharges     TotalCharges            Churn     tenure_group 
##        "numeric"        "numeric"         "factor"         "factor"
library("fastDummies")

Dummies <- dummy_cols(df, select_columns = names(cat_vars), remove_first_dummy = TRUE)

df <- Dummies[,!names(Dummies) %in% names(cat_vars)]

df$Churn <- as.factor(df$Churn)

Modelos de clasificación:

Primero hacemos un split de las variables:

library("caret")

seed <- 12345 
  
set.seed(seed)

trainIndex <- createDataPartition(df$Churn, p = .80, 
                                  list = FALSE, 
                                  times = 1)
head(trainIndex)
##      Resample1
## [1,]         1
## [2,]         2
## [3,]         3
## [4,]         4
## [5,]         5
## [6,]         8

Separamos el dataframe en muestras de entrenamiento y de evaluación de resultados:

Train <- df[ trainIndex,]
Test  <- df[-trainIndex,]
head(Train)
##   MonthlyCharges TotalCharges Churn gender_Male SeniorCitizen_YES
## 1            447         2505     0           0                 0
## 2            802         1466     0           1                 0
## 3            740          157     1           1                 0
## 4            571         1400     0           1                 0
## 5           1033          925     1           0                 0
## 8            445         2609     0           0                 0
##   Partner_No Dependents_Yes PhoneService_Yes MultipleLines_Yes
## 1          0              0                0                 0
## 2          1              0                1                 0
## 3          1              0                1                 0
## 4          1              0                0                 0
## 5          1              0                1                 0
## 8          1              0                0                 0
##   InternetService_Fiber optic InternetService_No OnlineSecurity_Yes
## 1                           0                  0                  0
## 2                           0                  0                  1
## 3                           0                  0                  1
## 4                           0                  0                  1
## 5                           1                  0                  0
## 8                           0                  0                  1
##   OnlineBackup_No DeviceProtection_Yes TechSupport_Yes StreamingTV_Yes
## 1               0                    0               0               0
## 2               1                    1               0               0
## 3               0                    0               0               0
## 4               1                    1               1               0
## 5               1                    0               0               0
## 8               1                    0               0               0
##   StreamingMovies_Yes Contract_One year Contract_Two year
## 1                   0                 0                 0
## 2                   0                 1                 0
## 3                   0                 0                 0
## 4                   0                 1                 0
## 5                   0                 0                 0
## 8                   0                 0                 0
##   PaperlessBilling_No PaymentMethod_Mailed check
## 1                   0                          0
## 2                   1                          1
## 3                   0                          1
## 4                   1                          0
## 5                   0                          0
## 8                   1                          1
##   PaymentMethod_Bank transfer (automatic)
## 1                                       0
## 2                                       0
## 3                                       0
## 4                                       1
## 5                                       0
## 8                                       0
##   PaymentMethod_Credit card (automatic) tenure_group_24-48 Month
## 1                                     0                        0
## 2                                     0                        1
## 3                                     0                        0
## 4                                     0                        1
## 5                                     0                        0
## 8                                     0                        0
##   tenure_group_> 60 Month tenure_group_12-24 Month
## 1                       0                        0
## 2                       0                        0
## 3                       0                        0
## 4                       0                        0
## 5                       0                        0
## 8                       0                        0
##   tenure_group_48-60 Month
## 1                        0
## 2                        0
## 3                        0
## 4                        0
## 5                        0
## 8                        0

Debug de conexión de Rstudio a las paralelizaciones de los modelos:

# Installation of the doSNOW parallel library with all dependencies
doInstall <- TRUE # Change to FALSE if you don't want packages installed.
toInstall <- c("doSNOW") 
if((doInstall) && (!is.element(toInstall, installed.packages()[,1])))
{
    cat("Please install required package. Select server:"); chooseCRANmirror();
    install.packages(toInstall, dependencies = c("Depends", "Imports")) 
}
# load doSnow and (parallel for CPU info) library
library(doSNOW)
library(parallel)
# For doSNOW one can increase up to 128 nodes
# Each node requires 44 Mbyte RAM under WINDOWS.
# detect cores with parallel() package
nCores <- detectCores(logical = FALSE)
cat(nCores, " cores detected.")
## 4  cores detected.
# detect threads with parallel()
nThreads<- detectCores(logical = TRUE)
cat(nThreads, " threads detected.")
## 8  threads detected.
# Create doSNOW compute cluster (try 64)
# One can increase up to 128 nodes
# Each node requires 44 Mbyte RAM under WINDOWS.
cluster = makeCluster(nThreads, type = "SOCK")
class(cluster);
## [1] "SOCKcluster" "cluster"
# register the cluster
registerDoSNOW(cluster)
#get info
getDoParWorkers(); getDoParName();
## [1] 8
## [1] "doSNOW"
# insert parallel computation here
        
# stop cluster and remove clients
stopCluster(cluster); print("Cluster stopped.")
## [1] "Cluster stopped."
# insert serial backend, otherwise error in repetetive tasks
registerDoSEQ()
# clean up a bit.
invisible(gc); remove(nCores); remove(nThreads); remove(cluster); 

Regresión logística

fitControl <- trainControl(## 10-fold CV
                           method = "repeatedcv",
                           number = 10,
                           ## repeated ten times
                           repeats = 10,
                           )


## Logistic regression
lreg<-train(Churn ~ ., data = Train,
            method="glm",
            family=binomial(),
            trControl=fitControl)
summary(lreg)
## 
## Call:
## NULL
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -1.8269  -0.6808  -0.2839   0.7423   3.1911  
## 
## Coefficients:
##                                                   Estimate Std. Error
## (Intercept)                                      1.647e-01  1.979e-01
## MonthlyCharges                                  -1.981e-04  8.985e-05
## TotalCharges                                     2.559e-05  2.191e-05
## gender_Male                                     -6.771e-02  7.190e-02
## SeniorCitizen_YES                                1.091e-01  9.210e-02
## Partner_No                                       1.731e-01  8.482e-02
## Dependents_Yes                                  -8.301e-02  1.000e-01
## PhoneService_Yes                                -3.017e-01  1.458e-01
## MultipleLines_Yes                                3.861e-02  8.452e-02
## `\\`InternetService_Fiber optic\\``              8.820e-01  1.056e-01
## InternetService_No                              -1.167e+00  1.683e-01
## OnlineSecurity_Yes                              -4.562e-01  9.248e-02
## OnlineBackup_No                                  2.590e-01  8.231e-02
## DeviceProtection_Yes                            -1.687e-01  8.624e-02
## TechSupport_Yes                                 -3.930e-01  9.433e-02
## StreamingTV_Yes                                  2.584e-01  8.812e-02
## StreamingMovies_Yes                              1.419e-01  8.766e-02
## `\\`Contract_One year\\``                       -1.133e+00  1.152e-01
## `\\`Contract_Two year\\``                       -2.247e+00  1.993e-01
## PaperlessBilling_No                             -3.365e-01  8.364e-02
## `\\`PaymentMethod_Mailed check\\``              -2.704e-01  1.066e-01
## `\\`PaymentMethod_Bank transfer (automatic)\\`` -4.897e-01  1.048e-01
## `\\`PaymentMethod_Credit card (automatic)\\``   -5.215e-01  1.066e-01
## `\\`tenure_group_24-48 Month\\``                -5.824e-01  1.008e-01
## `\\`tenure_group_> 60 Month\\``                 -6.175e-01  1.297e-01
## `\\`tenure_group_12-24 Month\\``                -6.757e-01  1.133e-01
## `\\`tenure_group_48-60 Month\\``                -9.271e-01  1.442e-01
##                                                 z value Pr(>|z|)    
## (Intercept)                                       0.832  0.40521    
## MonthlyCharges                                   -2.205  0.02748 *  
## TotalCharges                                      1.168  0.24271    
## gender_Male                                      -0.942  0.34632    
## SeniorCitizen_YES                                 1.184  0.23632    
## Partner_No                                        2.041  0.04123 *  
## Dependents_Yes                                   -0.830  0.40648    
## PhoneService_Yes                                 -2.069  0.03853 *  
## MultipleLines_Yes                                 0.457  0.64784    
## `\\`InternetService_Fiber optic\\``               8.349  < 2e-16 ***
## InternetService_No                               -6.937 3.99e-12 ***
## OnlineSecurity_Yes                               -4.933 8.11e-07 ***
## OnlineBackup_No                                   3.146  0.00165 ** 
## DeviceProtection_Yes                             -1.956  0.05045 .  
## TechSupport_Yes                                  -4.166 3.10e-05 ***
## StreamingTV_Yes                                   2.932  0.00337 ** 
## StreamingMovies_Yes                               1.619  0.10542    
## `\\`Contract_One year\\``                        -9.828  < 2e-16 ***
## `\\`Contract_Two year\\``                       -11.269  < 2e-16 ***
## PaperlessBilling_No                              -4.024 5.72e-05 ***
## `\\`PaymentMethod_Mailed check\\``               -2.536  0.01121 *  
## `\\`PaymentMethod_Bank transfer (automatic)\\``  -4.674 2.95e-06 ***
## `\\`PaymentMethod_Credit card (automatic)\\``    -4.893 9.95e-07 ***
## `\\`tenure_group_24-48 Month\\``                 -5.779 7.52e-09 ***
## `\\`tenure_group_> 60 Month\\``                  -4.760 1.93e-06 ***
## `\\`tenure_group_12-24 Month\\``                 -5.966 2.44e-09 ***
## `\\`tenure_group_48-60 Month\\``                 -6.429 1.28e-10 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 6517.2  on 5626  degrees of freedom
## Residual deviance: 4723.2  on 5600  degrees of freedom
## AIC: 4777.2
## 
## Number of Fisher Scoring iterations: 6

Vamos a sacar variables que tienen el p-value muy alto o mucho rango de error:

# Creamos el nuevo Train y test:
Train2 <-  Train
Train2$MultipleLines_Yes <- NULL
Train2$Dependents_Yes <- NULL

Test2 <- Test
Test2$MultipleLines_Yes <- NULL
Test2$Dependents_Yes <- NULL


#Probamos nuevo modelo:

lreg2 <-train(Churn ~ ., data = Train2,
            method="glm",
            family=binomial(),
            trControl=fitControl)

lreg2
## Generalized Linear Model 
## 
## 5627 samples
##   24 predictor
##    2 classes: '0', '1' 
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 10 times) 
## Summary of sample sizes: 5064, 5064, 5064, 5064, 5065, 5064, ... 
## Resampling results:
## 
##   Accuracy   Kappa    
##   0.7948103  0.4454445
summary(lreg2)
## 
## Call:
## NULL
## 
## Deviance Residuals: 
##     Min       1Q   Median       3Q      Max  
## -1.8350  -0.6792  -0.2837   0.7408   3.1662  
## 
## Coefficients:
##                                                   Estimate Std. Error
## (Intercept)                                      1.286e-01  1.927e-01
## MonthlyCharges                                  -2.015e-04  8.959e-05
## TotalCharges                                     2.529e-05  2.190e-05
## gender_Male                                     -6.787e-02  7.188e-02
## SeniorCitizen_YES                                1.258e-01  9.040e-02
## Partner_No                                       2.008e-01  7.691e-02
## PhoneService_Yes                                -2.903e-01  1.426e-01
## `\\`InternetService_Fiber optic\\``              8.951e-01  1.038e-01
## InternetService_No                              -1.175e+00  1.679e-01
## OnlineSecurity_Yes                              -4.564e-01  9.245e-02
## OnlineBackup_No                                  2.579e-01  8.216e-02
## DeviceProtection_Yes                            -1.684e-01  8.622e-02
## TechSupport_Yes                                 -3.942e-01  9.429e-02
## StreamingTV_Yes                                  2.596e-01  8.805e-02
## StreamingMovies_Yes                              1.461e-01  8.749e-02
## `\\`Contract_One year\\``                       -1.136e+00  1.151e-01
## `\\`Contract_Two year\\``                       -2.249e+00  1.990e-01
## PaperlessBilling_No                             -3.407e-01  8.345e-02
## `\\`PaymentMethod_Mailed check\\``              -2.761e-01  1.064e-01
## `\\`PaymentMethod_Bank transfer (automatic)\\`` -4.889e-01  1.047e-01
## `\\`PaymentMethod_Credit card (automatic)\\``   -5.228e-01  1.065e-01
## `\\`tenure_group_24-48 Month\\``                -5.786e-01  1.002e-01
## `\\`tenure_group_> 60 Month\\``                 -6.107e-01  1.292e-01
## `\\`tenure_group_12-24 Month\\``                -6.721e-01  1.131e-01
## `\\`tenure_group_48-60 Month\\``                -9.178e-01  1.435e-01
##                                                 z value Pr(>|z|)    
## (Intercept)                                       0.667  0.50481    
## MonthlyCharges                                   -2.249  0.02448 *  
## TotalCharges                                      1.155  0.24817    
## gender_Male                                      -0.944  0.34511    
## SeniorCitizen_YES                                 1.391  0.16411    
## Partner_No                                        2.611  0.00902 ** 
## PhoneService_Yes                                 -2.036  0.04174 *  
## `\\`InternetService_Fiber optic\\``               8.624  < 2e-16 ***
## InternetService_No                               -6.997 2.61e-12 ***
## OnlineSecurity_Yes                               -4.936 7.96e-07 ***
## OnlineBackup_No                                   3.139  0.00170 ** 
## DeviceProtection_Yes                             -1.953  0.05086 .  
## TechSupport_Yes                                  -4.181 2.90e-05 ***
## StreamingTV_Yes                                   2.948  0.00320 ** 
## StreamingMovies_Yes                               1.670  0.09497 .  
## `\\`Contract_One year\\``                        -9.867  < 2e-16 ***
## `\\`Contract_Two year\\``                       -11.299  < 2e-16 ***
## PaperlessBilling_No                              -4.082 4.46e-05 ***
## `\\`PaymentMethod_Mailed check\\``               -2.595  0.00945 ** 
## `\\`PaymentMethod_Bank transfer (automatic)\\``  -4.668 3.04e-06 ***
## `\\`PaymentMethod_Credit card (automatic)\\``    -4.907 9.24e-07 ***
## `\\`tenure_group_24-48 Month\\``                 -5.775 7.68e-09 ***
## `\\`tenure_group_> 60 Month\\``                  -4.727 2.28e-06 ***
## `\\`tenure_group_12-24 Month\\``                 -5.943 2.79e-09 ***
## `\\`tenure_group_48-60 Month\\``                 -6.398 1.58e-10 ***
## ---
## Signif. codes:  0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
## 
## (Dispersion parameter for binomial family taken to be 1)
## 
##     Null deviance: 6517.2  on 5626  degrees of freedom
## Residual deviance: 4724.1  on 5602  degrees of freedom
## AIC: 4774.1
## 
## Number of Fisher Scoring iterations: 6

Veamos la matriz de confusión para este modelo:

model_glm_predict <- predict(lreg2,Test2)
confusionMatrix(model_glm_predict,Test2$Churn, positive = "1")
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 922 197
##          1 110 176
##                                          
##                Accuracy : 0.7815         
##                  95% CI : (0.759, 0.8029)
##     No Information Rate : 0.7345         
##     P-Value [Acc > NIR] : 2.743e-05      
##                                          
##                   Kappa : 0.3947         
##                                          
##  Mcnemar's Test P-Value : 9.188e-07      
##                                          
##             Sensitivity : 0.4718         
##             Specificity : 0.8934         
##          Pos Pred Value : 0.6154         
##          Neg Pred Value : 0.8239         
##              Prevalence : 0.2655         
##          Detection Rate : 0.1253         
##    Detection Prevalence : 0.2036         
##       Balanced Accuracy : 0.6826         
##                                          
##        'Positive' Class : 1              
## 

No resultó siendo un modelo muy bueno, ya que podemos ver que existe una gran cantidad de falsos positivos y hay bastantes abandonadores que no los reconoce.

Adaboost

library(fastAdaboost)


ada = adaboost(Churn~.,
               Train, 
               nIter = 40
               )

ada
## adaboost(formula = Churn ~ ., data = Train, nIter = 40)
## Churn ~ .
## Dependent Variable: Churn
## No of trees:40
## The weights of the trees are:0.86942930.76462410.69883180.69440680.66035570.64461760.64141340.62853420.63997630.6451710.60881710.61857870.58931880.57690310.57839530.53733950.5990270.58462630.57578760.57001730.55116920.5535910.54441950.52754180.54336650.49809480.50449590.51774230.44046440.49876690.56369390.47052050.50664090.47274530.45767150.45269170.47859010.44316570.38447460.4255268
summary(ada)
##                    Length Class   Mode     
## formula             3     formula call     
## trees              40     -none-  list     
## weights            40     -none-  numeric  
## classnames          2     -none-  character
## dependent_variable  1     -none-  character
## call                4     -none-  call

Veamos los resultados:

model_ada_predict <- predict(ada,newdata =  Test)

confusionMatrix(model_ada_predict$class, Test$Churn, positive = "1")
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 877 188
##          1 155 185
##                                           
##                Accuracy : 0.7559          
##                  95% CI : (0.7325, 0.7781)
##     No Information Rate : 0.7345          
##     P-Value [Acc > NIR] : 0.03648         
##                                           
##                   Kappa : 0.3558          
##                                           
##  Mcnemar's Test P-Value : 0.08402         
##                                           
##             Sensitivity : 0.4960          
##             Specificity : 0.8498          
##          Pos Pred Value : 0.5441          
##          Neg Pred Value : 0.8235          
##              Prevalence : 0.2655          
##          Detection Rate : 0.1317          
##    Detection Prevalence : 0.2420          
##       Balanced Accuracy : 0.6729          
##                                           
##        'Positive' Class : 1               
## 

Con este segundo modelo, obtenemos un peor resultado, en cuanto a accuracy y falsos negativos.

Random Forest

No soportado por mi portátil.

XGBoost

grid_default <- expand.grid(
  nrounds = 100,
  max_depth = 6,
  eta = 0.3,
  gamma = 0,
  colsample_bytree = 1,
  min_child_weight = 1,
  subsample = 1
)


train_control <- caret::trainControl(
  method = "none",
  verboseIter = FALSE, # no training log
  allowParallel = TRUE # FALSE for reproducible results 
)

xgb_base <- caret::train(
  Churn~.,
  Train, 
  trControl = train_control,
  tuneGrid = grid_default,
  method = "xgbTree",
  verbose = TRUE
)

xgb_base
## eXtreme Gradient Boosting 
## 
## 5627 samples
##   26 predictor
##    2 classes: '0', '1' 
## 
## No pre-processing
## Resampling: None
xgb_base_pred <- predict(xgb_base, Test)
confusionMatrix(xgb_base_pred, Test$Churn, positive = "1")
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 899 192
##          1 133 181
##                                           
##                Accuracy : 0.7687          
##                  95% CI : (0.7457, 0.7905)
##     No Information Rate : 0.7345          
##     P-Value [Acc > NIR] : 0.001827        
##                                           
##                   Kappa : 0.3753          
##                                           
##  Mcnemar's Test P-Value : 0.001294        
##                                           
##             Sensitivity : 0.4853          
##             Specificity : 0.8711          
##          Pos Pred Value : 0.5764          
##          Neg Pred Value : 0.8240          
##              Prevalence : 0.2655          
##          Detection Rate : 0.1288          
##    Detection Prevalence : 0.2235          
##       Balanced Accuracy : 0.6782          
##                                           
##        'Positive' Class : 1               
## 

Vamos a hacer un gridsearch para los hiperparámetros:

nrounds <- 500

tune_grid <- expand.grid(
  nrounds = seq(from = 200, to = nrounds, by = 50),
  eta = c(0.025, 0.05, 0.1, 0.3),
  max_depth = c(2, 3, 4, 5, 6),
  gamma = 0,
  colsample_bytree = 1,
  min_child_weight = 1,
  subsample = 1
)

tune_control <- caret::trainControl(
  method = "cv", # cross-validation
  number = 3, # with n folds 
  #index = createFolds(tr_treated$Id_clean), # fix the folds
  verboseIter = FALSE, # no training log
  allowParallel = TRUE # FALSE for reproducible results 
)

xgb_tune <- caret::train(
  Churn~.,
  Train, 
  trControl = tune_control,
  tuneGrid = tune_grid,
  method = "xgbTree",
  verbose = TRUE
)

xgb_tune$bestTune
##    nrounds max_depth  eta gamma colsample_bytree min_child_weight
## 39     350         2 0.05     0                1                1
##    subsample
## 39         1

Veamos los resultados del grid resultado aplicando también un resampling de tipo SMOTE:

grid_new <- expand.grid(
  nrounds = 250,
  max_depth = 4,
  eta = 0.025,
  gamma = 0,
  colsample_bytree = 1,
  min_child_weight = 1,
  subsample = 1
)


train_control <- caret::trainControl(
  method = "none",
  verboseIter = FALSE, # no training log
  allowParallel = TRUE, # FALSE for reproducible results 
  sampling = "smote"
  )

xgb_tuned <- caret::train(
  Churn~.,
  Train, 
  trControl = train_control,
  tuneGrid = grid_new,
  method = "xgbTree",
  verbose = TRUE
)
## Loading required package: grid
## Registered S3 method overwritten by 'xts':
##   method     from
##   as.zoo.xts zoo
## Registered S3 method overwritten by 'quantmod':
##   method            from
##   as.zoo.data.frame zoo
xgb_tuned
## eXtreme Gradient Boosting 
## 
## 5627 samples
##   26 predictor
##    2 classes: '0', '1' 
## 
## No pre-processing
## Resampling: None 
## Addtional sampling using SMOTE
model_xgb_predict <- predict(xgb_tuned,newdata =  Test)

confusionMatrix(model_xgb_predict, Test$Chur, positive = "1")
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 877 161
##          1 155 212
##                                           
##                Accuracy : 0.7751          
##                  95% CI : (0.7523, 0.7967)
##     No Information Rate : 0.7345          
##     P-Value [Acc > NIR] : 0.0002618       
##                                           
##                   Kappa : 0.4203          
##                                           
##  Mcnemar's Test P-Value : 0.7785018       
##                                           
##             Sensitivity : 0.5684          
##             Specificity : 0.8498          
##          Pos Pred Value : 0.5777          
##          Neg Pred Value : 0.8449          
##              Prevalence : 0.2655          
##          Detection Rate : 0.1509          
##    Detection Prevalence : 0.2612          
##       Balanced Accuracy : 0.7091          
##                                           
##        'Positive' Class : 1               
## 

Es mejor que el Adaboost pero peor que el GLM

Por otro lado, hemos visto en el H2o que el modelo que mejor performaba era el GBM, ¿y si lo probamos?

GBM

gbmGrid <-  grid <- expand.grid( .n.trees=seq(10,50,10), 
                                 .interaction.depth=seq(1,4,1), 
                                 .shrinkage=c(0.01,0.001), 
                                 .n.minobsinnode=seq(5,20,5)) 

fitControl <- trainControl(method = "repeatedcv",
                       repeats = 5,
                       preProcOptions = list(thresh = 0.95),
                       ## Estimate class probabilities
                       classProbs = TRUE,
                       ## Evaluate performance using
                       ## the following function
                       summaryFunction = twoClassSummary)

# Method + Date + distribution
set.seed(12345)

Train3 <- Train

Train3 %>% 
  rename(
    PaymentMethod_Bank_transfer = "PaymentMethod_Bank transfer (automatic)",
    PaymentMethod_CreditCard = "PaymentMethod_Credit card (automatic)",
    InternetService_FiberOptic = "InternetService_Fiber optic",
    Contract_OneYear = "Contract_One year",
    Contract_TwoYear = "Contract_Two year",
    PaymentMethod_MailedCheck = "PaymentMethod_Mailed check",
    tenure_group_more_60Month = "tenure_group_> 60 Month",
    tenure_group_24_48Month = "tenure_group_24-48 Month",
    tenure_group_12_24Month = "tenure_group_12-24 Month",
    tenure_group_48_60Month = "tenure_group_48-60 Month"

    )
##      MonthlyCharges TotalCharges Churn gender_Male SeniorCitizen_YES
## 1               447         2505     0           0                 0
## 2               802         1466     0           1                 0
## 3               740          157     1           1                 0
## 4               571         1400     0           1                 0
## 5              1033          925     1           0                 0
## 8               445         2609     0           0                 0
## 9                91         2646     1           0                 0
## 10              786         3022     0           1                 0
## 12              313         2836     0           1                 0
## 13                8         4693     0           1                 0
## 15              105         2337     0           1                 0
## 18              129         5704     0           1                 0
## 19              767         4416     1           0                 0
## 20             1398         1433     0           0                 0
## 21              542         3340     1           1                 1
## 22              330         1651     0           1                 0
## 24              845         3041     0           0                 0
## 26              769          959     0           0                 0
## 27             1572         4019     1           1                 0
## 29             1402         5135     0           1                 0
## 30              926          184     1           0                 0
## 31             1519         5354     0           0                 1
## 32             1502         1360     0           1                 1
## 33              954         1449     0           0                 0
## 34              338         1610     0           1                 0
## 35              615         3815     0           1                 1
## 36             1583         5644     0           0                 0
## 38             1107         3073     0           0                 0
## 40             1543          202     1           0                 0
## 42             1003         4118     0           0                 0
## 43              349         3572     0           0                 0
## 44             1201         4105     0           0                 0
## 46             1289         3348     0           0                 0
## 48             1217          809     1           0                 0
## 49             1199         3599     0           1                 0
## 50              915         3625     0           0                 0
## 51             1402         3285     0           0                 1
## 53             1009         1275     0           0                 1
## 55             1108         3782     0           0                 1
## 56             1501         1274     1           1                 1
## 57             1578         5104     0           0                 0
## 59              396         6314     0           0                 0
## 60              143         5937     0           0                 0
## 61               11         3985     0           0                 0
## 63              570         2558     0           1                 0
## 65             1480         6234     1           0                 0
## 66             1117         2086     0           0                 0
## 67             1182         3157     0           1                 0
## 69              337         6399     0           0                 0
## 70             1201         6290     0           1                 0
## 71              662         4137     0           1                 0
## 72              342          181     0           0                 0
## 73              218         5563     0           1                 1
## 75              922         1295     0           0                 0
## 76              198         5009     0           0                 1
## 77              776         2339     0           0                 0
## 78              756         4071     0           0                 0
## 79             1106         1742     0           1                 1
## 80              415          397     0           0                 0
## 82              692         4676     0           0                 0
## 83             1114         4199     1           0                 0
## 84               71         3682     0           0                 0
## 85              337         6491     0           0                 0
## 86             1571         6364     0           1                 0
## 87              887         1852     0           0                 0
## 88              347          108     0           0                 0
## 89              333         6382     0           0                 0
## 91             1245         2229     0           1                 0
## 92             1105         5723     0           1                 1
## 93             1279         4717     0           1                 0
## 94              207         5575     0           0                 0
## 95               19         5751     0           1                 0
## 96             1183         6384     1           0                 0
## 97              966         4018     0           1                 0
## 98              355          252     1           1                 0
## 99              354          203     0           1                 0
## 100            1556         2175     1           0                 1
## 102             323         1483     0           0                 0
## 103            1492         3122     0           1                 0
## 104             621         2630     0           0                 1
## 106             383            1     0           1                 0
## 108             452         6385     0           0                 0
## 109            1479         3358     0           1                 0
## 110             322          658     0           1                 0
## 111            1526         4391     1           1                 0
## 112             812         2642     0           0                 0
## 113            1430         3380     0           0                 0
## 114            1141         2475     1           0                 1
## 115             755         2967     0           0                 0
## 117             466          240     0           0                 0
## 118               6          124     1           0                 0
## 119             347         6160     0           0                 0
## 120            1303         1769     0           1                 0
## 121            1581         4581     0           0                 0
## 122             348          230     0           0                 0
## 123            1099         1931     1           1                 0
## 124             695         3039     0           0                 0
## 126            1376         2632     0           1                 0
## 127            1165         1755     1           0                 1
## 128             369         1228     0           1                 0
## 129             329         1489     0           1                 0
## 130             792         3403     0           1                 1
## 131            1318          394     0           0                 0
## 132             821          912     1           0                 0
## 133             692         2837     0           1                 0
## 134             503         3032     1           1                 0
## 137            1111         1304     0           0                 0
## 138             338          510     0           0                 0
## 139             326          319     0           1                 0
## 141            1358         5173     0           0                 1
## 142            1042         4664     1           0                 0
## 144            1285         4419     0           1                 0
## 145             376         1278     0           1                 1
## 146            1566         5168     0           0                 0
## 147             326         4983     0           1                 0
## 148             623         3821     1           1                 0
## 149             922         1528     0           1                 0
## 150            1009          141     0           1                 0
## 151             990         4669     0           0                 0
## 152            1492         5236     1           1                 0
## 153             154         5988     0           0                 0
## 154            1321         4370     0           1                 0
## 155             328          250     0           0                 0
## 156            1222          290     0           0                 0
## 157            1282         1378     0           0                 0
## 158             337         3583     0           1                 0
## 160             411         2166     0           1                 0
## 162            1250         1047     1           0                 0
## 163            1013          639     0           0                 0
## 164            1089         3383     0           1                 0
## 165             346         1966     0           0                 0
## 166             332          659     0           1                 0
## 167            1037         2373     1           0                 0
## 168            1378         5071     0           1                 0
## 169             616         2300     1           1                 1
## 170             342         2790     0           0                 0
## 172              83         2066     1           0                 0
## 173            1243          339     0           1                 0
## 174            1489         4239     1           0                 0
## 175             345         5230     0           0                 0
## 177            1100          277     1           0                 1
## 178            1140         4260     1           0                 1
## 179             102         1001     0           0                 0
## 181             449         2507     1           0                 0
## 182             616         3816     0           0                 0
## 183            1289         5278     1           1                 0
## 185            1189          216     1           0                 0
## 186             393         2044     1           0                 0
## 188             457         6099     0           1                 0
## 189             327         2090     0           0                 0
## 190             795         2015     0           0                 0
## 191            1056         2757     0           1                 0
## 192            1417         4440     1           1                 0
## 193             329          678     0           0                 0
## 195             320          359     0           1                 0
## 196            1522         1502     0           0                 0
## 197             379         4822     0           1                 0
## 199             226         6038     0           1                 0
## 200             349         1621     0           1                 0
## 201              37         2333     0           0                 0
## 202            1205          218     0           0                 0
## 203             106         5730     0           1                 0
## 205             996         2552     0           1                 0
## 207             772         3571     0           1                 0
## 208            1202         5974     1           1                 0
## 209             127         1536     1           0                 0
## 210              46         5291     0           1                 0
## 211             630         6174     1           1                 0
## 212             402         2152     0           0                 0
## 213             329          237     0           1                 0
## 214             334         4493     0           0                 0
## 215            1335         1580     0           1                 1
## 216             824         2976     0           0                 0
## 217             615         2727     0           1                 0
## 218             795         3250     0           1                 0
## 219            1283         4450     0           1                 0
## 221            1022         2329     1           0                 0
## 222             392         1390     0           0                 0
## 223             338         1610     0           1                 0
## 224             682         1326     1           1                 0
## 225             321         1807     0           0                 0
## 226             693          525     0           1                 0
## 227            1227         2198     0           0                 0
## 228             767         4560     1           0                 0
## 229            1395         2365     0           1                 0
## 230            1305         3495     0           0                 0
## 231             151         4756     0           1                 0
## 232            1462         4015     0           1                 0
## 233            1291         6175     1           1                 0
## 234             339         1016     0           0                 0
## 235             400         5529     0           0                 0
## 236             751          269     1           1                 0
## 237             442         2583     0           0                 0
## 238            1075          561     0           1                 0
## 239            1492          231     1           0                 1
## 240             329         2456     0           1                 0
## 241            1331         5128     0           0                 0
## 242             174         5946     0           1                 0
## 243            1105         2771     0           0                 0
## 244            1480         4999     0           0                 1
## 246            1118         2376     0           1                 1
## 247             932         2187     0           1                 0
## 248            1099          146     1           1                 1
## 249             652         4051     1           1                 0
## 250            1565         3653     0           1                 0
## 252            1027          864     1           0                 0
## 254            1273         2280     0           1                 0
## 256             838         3494     0           0                 0
## 257             267         5524     0           0                 0
## 258             254         4775     0           1                 0
## 259             602         6021     1           0                 0
## 260             610          416     0           0                 1
## 261             565          583     1           1                 1
## 262             133          660     1           1                 1
## 265             240         4263     0           0                 0
## 266            1359         4589     0           0                 0
## 267             395          363     0           1                 0
## 268              95         1633     0           0                 1
## 269             321          196     1           1                 0
## 271            1481          930     1           0                 1
## 272             842         2987     0           1                 0
## 273             393         2044     1           1                 0
## 276            1307         3422     1           1                 0
## 277              96         4658     1           0                 0
## 278             931          615     0           1                 1
## 279             763         5873     0           1                 0
## 280             692         2089     0           0                 0
## 281             766         2803     0           0                 0
## 282             705         4212     0           0                 0
## 283             405         2155     0           0                 0
## 284             752         3176     0           0                 0
## 285            1495         1306     1           1                 0
## 286            1131         1316     0           0                 0
## 287             597         6383     0           0                 0
## 288            1019         5501     1           1                 0
## 289            1101         4955     1           1                 1
## 290             607         3698     1           1                 0
## 291            1133         1213     1           1                 1
## 292             871         1655     0           1                 0
## 293            1335         1544     0           1                 0
## 294            1384         4686     0           0                 1
## 295             328         1823     0           0                 0
## 297            1132         4517     0           0                 0
## 298              17         2977     0           1                 1
## 299            1102         2613     0           1                 0
## 300            1083         5668     1           0                 0
## 302            1501         3387     1           0                 1
## 303            1405         3083     0           1                 0
## 304             853         3498     0           0                 0
## 305            1241         2732     0           1                 0
## 306             393          417     0           1                 0
## 307            1109         1943     1           1                 1
## 308            1122         1683     0           1                 0
## 310            1179         3173     0           1                 0
## 311             319         1480     0           0                 0
## 312            1378         1460     0           0                 0
## 313             266         4134     0           0                 0
## 315            1216         3547     1           1                 0
## 317             332          643     0           1                 0
## 318            1210         2658     1           0                 0
## 319            1455         1867     1           1                 1
## 320            1427         2813     0           1                 0
## 321            1251         3700     1           0                 1
## 322             847         3633     0           0                 0
## 323             606         3748     0           1                 0
## 324             653         3600     0           0                 0
## 325             848         3568     0           1                 0
## 326              51         4322     0           0                 0
## 327            1258         6284     0           0                 1
## 329             511         6494     0           0                 1
## 332             318         1070     0           0                 0
## 333            1490         3761     0           1                 0
## 334            1088         4306     1           0                 0
## 335            1216          988     1           0                 0
## 336            1127         4426     1           1                 0
## 337              87         4031     1           0                 0
## 338            1360         5017     0           0                 0
## 339            1488         3087     0           0                 0
## 340              64         5270     1           1                 0
## 341             756         1384     0           0                 1
## 342            1314         5054     0           0                 0
## 343             972         3834     0           0                 0
## 344             344          596     0           1                 0
## 346            1059         5622     0           0                 1
## 347            1405         1169     1           0                 0
## 348             323          558     0           0                 0
## 349             609         6523     0           0                 0
## 350            1531         5175     0           0                 1
## 352             602         5385     0           1                 0
## 353            1380         4739     0           0                 1
## 354            1295         3201     1           1                 0
## 356            1209         6194     1           0                 0
## 357             745         6293     0           0                 1
## 358             100         5392     0           1                 0
## 360            1533         3433     0           1                 0
## 361             338         6133     0           1                 0
## 362            1562         3385     0           0                 0
## 363             687         2484     0           1                 0
## 365            1129          673     0           1                 0
## 367             846          742     0           1                 0
## 368             317         1478     0           0                 0
## 369            1559         5482     0           1                 0
## 370             230         6074     0           1                 0
## 371             346         5456     0           1                 0
## 373             509         6136     0           1                 0
## 374            1580         4643     0           0                 0
## 375            1514         3150     0           1                 0
## 376            1301         3162     0           0                 0
## 377             404         2154     0           1                 0
## 378              94         2222     1           0                 0
## 379            1390         4438     0           0                 0
## 380            1334          751     0           1                 0
## 381            1323         2895     0           0                 0
## 382             694         4232     1           1                 0
## 383             928         4002     0           1                 1
## 384            1414         6327     1           1                 0
## 385             153         4285     0           1                 0
## 387            1308         4120     1           0                 1
## 388             758         1984     0           0                 0
## 391            1504         2243     0           0                 0
## 392            1295         1945     0           1                 1
## 393             596         6299     0           0                 1
## 395            1493         3370     0           0                 1
## 396            1398         4887     0           0                 0
## 397             187         3188     0           1                 1
## 399             755         1353     0           1                 1
## 400             335         3545     0           0                 0
## 401             329         5062     0           0                 0
## 402             335         2010     0           0                 0
## 403            1574         5523     1           1                 0
## 405             328         3581     0           1                 0
## 407            1500         4792     0           1                 0
## 408            1471         2469     0           1                 1
## 409             332         1492     1           0                 0
## 411            1231         1965     1           1                 1
## 412             386          126     0           0                 0
## 413            1110         1765     0           0                 0
## 415            1032         3070     0           0                 1
## 416            1077          364     0           0                 0
## 417            1560         5414     0           1                 0
## 418             393           53     0           0                 0
## 419            1265         1406     1           0                 0
## 421             383          584     0           0                 0
## 423              12         2446     0           1                 0
## 426             714         2450     0           0                 1
## 427              97         4477     0           1                 1
## 428            1318         6237     0           0                 0
## 429            1123          720     0           1                 0
## 430             815         3399     0           0                 0
## 431             322          340     1           0                 0
## 432             936         4044     0           0                 0
## 433             732          353     0           1                 0
## 434             618         4345     1           1                 0
## 435             329         6319     0           1                 0
## 436             599          343     0           0                 0
## 437             351         5624     0           1                 0
## 438             250         6196     0           1                 0
## 439            1394         2744     0           1                 0
## 441             233         1456     0           0                 0
## 442              31         4290     0           0                 1
## 443             259         4944     0           0                 0
## 445            1212         2539     0           0                 0
## 447            1010         5447     1           0                 0
## 448             398          498     0           0                 0
## 449            1487         5819     0           1                 0
## 450             105         5832     0           1                 0
## 451             391         1119     0           0                 0
## 452            1014          981     0           0                 1
## 453             851         3105     0           1                 0
## 454            1225         1859     1           0                 0
## 455             385          769     0           0                 0
## 456              78         2139     0           0                 0
## 458            1220         2004     0           0                 0
## 459             334         3254     0           1                 0
## 460            1113         5768     0           1                 0
## 461             327            6     0           1                 0
## 462            1008         1076     0           0                 0
## 464            1581         5337     1           1                 0
## 466             548         2425     0           1                 0
## 467              41         5228     0           1                 1
## 469             332         6263     0           0                 0
## 470             782         5689     1           0                 0
## 471             347         2867     0           0                 1
## 473            1020         4670     0           1                 0
## 474             735          578     0           1                 0
## 476            1209         1432     1           1                 0
## 477            1132         2386     0           1                 1
## 479            1514         3856     1           1                 0
## 481             327         1887     0           1                 0
## 482             616         1763     1           0                 0
## 483            1233         1156     0           0                 1
## 484             161         6026     0           0                 0
## 485            1270         5384     1           0                 0
## 486            1289         5005     0           1                 0
## 487               4          763     0           0                 0
## 488            1369         5047     0           1                 0
## 489            1098         5718     1           1                 0
## 490              91         5265     0           1                 0
## 491             828          270     0           0                 0
## 492            1099          711     1           0                 0
## 493             913         3347     0           1                 1
## 494             342         1614     0           1                 0
## 495             585         6333     1           1                 0
## 496             865         1320     0           1                 0
## 497             330          725     0           0                 0
## 498             429          568     1           0                 1
## 499            1579          436     1           0                 0
## 500             282         3337     0           1                 0
## 501            1218         4688     0           0                 1
## 502             936         3873     0           0                 0
## 504            1193         4572     0           1                 0
## 505            1474         1315     1           0                 1
## 506            1164         6217     0           1                 0
## 507            1476         1155     1           1                 0
## 509             331         1491     0           0                 0
## 510            1478         1372     0           1                 1
## 511             124         5094     0           1                 0
## 513             104         4852     0           0                 0
## 514            1492         2464     0           1                 0
## 516             749          982     0           0                 0
## 517            1020         2621     0           0                 1
## 518            1115         1527     1           0                 1
## 519             335         2296     0           1                 0
## 520             103         5492     0           1                 0
## 521             713          819     0           1                 1
## 522            1309         3991     0           1                 0
## 524               2         3017     1           1                 0
## 525            1422         4006     0           1                 0
## 526             274         6170     0           1                 1
## 527            1486         4510     0           1                 0
## 528             326         5417     0           1                 0
## 529            1583         4709     0           0                 1
## 530             356         4150     0           0                 0
## 531             335          656     0           1                 0
## 532            1203         1251     0           1                 0
## 533             137         5702     0           1                 1
## 534            1299         6206     1           0                 0
## 535            1388           42     0           1                 0
## 536            1235         4257     0           0                 0
## 537             818         1557     0           0                 0
## 538            1505         5344     0           0                 0
## 539            1216         4191     0           0                 0
## 540             236         6111     0           0                 0
## 541             827         4922     0           0                 0
## 542             325         1485     0           0                 0
## 543            1320         6154     1           1                 0
## 544             621         4892     1           1                 0
## 545            1183         2292     0           1                 0
## 546            1325         2843     1           1                 0
## 547              96         5345     0           0                 0
## 548              37         4407     0           1                 1
## 549             329         2705     0           1                 0
## 552             321          291     0           1                 0
## 553             409         4326     0           0                 0
## 554            1211         2245     1           1                 0
## 555             994         3264     0           0                 0
## 556             332         1492     0           0                 0
## 557            1031         2353     0           1                 0
## 558            1023         5827     0           1                 0
## 559             667         4139     0           1                 0
## 560             139         4936     0           1                 0
## 561             370         6295     0           1                 0
## 562            1013         4334     0           1                 0
## 563            1575         4818     0           1                 0
## 564             918         3778     0           1                 0
## 568               6         3057     1           0                 0
## 569             555         3603     0           0                 0
## 570             319          201     0           0                 0
## 571             839         2393     0           1                 1
## 573               7         4650     1           1                 0
## 574             205         2784     0           0                 1
## 575            1225         4016     0           1                 0
## 576            1547         2675     0           1                 0
## 577            1029         4893     0           1                 0
## 578            1483         2920     0           1                 1
## 579             327         3259     0           1                 0
## 580             314         1963     1           0                 0
## 581            1117         5769     1           0                 0
## 582            1381         2992     1           0                 1
## 584             334         4985     0           0                 0
## 586             900         2900     0           1                 0
## 587             336         6208     0           1                 0
## 589            1405         5295     0           1                 0
## 590             222         6047     0           1                 0
## 591             395          326     0           1                 0
## 592            1269         4515     0           1                 0
## 594             622         3820     0           1                 0
## 595             880         5593     1           0                 0
## 596             760         6357     0           1                 0
## 597             943         2006     0           1                 0
## 598            1404         3916     0           1                 0
## 599             342          760     0           1                 0
## 600            1102          318     0           1                 0
## 601             333         3979     0           1                 0
## 602            1096         4098     0           0                 0
## 603             164         4154     0           1                 0
## 604             180         3123     0           0                 0
## 605            1332         4978     0           1                 0
## 607             644         1996     0           1                 0
## 608             257         6138     0           1                 0
## 609             100         5368     1           0                 1
## 611             932         5280     1           0                 0
## 612             345          647     0           1                 0
## 613             185         4103     0           0                 1
## 615             658         5101     0           0                 0
## 616             402         1430     0           1                 0
## 617              53         5487     0           0                 1
## 618            1349         4125     0           0                 0
## 619            1175         4373     0           0                 0
## 620             487         3129     0           1                 1
## 621            1437         4751     0           0                 0
## 622            1300         2912     0           1                 0
## 623             328         3471     0           0                 0
## 624             334          666     1           0                 0
## 625            1495         2033     0           0                 0
## 627              87         5388     0           0                 1
## 630             203         3965     1           1                 1
## 631             763         2124     0           0                 0
## 634             754         1870     0           0                 0
## 635             105         5491     1           0                 0
## 638              86         4778     1           1                 1
## 639            1304         6228     1           1                 0
## 640             405         1088     0           1                 0
## 641             786         2146     1           0                 0
## 642            1388         6302     1           1                 0
## 643            1394         3648     0           0                 1
## 645            1483         1474     1           1                 1
## 648            1387         1068     1           0                 1
## 649            1019         1240     0           1                 1
## 650            1010         1854     1           0                 0
## 651            1103         5722     1           0                 0
## 652             336         5235     0           1                 0
## 653             393         4023     0           0                 0
## 654             327         1112     1           0                 1
## 655            1494         6252     0           1                 0
## 656            1374         5007     0           1                 0
## 657            1180         3112     0           1                 0
## 659             341         5484     0           1                 0
## 660             382         6465     1           0                 0
## 661             615         3642     0           0                 0
## 662             335         1607     0           1                 0
## 664             324          312     0           0                 0
## 665            1106         2016     0           0                 0
## 666            1012          834     1           0                 0
## 667             453          839     0           1                 0
## 668             623         1508     1           0                 0
## 669             811         3452     0           0                 0
## 670             331           78     0           0                 0
## 672            1112         5767     1           0                 0
## 673             394         4180     0           1                 0
## 674             664         2208     1           1                 1
## 675             196         5642     0           1                 1
## 676             388          374     0           0                 0
## 677             490         5041     1           0                 0
## 678             150         2722     0           1                 0
## 679            1232         3240     0           1                 0
## 680            1204         6013     1           1                 0
## 681            1087         3919     0           0                 0
## 683              70         3578     0           0                 1
## 684            1041         5565     0           0                 0
## 685             679         4147     0           0                 0
## 687             666         6343     1           1                 1
## 688             451         1095     0           1                 0
## 689            1267         3543     0           1                 0
## 691            1116         1979     0           1                 0
## 692             345           29     0           1                 0
## 693            1113         2350     1           0                 0
## 695             347         1619     0           0                 0
## 696            1302         5107     0           1                 0
## 697             684         1168     1           1                 0
## 698            1298         3436     0           1                 1
## 699             960         4066     0           1                 0
## 700             901         3579     0           1                 0
## 702            1297         2177     0           1                 0
## 703             345         2862     0           0                 0
## 704             666         1707     0           1                 0
## 705            1201         1643     1           0                 0
## 707              88         2559     0           1                 1
## 708            1117         1899     0           1                 0
## 709            1206         1847     0           1                 0
## 711            1224         1179     0           0                 0
## 712             391          936     0           0                 0
## 713            1319          306     0           0                 0
## 714             405         1212     0           1                 0
## 715            1380         3621     0           1                 0
## 716             815         3541     0           0                 0
## 717            1312         2318     0           1                 0
## 718             688          509     0           0                 0
## 719            1211         4626     0           1                 1
## 720             338         2943     0           1                 0
## 721             345          561     0           1                 0
## 723             617          747     1           1                 0
## 724            1482         2702     1           1                 1
## 725             359         1672     0           1                 1
## 727            1221         3081     0           0                 0
## 728            1431         2397     1           0                 1
## 730            1344         3368     1           0                 0
## 731             341         6371     0           1                 0
## 733            1185         4733     0           0                 0
## 734            1400         2070     0           0                 0
## 735             693         1135     0           1                 0
## 736             197         2888     0           0                 0
## 737              21         5561     0           1                 0
## 738            1191         2902     0           1                 1
## 739            1394         5315     0           0                 1
## 740             932         2487     0           0                 0
## 742            1557           17     1           1                 0
## 743             379          990     0           0                 0
## 745             204         5954     0           0                 1
## 746             264         6098     0           1                 1
## 747            1112         1653     0           0                 1
## 748             319         6227     0           1                 0
## 749            1398         4795     0           0                 0
## 750             797         1134     0           0                 0
## 751            1207         4639     0           1                 0
## 752            1045         4329     0           1                 0
## 753            1404         1497     0           0                 0
## 755             328          464     0           1                 0
## 757            1317          494     1           0                 0
## 758            1404         5243     0           0                 0
## 759             350         1622     0           1                 0
## 761            1025         1709     1           1                 0
## 762             966         4028     0           0                 0
## 763             332          534     0           1                 0
## 766             342         2389     0           1                 0
## 767            1096         2680     0           1                 0
## 768             928          327     0           1                 0
## 769             343         2008     0           1                 0
## 770            1459          825     1           1                 0
## 771             332         1492     1           0                 0
## 772            1375         3868     1           0                 0
## 774             201         6046     0           0                 0
## 775             553         6369     0           0                 0
## 776            1244         1398     1           1                 0
## 777             135         5020     0           0                 0
## 779            1079         4332     0           1                 0
## 780             606         1825     0           0                 0
## 781             758          928     0           1                 0
## 782             721         4355     1           0                 0
## 783             558         2239     0           1                 0
## 784             189         4121     1           0                 1
## 785             769         3402     0           1                 0
## 786             864         1630     0           0                 0
## 788            1012         4159     0           1                 0
## 789             844         3109     0           0                 0
## 791             331          848     0           0                 0
## 792             975         1973     0           0                 0
## 793             610         2578     0           0                 0
## 794             916          795     0           1                 0
## 795            1238         2201     0           1                 0
## 796             408         4288     0           0                 0
## 797             334         1606     0           0                 0
## 798            1526         4997     1           1                 0
## 799            1124         4501     0           0                 1
## 800            1556          112     1           0                 0
## 801             373         6335     0           1                 0
## 803            1306         4131     1           1                 0
## 804            1146         4540     0           0                 0
## 805             767          111     0           1                 0
## 806             162         5834     0           1                 0
## 807              26         3505     1           1                 0
## 808            1010         5447     1           1                 0
## 809              61         4925     1           1                 0
## 810              75         5643     1           1                 0
## 811             402          206     0           0                 0
## 812             457         6414     0           1                 0
## 813             335         6419     0           1                 1
## 815            1323         1309     1           0                 0
## 816              69         4679     0           0                 0
## 817             210         1952     1           1                 0
## 818            1357         4903     0           1                 0
## 819             122         5348     0           0                 0
## 820            1187         3088     0           1                 0
## 821              58         4130     0           1                 0
## 822             911         2760     0           1                 0
## 823             413         1011     0           0                 0
## 824            1386          798     1           0                 0
## 826             408         3204     0           0                 0
## 827            1416         4531     1           1                 0
## 828             607          821     0           1                 0
## 830             398         6473     0           1                 0
## 831            1093         4374     0           0                 0
## 832            1373         2898     0           0                 0
## 833            1181         2524     1           0                 1
## 834            1457         4765     0           1                 1
## 835            1046         3804     0           1                 0
## 837            1188         2466     0           1                 0
## 838             342         6336     0           1                 0
## 839               1         4574     1           0                 1
## 840              95         5817     0           0                 0
## 844             345         2549     0           0                 0
## 845            1296         4533     0           0                 0
## 848            1393         5214     0           0                 0
## 849             275         6200     0           0                 0
## 850            1302         3790     0           1                 0
## 852             919         3051     0           0                 0
## 853             344          786     0           0                 0
## 854               4         5167     1           0                 0
## 855            1320         5100     0           1                 0
## 856             697         4235     1           1                 0
## 857            1377         4839     0           0                 0
## 859             330         3890     0           1                 0
## 862            1494         2667     1           0                 0
## 863            1485         1734     1           1                 0
## 864            1216         2772     1           1                 0
## 865             530         1971     0           1                 0
## 866             344           80     0           0                 0
## 867            1310         4296     1           1                 0
## 868             424          383     0           1                 0
## 869            1550         5528     0           0                 0
## 870            1538         4632     0           1                 0
## 872             697         2631     1           0                 0
## 874             491          253     0           0                 0
## 875              97         1035     1           0                 0
## 876             850         2669     0           0                 0
## 877             927         3453     0           0                 0
## 878             756         1150     0           1                 0
## 879             191           83     1           1                 0
## 880             320         4271     0           1                 1
## 881            1277         4205     1           0                 0
## 882             211         5783     0           0                 0
## 884             335         1607     0           1                 0
## 885            1286         4975     0           0                 1
## 886             198         2467     0           0                 1
## 888              12         5049     1           0                 0
## 889            1383         2443     0           1                 0
## 890              72         4250     1           1                 0
## 891            1226         2266     0           1                 1
## 892             389         2041     1           0                 0
## 893            1228         4202     0           0                 0
## 894            1478         2328     0           1                 0
## 895             279         6142     0           1                 0
## 897            1564          232     1           0                 0
## 898            1480         4164     0           1                 0
## 900            1552         6377     1           0                 0
## 901            1469         1097     1           1                 0
## 902             107         4959     0           0                 0
## 903            1231         4485     0           1                 0
## 904              11         6362     1           1                 1
## 906             939          423     0           1                 0
## 907             333         1199     0           0                 0
## 908             211         6005     0           0                 0
## 909            1069         5428     1           1                 1
## 910            1377          524     0           0                 1
## 911             117         5933     0           1                 0
## 913             401         1340     0           1                 0
## 914            1082         5667     1           1                 1
## 915            1119         1121     0           0                 1
## 916             943         4063     0           1                 0
## 917            1218         1813     0           0                 0
## 918              86         1873     0           0                 0
## 919             380          919     0           1                 0
## 920             343         2204     0           1                 0
## 921            1119          350     0           1                 0
## 922            1198         4046     0           0                 0
## 923            1238         1375     0           0                 1
## 924            1137         2049     0           0                 0
## 927              70         5539     0           0                 0
## 928            1328         2191     0           0                 0
## 929            1113          389     0           0                 0
## 930            1216         2299     0           1                 0
## 931             320          559     0           1                 0
## 932            1291         3116     1           0                 1
## 933             475         3699     0           0                 0
## 934            1264         2671     0           0                 1
## 935            1185         3690     1           0                 0
## 936             152         5585     0           0                 0
## 937             332         2782     0           0                 0
## 938             355         4442     0           0                 0
## 939             452         3271     0           0                 0
## 941             942         4170     0           0                 0
## 942              77         4673     0           0                 0
## 943            1099         1768     1           0                 0
## 944             344         5867     0           1                 0
## 945            1424         2499     0           0                 1
## 946            1566         2939     1           1                 1
## 949            1123         4467     0           0                 0
## 950             765          461     0           1                 0
## 952            1494         1778     0           1                 0
## 953             604         3746     1           1                 0
## 954             406         1366     0           0                 0
## 955             798         2101     0           1                 0
## 956            1239         1660     0           1                 0
## 959             344         3156     0           1                 0
## 960             865         4577     0           1                 1
## 961            1077         3465     0           0                 1
## 963               7         6148     1           1                 1
## 964             319          229     1           1                 0
## 965             351         4913     0           1                 0
## 968            1408         6324     1           0                 0
## 969            1469         4003     0           1                 0
## 970            1021         3461     0           1                 0
## 971             456          653     1           1                 1
## 972            1130         3872     0           0                 0
## 974            1017         5454     1           1                 0
## 975            1116         6291     0           0                 0
## 976              70         5147     1           1                 1
## 977             762         1518     0           0                 0
## 978             324         3521     0           0                 0
## 979             326         6050     0           1                 0
## 980             644         1461     0           0                 0
## 982             372         1165     0           0                 0
## 983            1216         2305     1           0                 1
## 984             586         4494     0           0                 0
## 986             317         4474     0           1                 0
## 987             326         5364     0           1                 0
## 988            1210         3840     0           0                 0
## 989             384          781     0           0                 0
## 990             402         4602     0           0                 0
## 991             419         1884     0           0                 0
## 992             334         2331     0           1                 0
## 993            1305         2520     1           0                 0
## 994            1019         2059     1           0                 0
## 995            1478         3617     1           0                 1
## 996             348          886     0           1                 0
## 997            1025          585     0           1                 0
## 1001            331         5927     0           0                 0
## 1002            334         3565     0           1                 0
## 1003           1509         4247     0           0                 1
## 1004           1399         1075     1           0                 0
## 1005            998          354     1           0                 0
## 1006           1576         2785     1           1                 0
## 1007            349         4090     0           1                 1
## 1008            684         1058     0           1                 0
## 1010           1510         6120     0           1                 0
## 1011            671         4140     0           0                 0
## 1012            805         6515     1           1                 0
## 1013            736         5480     1           1                 0
## 1014           1206         4623     0           1                 0
## 1015            385         1061     0           0                 0
## 1016            548         1086     0           1                 0
## 1017            324         3982     0           0                 0
## 1018            702         1690     0           0                 0
## 1019            750          790     0           1                 0
## 1020           1293         3355     0           0                 1
## 1023            189         5296     0           0                 1
## 1024             13         6094     1           1                 1
## 1025           1490         3917     0           0                 0
## 1026           1274         1696     1           1                 0
## 1027           1363         2377     1           0                 1
## 1028           1014         3080     0           0                 0
## 1029           1050         1559     0           1                 0
## 1031            371          768     0           0                 0
## 1033            399         1194     0           1                 0
## 1034            260         5934     0           1                 0
## 1035            664         5204     0           0                 0
## 1037           1193         2611     1           1                 0
## 1038           1406          485     1           1                 1
## 1040           1023           90     0           0                 0
## 1042            748         3793     0           0                 0
## 1043           1571         3594     0           0                 0
## 1045            686          937     0           1                 0
## 1046            330         4720     0           1                 0
## 1047            327         1487     1           0                 0
## 1048            583         4401     1           1                 1
## 1049            504         4585     0           0                 0
## 1051            539         1733     1           0                 0
## 1053            325         5046     0           0                 0
## 1054           1204         3513     1           0                 0
## 1055           1293         6146     1           0                 0
## 1057           1409         1547     1           1                 0
## 1059            228         6039     0           0                 1
## 1060            685         1368     0           0                 0
## 1061            888         4996     0           1                 0
## 1062            777         5994     0           0                 0
## 1066           1566         4093     1           1                 0
## 1067            743          106     0           1                 1
## 1069            662         6343     1           0                 0
## 1070            798          560     0           1                 0
## 1072            356         1730     0           1                 0
## 1073           1524         4621     0           0                 0
## 1074            387          896     0           0                 0
## 1075            256         3854     1           0                 0
## 1076           1188         3900     0           0                 1
## 1077           1010         1626     0           0                 0
## 1078            335         5010     0           1                 0
## 1079           1563         3887     0           1                 1
## 1080           1223         1208     1           1                 0
## 1081            326           28     0           0                 0
## 1082           1097         6425     1           0                 1
## 1083           1391           91     1           0                 1
## 1084           1351         2402     0           1                 0
## 1085             10         1093     1           1                 1
## 1086           1106          246     0           0                 0
## 1087            142         4692     0           0                 0
## 1088           1118         1878     0           1                 0
## 1089            931         3850     0           1                 0
## 1090             10         5605     0           0                 0
## 1092           1215         6021     0           1                 0
## 1093           1229         4785     0           0                 0
## 1094           1405         1792     1           1                 0
## 1095           1388         4938     0           1                 0
## 1097            393         2816     0           1                 0
## 1099            786         1168     1           1                 0
## 1100             99         4666     0           1                 0
## 1101            325         6168     0           1                 0
## 1102           1199         5863     0           0                 0
## 1103           1537         5069     0           0                 0
## 1104            382         1118     0           0                 0
## 1105            389         1164     0           0                 0
## 1106            684         1684     0           1                 0
## 1107            541         2073     0           1                 0
## 1108           1480         3307     1           0                 0
## 1109           1394         5085     0           0                 1
## 1110           1183         2453     1           0                 0
## 1111           1563         2735     0           1                 0
## 1112            740         1832     0           1                 0
## 1113            382         6354     0           0                 0
## 1115            100         4223     0           0                 0
## 1116            837         3538     0           1                 0
## 1117           1030          889     0           1                 0
## 1118           1252         3570     0           0                 0
## 1119            607         6313     1           0                 0
## 1121            662         4861     0           1                 0
## 1122            108         3646     1           1                 1
## 1123           1104         4522     1           1                 0
## 1124            956          962     0           0                 0
## 1125            322         4422     0           1                 0
## 1126           1320         3306     0           1                 1
## 1127            317         4329     0           1                 0
## 1128            926         6426     1           0                 0
## 1130            319         4049     0           1                 0
## 1131           1243         1695     0           0                 0
## 1132            259         6152     0           0                 1
## 1133            334          382     0           0                 0
## 1134            330          722     0           1                 0
## 1135            935         5634     0           1                 0
## 1136            327         1919     0           1                 1
## 1138            338         6500     0           1                 0
## 1139           1115         5890     0           1                 1
## 1140            799          147     0           1                 0
## 1141            505         3033     1           1                 0
## 1142           1121         1961     0           0                 0
## 1143            506          144     0           1                 0
## 1146           1524          305     1           1                 0
## 1147            554         1163     0           0                 0
## 1148            311         1343     0           0                 0
## 1149            760         3191     0           1                 0
## 1151            390          267     0           0                 0
## 1152           1133         4402     0           1                 0
## 1153            308           13     0           0                 0
## 1154           1545         4871     0           0                 1
## 1155           1474         4545     0           0                 0
## 1157           1494         1962     0           0                 1
## 1158            469         2697     1           1                 0
## 1159           1063         4220     0           0                 0
## 1160           1392          102     1           0                 0
## 1161           1255         4806     0           0                 1
## 1162            332         4304     0           1                 0
## 1163            739         2445     0           0                 0
## 1164            712          538     0           1                 0
## 1165            327         1487     0           1                 0
## 1167            249         6054     0           1                 0
## 1168           1480         4646     1           1                 0
## 1169              9         2800     0           0                 1
## 1170            331         1491     1           1                 0
## 1172           1204           61     0           0                 0
## 1174           1188         3111     0           0                 0
## 1175             27          993     1           1                 0
## 1176           1478         3378     0           1                 1
## 1177            677         1575     0           1                 0
## 1178            848          432     1           1                 1
## 1180           1461         4117     0           0                 0
## 1181           1355          908     0           1                 0
## 1182            850         4912     1           0                 0
## 1183            868         3013     0           0                 0
## 1184             76         5736     0           0                 1
## 1185           1570         3060     0           0                 0
## 1187             92         3326     0           1                 0
## 1188           1002         2137     0           1                 0
## 1189           1406         4864     1           1                 0
## 1190           1100         3045     0           0                 0
## 1191            690         5848     0           0                 0
## 1192            847          473     0           0                 1
## 1193           1304         4595     0           1                 0
## 1194            323         2948     0           1                 0
## 1196           1182          637     0           0                 0
## 1197             85         3242     0           1                 0
## 1198            669         4991     0           0                 0
## 1199           1477         4108     1           1                 0
## 1200            397          914     0           0                 0
## 1201            408         3953     0           1                 0
## 1205           1209         6017     1           0                 0
## 1206           1455         4399     0           1                 0
## 1207            999          284     1           1                 0
## 1208            958         5729     1           0                 0
## 1211           1319          961     1           1                 0
## 1212           1210         2160     1           0                 0
## 1213            342          180     0           1                 0
## 1214            372          829     0           1                 0
## 1215           1408         1922     1           1                 0
## 1217            947          215     0           1                 0
## 1220           1129          794     1           0                 0
## 1221            627         3825     1           1                 0
## 1222            680         6061     1           0                 0
## 1223            390         1383     0           0                 0
## 1224           1405         2442     0           1                 0
## 1229           1170         2219     1           1                 0
## 1230            391         1180     0           0                 0
## 1231            112         4802     0           1                 0
## 1232           1552         4957     0           1                 1
## 1233           1149         1918     1           1                 0
## 1235           1515          952     1           0                 1
## 1236            823         1171     0           0                 0
## 1237            337         4470     0           1                 0
## 1238            922         1464     0           1                 0
## 1239            430         5081     0           0                 0
## 1240            616         3816     1           1                 0
## 1242           1406         1745     0           1                 1
## 1243             98         4001     0           0                 0
## 1244           1262         1667     0           0                 0
## 1245           1400         6506     1           0                 0
## 1246            611         3811     1           1                 0
## 1248           1127         5777     1           0                 0
## 1250           1190         4382     1           0                 0
## 1251           1373         4060     0           0                 1
## 1252            464         4841     1           0                 0
## 1253           1317         4993     0           0                 0
## 1255            337           89     0           0                 0
## 1256           1497         3762     1           0                 1
## 1257            687         6371     0           1                 0
## 1258           1207         1543     0           0                 0
## 1259            706         4995     0           0                 0
## 1260           1389         5000     1           0                 1
## 1261           1496         5300     0           1                 0
## 1262           1488         4403     0           1                 1
## 1263           1209         2635     0           0                 1
## 1264           1133         4069     0           1                 0
## 1265            192         5184     1           1                 0
## 1266            271         5604     0           1                 0
## 1267            390         1027     0           1                 0
## 1268            735         2486     0           0                 0
## 1269            323         6240     0           1                 0
## 1270           1361         3555     0           1                 1
## 1273           1573         5608     0           0                 1
## 1274            336          591     0           0                 0
## 1275            861         1868     0           1                 0
## 1276            353         4194     0           1                 0
## 1277            262         6145     0           0                 1
## 1279            895         5042     0           1                 0
## 1280            105         5795     0           0                 0
## 1281            331          349     0           1                 0
## 1283           1093         5714     0           0                 0
## 1284            143         2822     0           0                 0
## 1285            325          440     0           1                 0
## 1286            995         3504     0           1                 0
## 1287           1288         4840     0           1                 1
## 1288           1111         5109     1           1                 0
## 1289           1289         4349     0           0                 0
## 1290            210         5787     0           1                 0
## 1291            605         2352     1           1                 0
## 1292           1216         4537     0           0                 0
## 1294           1123         3439     0           0                 0
## 1296            591         4080     1           0                 0
## 1297            200         5997     0           1                 0
## 1298            814         3269     0           0                 0
## 1299           1224         3063     0           0                 0
## 1300            328          723     0           0                 0
## 1301           1311          627     1           1                 1
## 1302            838         1122     0           0                 0
## 1304           1122         2332     0           0                 0
## 1306           1303          992     1           0                 0
## 1307           1539         2787     1           0                 0
## 1308            612         1680     0           1                 0
## 1309           1038         3137     0           1                 0
## 1310            180         4313     1           1                 0
## 1311           1388         3010     1           0                 0
## 1312            352         1652     0           0                 0
## 1313            333          865     0           1                 0
## 1314            389         6241     0           0                 0
## 1315            963         4773     0           1                 0
## 1317           1488         2723     0           1                 0
## 1318            949         3360     0           1                 0
## 1319            333         1443     0           0                 0
## 1320            390         1210     0           0                 0
## 1321            341         5822     1           0                 0
## 1322           1004         5443     1           0                 1
## 1323            706         1769     0           0                 0
## 1324           1575         4885     1           1                 0
## 1325            748          407     0           0                 0
## 1326            322          893     0           0                 0
## 1327            788          533     0           1                 0
## 1328            400         2150     0           0                 0
## 1329            376         1215     0           1                 0
## 1330            502         1270     0           1                 0
## 1331            401         2151     1           0                 1
## 1332            610         6467     1           1                 0
## 1334            342         4974     0           1                 0
## 1335            337         1609     1           1                 0
## 1337            757         1187     1           1                 0
## 1338            334          748     0           0                 0
## 1339           1073         3966     0           1                 0
## 1340            344         4662     0           0                 0
## 1342           1344          471     1           0                 0
## 1343            333         3213     0           1                 0
## 1344           1203         6233     1           1                 0
## 1345            674         2210     0           0                 0
## 1346            945         3677     0           0                 0
## 1347            343         2162     0           1                 0
## 1348            866         3877     0           1                 0
## 1349            341          652     0           1                 0
## 1350           1364         1111     1           0                 0
## 1353            215         4445     0           1                 0
## 1354           1022         5695     0           1                 0
## 1355           1487         6294     1           0                 0
## 1358           1023         2012     1           1                 0
## 1359           1436         5198     0           0                 0
## 1360           1309         3760     0           0                 0
## 1362           1311         6079     1           1                 0
## 1363           1247         4157     0           1                 1
## 1364           1287         3803     0           1                 0
## 1365            865         1668     0           0                 0
## 1366            339         4479     0           0                 0
## 1367           1188         5964     1           0                 1
## 1369            331         1491     0           1                 0
## 1370           1286         3301     0           1                 0
## 1371            331         6223     0           0                 0
## 1372           1019         3002     1           1                 0
## 1373           1248         4794     0           1                 0
## 1374            965         3394     0           0                 0
## 1375            602         2656     0           0                 0
## 1376           1555         5015     0           1                 0
## 1378            396          310     0           0                 0
## 1380           1004          994     1           0                 0
## 1381             47         4156     0           0                 0
## 1384            816         5728     0           0                 0
## 1385           1477         2799     1           0                 1
## 1386            994         4127     0           0                 0
## 1387           1315         2093     0           1                 0
## 1388            336         5045     0           1                 0
## 1389            341         1613     0           0                 0
## 1390            204         5401     0           0                 0
## 1392              2         5070     1           0                 0
## 1393           1257         2773     0           0                 0
## 1394           1286         1539     0           0                 0
## 1395            325         2543     0           0                 0
## 1396            333         4782     0           1                 0
## 1397           1581         3759     1           0                 1
## 1401           1131         5820     1           0                 0
## 1402            403         1161     0           1                 0
## 1403            601         2969     0           1                 0
## 1404             77         5735     0           0                 0
## 1406           1469         1198     1           0                 1
## 1407             29         2546     0           1                 1
## 1408           1285          565     1           0                 0
## 1409           1483         4965     0           1                 0
## 1410           1502         2961     0           1                 0
## 1411              7         5271     0           1                 0
## 1412            773         2749     0           0                 0
## 1413            678         6254     0           0                 1
## 1414           1388         5138     0           1                 0
## 1416           1581         4902     0           0                 0
## 1417           1287         5677     1           1                 1
## 1418            235         5944     0           0                 0
## 1419             23          913     1           1                 0
## 1420            333         6409     0           0                 0
## 1421           1094         5732     0           1                 0
## 1422           1436         5253     0           1                 1
## 1423           1088         2714     0           1                 1
## 1424            690         4228     1           1                 0
## 1425            386          172     0           1                 0
## 1426            393         5018     0           0                 0
## 1427            929         2512     0           0                 0
## 1428            349         5710     0           1                 0
## 1429            998         4866     0           1                 0
## 1430           1584          260     1           1                 0
## 1431            177         5632     0           0                 1
## 1432           1425         1530     1           0                 0
## 1434            686         1657     0           0                 0
## 1435           1122         3024     1           0                 1
## 1436            332          958     0           1                 0
## 1437           1542         4532     0           0                 1
## 1438              7         4395     0           0                 0
## 1439            779          973     0           1                 0
## 1440            209         3833     0           1                 0
## 1442            682         4224     0           1                 0
## 1443           1220         2881     1           1                 0
## 1444            351         3999     0           1                 0
## 1445            324          117     0           0                 1
## 1446            321          939     0           1                 0
## 1447           1009          368     0           1                 0
## 1448            657         2213     0           1                 1
## 1449           1482         2573     0           1                 0
## 1450            347         5231     0           1                 0
## 1451            116         3281     0           0                 0
## 1452              1          964     1           0                 0
## 1454            345         1617     1           1                 0
## 1455           1578         4873     0           0                 0
## 1456           1305         3616     1           1                 0
## 1457           1510         1869     0           1                 0
## 1459           1027         2437     1           0                 0
## 1460            931         4543     0           1                 0
## 1461           1103         5722     0           1                 0
## 1462            665         4712     0           1                 0
## 1463           1086         1279     0           0                 0
## 1464           1441         4735     0           1                 0
## 1465           1562         3011     1           1                 0
## 1466            318         1008     0           0                 0
## 1468           1099         6315     1           1                 0
## 1469           1561         2053     1           0                 0
## 1470           1511         3783     0           1                 0
## 1471            103         5500     0           0                 1
## 1473            115         5232     1           1                 0
## 1474             89         3693     1           1                 0
## 1475            662         1903     0           0                 0
## 1477            934         4027     0           1                 0
## 1479           1014         3085     0           0                 0
## 1480           1569         5629     0           0                 1
## 1481           1525         1711     1           1                 1
## 1482            764           38     1           0                 0
## 1484            706         4302     0           1                 0
## 1485            810          516     0           0                 0
## 1486           1036         4007     0           0                 1
## 1488           1361         1297     1           1                 1
## 1489           1194         5995     0           1                 0
## 1490            329          833     1           0                 0
## 1491           1549         4221     0           0                 0
## 1493           1187         3438     0           0                 0
## 1494           1124          279     1           1                 1
## 1495           1477         4971     0           1                 1
## 1496            551          877     0           0                 0
## 1497            333         2078     0           1                 0
## 1498            770         2282     0           1                 0
## 1499             42         4005     0           0                 1
## 1500           1041          451     0           0                 0
## 1501           1105         5723     1           1                 1
## 1502            745         3252     0           1                 0
## 1503            327           18     0           1                 0
## 1504           1366         1753     0           0                 1
## 1505           1144          576     1           1                 0
## 1506           1212         4725     0           1                 0
## 1507            319          671     0           0                 0
## 1508           1295          373     0           0                 0
## 1509            413         2158     1           0                 1
## 1511            991         2482     0           0                 0
## 1513             12         4580     0           1                 0
## 1514            345         6466     0           0                 0
## 1515            574         5623     1           0                 0
## 1516            326         4561     0           0                 0
## 1517            972         2095     0           1                 0
## 1519            581         2906     0           1                 0
## 1520            186         5522     0           0                 0
## 1521            347         1031     0           0                 0
## 1522           1500         2530     0           0                 0
## 1524            787          186     0           0                 0
## 1525            306          110     0           0                 0
## 1526           1397         1494     1           1                 0
## 1527            412         6286     0           0                 0
## 1528            326         2595     0           1                 0
## 1529           1118           56     1           0                 0
## 1530            330          805     0           0                 0
## 1532           1126         4482     0           1                 0
## 1533           1183         4732     0           0                 0
## 1534             18         6095     1           1                 0
## 1535            687         1785     0           0                 0
## 1536           1210         4135     0           1                 0
## 1538            356         6411     0           0                 0
## 1539           1018         2865     1           0                 0
## 1540            681          874     0           1                 0
## 1541             90         5227     0           1                 0
## 1543            143         5422     1           0                 0
## 1544           1317         1821     0           1                 0
## 1545            627         3825     1           1                 0
## 1546           1220         3889     0           1                 1
## 1547            402         4681     0           1                 0
## 1548           1215         2123     0           0                 0
## 1549           1234         2703     0           0                 0
## 1551            117         4762     1           0                 0
## 1553            970         6147     0           1                 0
## 1555            341         3816     0           0                 0
## 1557           1110         5725     1           1                 0
## 1559           1006         2260     0           1                 1
## 1560           1499         6318     1           1                 1
## 1561           1235         3835     0           0                 0
## 1562           1119         4548     0           1                 0
## 1563            978         5223     0           0                 0
## 1564            214          341     0           1                 1
## 1565            635         5151     0           0                 0
## 1567            335         1607     0           1                 0
## 1568            610          496     1           0                 1
## 1569           1514         3730     0           1                 0
## 1571           1575         5324     1           1                 0
## 1572            860         3400     0           0                 1
## 1573           1558         1203     1           0                 0
## 1574            837         3549     1           0                 0
## 1575           1213         6448     1           1                 1
## 1576           1052          895     0           0                 1
## 1577            512         5916     0           1                 0
## 1578            936         3046     0           0                 0
## 1579            660         2375     0           0                 0
## 1581           1213         2930     0           1                 0
## 1582            171         5780     0           0                 0
## 1583            422          448     0           1                 0
## 1584            131         4463     0           0                 1
## 1585            931         4181     0           0                 1
## 1586            321          481     0           0                 0
## 1587            356         3296     0           1                 0
## 1588           1163         2936     1           0                 0
## 1589            311         6171     0           1                 0
## 1590            417         1110     0           0                 0
## 1591           1105         1128     1           1                 1
## 1592           1026          369     0           0                 0
## 1593           1529         3796     0           1                 0
## 1594            325         4358     0           1                 0
## 1595           1212         4718     0           0                 0
## 1596           1373         6283     1           1                 1
## 1597           1485         3672     0           1                 0
## 1598           1402         2395     1           1                 0
## 1599            925         6519     1           0                 0
## 1600           1507         5215     0           1                 0
## 1602             77         5747     0           1                 1
## 1603           1378          314     1           1                 1
## 1606            857         2713     0           1                 0
## 1607           1416         5194     0           0                 0
## 1608           1347         4854     1           1                 0
## 1611            335         6376     0           0                 0
## 1614           1487         1936     1           0                 1
## 1615           1234         4607     0           1                 0
## 1617           1328         2633     1           0                 0
## 1618           1031         2810     0           0                 0
## 1619           1534         4319     0           0                 0
## 1620           1551         4573     1           0                 0
## 1621           1126         5238     1           0                 0
## 1622            832          356     0           1                 0
## 1623           1129         6257     0           1                 0
## 1624           1398         2275     0           0                 1
## 1625           1038         4011     0           1                 0
## 1626             49         3421     0           1                 1
## 1628            117         4294     1           1                 0
## 1630            828         3196     0           1                 0
## 1632            384          262     0           0                 0
## 1633            440         1591     0           1                 0
## 1634           1287         4746     0           0                 0
## 1635            611         5871     1           1                 1
## 1638            331         4728     0           0                 0
## 1639           1404         2962     0           1                 0
## 1640            185         3106     1           0                 0
## 1641           1292         3068     1           0                 1
## 1643           1194         6264     1           1                 0
## 1644           1223         4097     0           1                 1
## 1645            786          807     0           0                 0
## 1646           1315         6214     1           0                 0
## 1647           1186         5962     1           1                 1
## 1648            485         4857     0           1                 0
## 1649            349          346     0           1                 0
## 1650            310         1342     0           1                 0
## 1651            596          618     1           0                 0
## 1652           1413         4176     0           0                 0
## 1653            409         6330     0           1                 0
## 1654            114         4462     1           1                 0
## 1655           1035         4099     0           1                 0
## 1658           1014         2820     1           1                 0
## 1659           1485         4067     1           1                 0
## 1662            339         1252     0           0                 0
## 1663            393         2792     0           1                 0
## 1664            273         4315     0           0                 0
## 1665           1103         4547     0           0                 0
## 1666            684         4226     1           1                 1
## 1667             59         5535     0           1                 0
## 1669            244         3902     1           0                 0
## 1670            399         4990     0           0                 0
## 1671           1182         2021     1           0                 0
## 1672           1207         2774     0           0                 0
## 1673            405          956     0           1                 0
## 1674            103         5537     0           0                 1
## 1675            625         2979     0           1                 1
## 1676            386          800     0           1                 0
## 1677            397         1410     0           0                 0
## 1678           1304         4972     0           1                 0
## 1679            326         3629     0           1                 0
## 1680            684         1142     0           0                 0
## 1681           1030         1548     0           1                 1
## 1682            848         1081     1           0                 0
## 1683            424         2731     0           1                 0
## 1684            337         6037     0           0                 0
## 1685            825         3936     0           1                 0
## 1686           1538         5297     0           1                 0
## 1687            327          304     0           1                 0
## 1688            402         6436     0           1                 0
## 1689            255         6165     0           1                 0
## 1690            490         2942     1           0                 0
## 1691           1033         3236     0           1                 0
## 1694           1295         5021     0           1                 0
## 1695            347         6460     0           0                 0
## 1696            343         6428     0           1                 0
## 1697             46         5277     1           0                 0
## 1699            507         3622     0           1                 0
## 1700           1580         6511     1           1                 0
## 1703           1088         1565     0           0                 1
## 1704           1099         2587     1           1                 0
## 1706           1256         3566     0           0                 0
## 1707            385         1231     0           0                 0
## 1708            768         1088     0           0                 0
## 1709            874         2752     0           1                 0
## 1710           1145         4387     0           1                 0
## 1711            322         6478     0           0                 0
## 1713            328          773     0           1                 0
## 1714            332         2807     0           0                 0
## 1716           1275         1104     0           0                 1
## 1717           1096         5152     1           0                 0
## 1718            791         2528     0           0                 0
## 1719            336            3     0           0                 0
## 1720           1490         2374     0           0                 0
## 1721           1476         1065     0           0                 1
## 1722            679          818     0           1                 0
## 1723           1040         1780     0           1                 0
## 1724           1237         3127     0           0                 0
## 1726            844         4846     1           1                 0
## 1727           1011         5448     1           0                 1
## 1728           1565         4889     0           1                 1
## 1729            315         1476     0           1                 0
## 1730            618         3575     1           1                 0
## 1731            255         6067     0           1                 0
## 1733            595         2721     0           0                 0
## 1734           1408         5006     0           0                 0
## 1735           1017         5454     1           1                 0
## 1736            342         5748     0           1                 0
## 1737           1046          387     0           1                 0
## 1738           1342         1382     1           0                 0
## 1739            394         1036     0           1                 0
## 1740             84         3559     0           0                 0
## 1741            330          228     0           0                 0
## 1742            285         6029     0           0                 0
## 1744            335          200     0           0                 0
## 1746           1391         3666     0           0                 0
## 1747           1396          332     1           1                 0
## 1748            655          772     0           1                 0
## 1749           1523         5394     0           0                 1
## 1750           1097         3977     0           1                 0
## 1751            749         5229     0           0                 0
## 1752           1108         2844     0           0                 1
## 1753           1203         3706     0           1                 0
## 1754            335          697     0           0                 0
## 1756            761         2263     0           1                 0
## 1757            386          931     0           1                 0
## 1758           1390         2746     0           1                 0
## 1760           1125         3958     0           1                 0
## 1761            201         5221     0           0                 0
## 1762            345         4804     0           0                 0
## 1764            820         3040     0           0                 0
## 1765           1457         5298     0           1                 0
## 1767           1407          371     1           1                 1
## 1768           1184          795     1           1                 0
## 1771            171         5576     0           1                 1
## 1772            397         1352     0           1                 1
## 1773            761          915     0           0                 0
## 1774            392         1425     0           1                 0
## 1775           1420         1170     0           0                 0
## 1776            337         3344     1           0                 0
## 1777             82         5122     0           1                 1
## 1779           1051         5571     1           1                 0
## 1780            341         5866     1           0                 0
## 1781           1440         5154     0           1                 0
## 1782           1284         2841     1           0                 0
## 1783             99         3903     0           0                 1
## 1784            326          264     0           0                 0
## 1785            457         1092     0           1                 0
## 1786           1166         6434     1           0                 0
## 1787            877         2364     0           0                 0
## 1788           1007         2657     0           1                 0
## 1789            392         1294     0           1                 0
## 1791           1390         1287     1           0                 0
## 1792           1084         1119     0           0                 0
## 1793            322         4768     0           0                 0
## 1795           1560         6490     1           0                 0
## 1796            587         3660     0           1                 0
## 1797           1013          884     0           1                 0
## 1798            525         2427     0           1                 0
## 1802            399         6400     0           1                 0
## 1803           1138         5822     1           0                 0
## 1804           1187         1162     1           0                 0
## 1807           1191         1388     0           0                 1
## 1808           1524         1039     0           1                 0
## 1810            328         2234     0           1                 0
## 1811            344          911     0           0                 0
## 1812            318         1479     0           1                 0
## 1813           1553         5467     0           1                 1
## 1814           1098         3780     0           1                 0
## 1815            708         2824     0           0                 0
## 1816            623         2809     0           0                 0
## 1818           1330         2344     1           0                 0
## 1819           1088          784     1           1                 0
## 1822           1410         4868     0           1                 0
## 1823            699         1969     0           0                 0
## 1825           1108         4721     0           1                 0
## 1826            344         5481     0           1                 0
## 1827            904          691     0           0                 1
## 1830            612         3812     1           1                 1
## 1831            610         3810     0           0                 0
## 1832           1512         1750     1           1                 0
## 1834           1398         4183     0           1                 1
## 1835            403          301     0           0                 0
## 1836            164         5471     1           1                 0
## 1837            383          479     0           0                 0
## 1838           1130         2848     0           1                 0
## 1842            310         2414     0           1                 0
## 1844            320         5800     0           0                 0
## 1845            621         3440     1           1                 0
## 1847            496         5381     1           0                 0
## 1848            633         3905     1           1                 0
## 1849            613         3813     1           0                 0
## 1850            578         3658     1           1                 1
## 1851            336         6410     0           1                 0
## 1853            826         3300     0           0                 0
## 1854           1076          815     1           0                 0
## 1855           1306         3688     1           1                 0
## 1857            629         3826     1           0                 0
## 1858            691         2221     0           0                 1
## 1860            861         1054     0           0                 1
## 1861           1565         4012     0           1                 1
## 1862             83         5332     0           0                 0
## 1863           1274         2120     1           0                 0
## 1864            591         3735     0           1                 0
## 1865            379         1245     0           1                 0
## 1866            621         3819     0           1                 0
## 1867           1468         3864     0           0                 0
## 1868            328         6036     0           0                 0
## 1869           1032         4243     0           0                 0
## 1870           1328         3096     0           0                 0
## 1871            251         6051     0           1                 0
## 1873           1368         5130     0           1                 0
## 1876           1319         1129     1           1                 0
## 1877            603          295     0           1                 0
## 1878            851         1386     0           1                 0
## 1879             11         3159     1           0                 1
## 1880            772          876     0           1                 0
## 1883           1066          362     1           0                 0
## 1884            779          595     0           0                 0
## 1885            467         3582     0           1                 0
## 1886            354         1728     1           0                 0
## 1887            612         3812     1           0                 1
## 1888            700         1693     0           1                 1
## 1890            589         1634     0           0                 0
## 1892           1018         2307     0           1                 0
## 1893            689          951     1           1                 1
## 1894           1183         3246     1           0                 1
## 1895           1416         1074     0           1                 0
## 1896            332         5825     0           1                 0
## 1897            337         2249     0           0                 0
## 1898           1409         5182     0           1                 0
## 1899           1436         2313     0           1                 0
## 1900           1481         4314     1           1                 0
## 1901            394         6471     0           0                 0
## 1902            512          692     0           1                 0
## 1903           1174         4711     0           0                 0
## 1904            333          728     0           1                 0
## 1905            347          902     0           1                 0
## 1906            459         1153     0           0                 0
## 1907            117         5850     0           0                 0
## 1909           1502         5022     0           0                 0
## 1910            924         1249     0           0                 0
## 1911            703          495     0           1                 0
## 1912           1295         3304     1           0                 0
## 1913           1379         5129     0           0                 1
## 1914            762          635     0           1                 0
## 1915            699         4236     1           1                 0
## 1917           1318         4869     0           1                 0
## 1918            854          740     0           1                 0
## 1919            330         5646     0           1                 0
## 1921           1059         3587     0           0                 0
## 1923            140         4308     1           1                 0
## 1924            325         5251     1           0                 0
## 1926            344         5826     0           1                 0
## 1927            221         4787     0           0                 0
## 1928            338         1610     0           1                 0
## 1930           1186         2109     1           0                 0
## 1931            331         6524     0           0                 0
## 1932            857         2734     0           0                 0
## 1933            325         2294     0           0                 0
## 1934            352         1624     0           0                 0
## 1935            355         1729     0           1                 0
## 1936           1048         3892     0           1                 0
## 1938            318         6339     0           1                 0
## 1939            677         4145     0           1                 0
## 1940            407         1766     1           1                 0
## 1941            344          909     0           0                 0
## 1942           1405         4299     0           1                 0
## 1943           1402         5149     0           0                 0
## 1944           1219         1046     1           0                 0
## 1945             87         5430     0           1                 0
## 1946           1434         4872     1           1                 0
## 1947            685         5303     0           1                 0
## 1948           1502         1519     0           0                 0
## 1949           1118         5770     1           1                 0
## 1950           1120         5771     1           1                 0
## 1951           1500         3915     0           0                 0
## 1952             26         5647     0           0                 0
## 1953            727         2106     0           0                 0
## 1954           1296         1679     0           1                 0
## 1956           1369         2492     0           0                 0
## 1957            850         2068     0           0                 0
## 1958           1584         1935     0           1                 0
## 1959           1033         4592     0           1                 0
## 1960            759         2999     0           1                 0
## 1961            672          385     1           1                 0
## 1962            759          531     0           1                 1
## 1963           1176         4468     1           1                 0
## 1964              7         4360     0           0                 0
## 1965            735         2814     0           0                 0
## 1966           1226         4753     1           0                 0
## 1967            321         3684     0           0                 0
## 1970           1110         6114     1           1                 0
## 1971            326         3343     0           1                 0
## 1972           1463         6393     1           1                 1
## 1973           1411         2459     0           1                 1
## 1974           1014         3335     0           0                 0
## 1975            334         6288     0           0                 0
## 1976           1497           41     0           1                 0
## 1977             41         4829     1           0                 0
## 1978            333         2330     0           1                 0
## 1979           1221         1837     0           1                 0
## 1981            435         2682     1           0                 0
## 1983           1380         1891     1           0                 0
## 1984            167         5079     1           1                 1
## 1985            636         1146     0           0                 0
## 1987           1179         3119     0           1                 0
## 1990            326         3602     0           1                 0
## 1991           1018         5455     1           0                 1
## 1992            979         3924     0           1                 0
## 1994            602         6482     1           0                 0
## 1995           1110         1211     1           1                 0
## 1996           1121         5136     0           0                 1
## 1997            337          317     0           0                 0
## 1998            614         2114     0           1                 0
## 1999           1497         4539     1           0                 0
## 2000           1394         1779     1           1                 0
## 2001             10         4189     1           0                 0
## 2002            640         1861     1           1                 0
## 2004           1341         2953     1           0                 0
## 2006           1129         3094     1           1                 0
## 2007           1313         3920     0           1                 0
## 2008           1561         3859     1           0                 0
## 2010            882         5779     0           1                 0
## 2011            679          751     0           0                 0
## 2013            342         5742     0           1                 0
## 2015             77         5541     1           1                 0
## 2016           1119         3305     0           1                 0
## 2017            154         5393     0           1                 0
## 2018           1324          622     0           0                 0
## 2020           1506          344     0           1                 0
## 2021            291         6202     0           0                 0
## 2022            110         5705     0           1                 1
## 2023            337         3885     0           0                 0
## 2024            326         2875     0           0                 0
## 2025           1409         4951     1           1                 0
## 2026            866          619     0           1                 0
## 2027            398          455     0           0                 0
## 2028           1360          713     1           0                 0
## 2030            853         2171     0           1                 0
## 2032           1097         5717     0           1                 1
## 2033           1031         5513     0           0                 1
## 2034           1413         1998     1           0                 0
## 2035           1191         1238     1           1                 0
## 2036           1408         5161     0           1                 0
## 2037            323         1127     0           1                 0
## 2039           1012           83     0           1                 1
## 2040            324          513     0           1                 0
## 2041            198         5749     0           0                 0
## 2042            391         2042     0           0                 0
## 2043           1155         1685     0           1                 0
## 2044           1527         1663     1           1                 1
## 2045           1307         4820     0           0                 0
## 2046            642         2931     0           0                 0
## 2047            322          631     0           0                 0
## 2048             72         4190     0           0                 0
## 2049           1266         3476     1           1                 0
## 2050            669          116     1           0                 0
## 2051            160         4200     0           1                 0
## 2052           1224         3485     0           1                 0
## 2053           1188         1260     1           0                 0
## 2054           1332         5055     0           1                 0
## 2055           1452         2959     0           1                 0
## 2057            655         2945     1           1                 0
## 2058            400         1178     0           0                 0
## 2059           1139         3390     0           1                 0
## 2060            325         4969     0           0                 0
## 2062            393          932     0           1                 0
## 2063             59         5374     0           1                 1
## 2065           1504         6445     1           0                 0
## 2066            842         2537     1           0                 0
## 2067           1474         5097     0           0                 0
## 2069            332         2444     0           1                 0
## 2070            154         3911     1           0                 1
## 2071             22         4629     0           1                 1
## 2072            830         5880     0           0                 0
## 2074            780         6236     0           1                 0
## 2076           1281         4900     0           1                 1
## 2077           1117         1202     0           0                 0
## 2078            391         3949     0           1                 0
## 2080           1014         5451     1           1                 0
## 2081           1456         2534     1           0                 1
## 2082           1221          735     1           1                 0
## 2083            476          667     1           0                 0
## 2084            779         1546     0           0                 0
## 2085            543         1535     0           0                 0
## 2088           1195         4790     0           1                 0
## 2090            327         3349     0           0                 0
## 2093           1473         6069     0           1                 0
## 2094           1412         1254     0           1                 0
## 2096           1575         5405     0           1                 0
## 2098           1215          743     0           1                 0
## 2099           1023         6157     0           1                 1
## 2101           1116         2063     1           0                 0
## 2102            836         2740     0           1                 0
## 2103           1459         2689     0           1                 0
## 2105            419         6502     0           1                 0
## 2107            359         5578     0           1                 0
## 2108            835         1556     0           0                 0
## 2109           1492         3709     0           1                 0
## 2111            303         6201     0           0                 0
## 2113            921         3855     0           0                 0
## 2115            338         6192     0           1                 0
## 2116            354          384     0           0                 0
## 2118           1128         6222     0           0                 0
## 2120            396            4     1           1                 0
## 2122            599         3742     0           1                 0
## 2123            572         1221     1           1                 0
## 2124           1102         2626     0           1                 0
## 2125           1117         5769     1           1                 0
## 2126           1488         4083     1           1                 0
## 2128            327         3704     0           1                 0
## 2132           1417          797     0           1                 0
## 2133            405         2719     0           1                 0
## 2136           1322         2385     1           0                 0
## 2137            337         2952     0           1                 0
## 2139           1108         1797     0           1                 1
## 2140            691          867     0           1                 0
## 2141           1070         6091     0           1                 0
## 2142            266         5597     0           0                 0
## 2143            314         3016     0           1                 0
## 2144            325          513     0           1                 0
## 2146           1281         1246     0           1                 0
## 2147            380          901     0           1                 0
## 2148            683         4225     0           0                 0
## 2149           1103         1338     0           0                 0
## 2150            329         4211     0           0                 0
## 2151           1299         2271     1           0                 0
## 2153            131         4557     0           1                 0
## 2154           1289         4086     0           0                 0
## 2155            398         3180     0           0                 0
## 2156           1273         4980     0           0                 0
## 2157           1127         1056     1           0                 0
## 2159           1556         2601     1           1                 1
## 2160             23         5498     0           1                 0
## 2162           1473         4550     0           0                 1
## 2163           1497          428     1           1                 1
## 2164           1099         4411     1           1                 1
## 2165           1224         4217     0           0                 0
## 2166            852          470     0           0                 0
## 2168            589         3661     0           0                 0
## 2169           1320         2672     0           1                 0
## 2172            322          517     0           1                 0
## 2174            332          212     0           1                 0
## 2175            325         6510     0           0                 0
## 2176           1502         5323     0           1                 1
## 2179            685          174     0           1                 0
## 2180           1368         1325     1           0                 1
## 2181            758          614     1           1                 0
## 2182            333         6245     0           1                 0
## 2183            282         6232     0           1                 0
## 2184            468         6380     0           0                 0
## 2185            386         1222     0           1                 0
## 2186           1283         4880     0           1                 0
## 2187           1423         6344     1           0                 1
## 2190           1194         5968     1           1                 0
## 2191            408         5329     0           0                 0
## 2192            338         3271     0           0                 0
## 2193            909         3635     0           1                 0
## 2194            884          140     0           0                 0
## 2195            412          630     0           1                 0
## 2196            814           87     0           0                 0
## 2197           1316         2600     0           0                 0
## 2198           1021         3951     1           1                 1
## 2199             93         5790     0           1                 0
## 2200            212         5762     1           1                 0
## 2201           1582         2901     0           1                 1
## 2202           1497         4507     1           1                 1
## 2203           1324         4821     1           0                 0
## 2205            325         1066     0           1                 0
## 2206             75         5532     0           0                 0
## 2209            402         2382     0           0                 0
## 2211            678         2926     0           0                 0
## 2212            169         5581     0           0                 1
## 2213           1395         4882     0           0                 0
## 2214           1244         4909     0           0                 0
## 2215           1396         1124     0           1                 1
## 2216           1191         4750     0           1                 0
## 2217            913         3807     0           0                 0
## 2218             24         3381     0           1                 0
## 2219           1396         2273     1           0                 0
## 2221            532          566     0           1                 0
## 2222            488         6078     0           0                 0
## 2223            325          208     0           1                 0
## 2224             84         5694     0           0                 1
## 2225           1029         2541     0           1                 0
## 2226            341         6387     0           1                 0
## 2227           1019         5726     1           1                 0
## 2228            323         5792     0           1                 0
## 2229           1017         3322     0           1                 0
## 2230            841          759     0           1                 0
## 2231           1171         2796     0           0                 0
## 2233            627          450     0           1                 0
## 2234           1509         6447     0           0                 0
## 2235            508         2197     0           0                 0
## 2236           1388         5185     0           0                 1
## 2237            396          863     0           0                 0
## 2238            394           32     0           1                 0
## 2239             17         5312     0           0                 1
## 2240            920         1716     1           0                 0
## 2242             46           36     1           0                 0
## 2243            327         6134     0           0                 0
## 2244            752         1040     0           1                 0
## 2246            336         2620     0           0                 0
## 2248            330          609     0           0                 0
## 2250           1454         5340     0           1                 1
## 2251            705         4301     0           0                 0
## 2252            944           24     0           0                 0
## 2253           1215         4087     0           0                 0
## 2255            351         1069     0           0                 0
## 2256           1206         1788     1           0                 0
## 2257            720         2235     0           0                 0
## 2258           1208          845     1           0                 0
## 2259           1549         4685     1           0                 0
## 2260            264         5874     0           1                 0
## 2261            233          694     1           1                 0
## 2262             84         4549     0           1                 1
## 2264            346         6119     0           0                 0
## 2265           1037         5519     1           0                 0
## 2266           1336         1830     1           0                 1
## 2268            678         4146     0           1                 0
## 2269            330         4753     0           1                 0
## 2270           1582         1967     1           1                 0
## 2272             78         3809     0           0                 1
## 2274            647         2946     0           0                 1
## 2275            399         1324     0           1                 1
## 2276              4         6340     0           0                 1
## 2277            936           84     1           0                 0
## 2278           1575         5391     1           1                 1
## 2280            781         1019     0           1                 0
## 2282            920         4788     0           1                 1
## 2284           1305         3592     0           0                 0
## 2286            656         5114     1           0                 0
## 2287           1312         2791     1           0                 0
## 2288           1423         4201     0           0                 0
## 2289           1318         5019     0           1                 0
## 2290            129          465     1           1                 0
## 2291            400         2150     1           1                 0
## 2292            614         3814     0           1                 1
## 2293            196         4833     1           0                 0
## 2294           1188         4504     0           1                 0
## 2295            773         2276     0           0                 0
## 2296             61         4267     1           0                 0
## 2297           1402         5743     0           0                 0
## 2298           1422         5257     0           1                 0
## 2300             19         5339     0           1                 0
## 2301           1540         2955     0           1                 0
## 2303            944         4863     0           0                 0
## 2304             88         5657     0           1                 0
## 2307             85         4286     0           0                 1
## 2308            336         3425     0           1                 0
## 2309             81         3779     0           1                 0
## 2310           1457         5307     0           0                 0
## 2311           1080         2317     0           1                 0
## 2312            348         5663     0           1                 0
## 2313            402          386     0           0                 0
## 2315           1409           39     0           1                 0
## 2316           1385         4631     0           1                 0
## 2318            343           52     0           0                 0
## 2319           1558         2535     1           0                 0
## 2320           1261          469     1           0                 1
## 2321            333         6103     0           0                 0
## 2322            173         5903     0           0                 0
## 2323           1313         1691     0           0                 1
## 2324             40         2988     0           0                 1
## 2325           1486         4541     0           0                 0
## 2326            920         1351     0           1                 0
## 2327            427         5684     0           0                 0
## 2328            952         2624     0           0                 0
## 2329            936         3177     0           0                 0
## 2330           1300          715     0           1                 1
## 2331            779         2381     0           1                 0
## 2332           1027          390     1           1                 0
## 2333             90         4578     1           0                 1
## 2334            333          588     0           1                 0
## 2335           1477         1578     1           0                 1
## 2336            610         1817     0           0                 0
## 2338            123         2797     0           0                 0
## 2339            632          547     0           0                 0
## 2340            543         5463     0           0                 1
## 2341            335         6211     0           0                 0
## 2342           1507         5408     0           0                 0
## 2343            385         1662     0           1                 0
## 2344            475         1744     0           1                 0
## 2345           1406         5244     0           1                 0
## 2346           1279         3619     0           0                 0
## 2347            971         2871     0           0                 0
## 2348            328         1173     0           1                 0
## 2349           1211         2183     0           1                 0
## 2350            326         1572     0           1                 0
## 2351            747         3284     0           1                 0
## 2352            614         1688     0           1                 0
## 2354            328          272     0           0                 0
## 2355           1067         2097     0           1                 0
## 2356            335          482     0           1                 0
## 2357            629         3826     1           0                 0
## 2358            534         1393     0           1                 0
## 2359            605         3747     0           1                 0
## 2360           1254          345     0           1                 0
## 2361           1470         1264     0           1                 1
## 2362           1022         5504     1           0                 1
## 2363           1310         6212     1           0                 0
## 2364            293         6219     0           0                 0
## 2365           1570         5234     0           1                 0
## 2366            229         5922     0           1                 0
## 2367            411         2156     0           0                 0
## 2368           1403         5080     0           1                 0
## 2371            183         5979     0           0                 1
## 2372            872         5658     0           1                 0
## 2373            769         2302     0           1                 0
## 2374           1025         2060     1           0                 0
## 2375            122         3052     1           1                 1
## 2376             70         4891     0           1                 0
## 2377            324         1897     0           1                 0
## 2378            539          164     0           0                 0
## 2381            443         6321     0           0                 0
## 2382            685         1782     0           0                 0
## 2383            101         4570     0           1                 0
## 2387            833         3703     0           1                 0
## 2388           1411         1312     0           1                 0
## 2389             69         3000     1           0                 0
## 2390           1185         4606     0           1                 0
## 2391           1411         2448     0           0                 1
## 2392           1492         3110     0           0                 1
## 2393           1364         6282     1           1                 0
## 2395            678         5028     0           0                 0
## 2396           1453         6269     0           0                 0
## 2397            754         4920     0           1                 1
## 2398            328          211     0           1                 0
## 2399           1295         4943     0           0                 0
## 2401           1476         5898     1           0                 0
## 2402           1517         4310     1           0                 0
## 2404            351         6308     0           0                 0
## 2405            847         1176     0           1                 0
## 2406           1213         2940     0           0                 0
## 2407           1298         4216     0           1                 0
## 2408            474          827     1           0                 0
## 2410            338         4289     0           0                 0
## 2411           1483         3144     1           0                 1
## 2412             11         2326     0           1                 0
## 2413            509         3332     0           1                 0
## 2414           1328         2047     0           0                 1
## 2415            739         5213     0           0                 0
## 2416            525         1004     0           1                 0
## 2418           1020         5502     0           1                 1
## 2420            233         5193     1           0                 0
## 2421            340         4306     0           1                 0
## 2422            507         5189     0           0                 0
## 2424           1570         3241     1           1                 0
## 2425           1259         4153     0           1                 1
## 2426            776         1136     0           1                 0
## 2427            386         3978     1           1                 1
## 2428            401          562     0           0                 1
## 2430            327         4913     0           0                 0
## 2432           1082         1724     0           0                 1
## 2433            875         3722     0           0                 0
## 2434             63         6198     1           0                 0
## 2435            332         2856     0           1                 0
## 2436            323         5341     0           1                 0
## 2437           1234         1087     0           0                 1
## 2438           1295         4536     1           1                 1
## 2439            180         5956     0           0                 0
## 2440           1584         2769     1           0                 1
## 2441           1099         1577     0           0                 0
## 2442           1397          950     1           0                 0
## 2443           1109         4149     0           1                 0
## 2444             92          960     1           0                 1
## 2445            840         5395     0           1                 0
## 2447            117         2461     1           1                 0
## 2449           1100         2542     0           0                 1
## 2450            388         1225     0           0                 0
## 2451           1384         3914     1           0                 0
## 2452            388          302     0           1                 0
## 2453           1410         4352     0           1                 1
## 2454             96         4337     0           1                 1
## 2455            343         1085     0           1                 0
## 2456            325         6287     0           0                 0
## 2457            328          623     0           0                 0
## 2458           1028         5510     0           1                 0
## 2459           1312         5259     0           1                 0
## 2460           1151         5865     1           0                 0
## 2461            499         3031     1           1                 0
## 2462            345          375     0           1                 0
## 2463           1545         4169     0           1                 0
## 2464            652         1635     1           1                 0
## 2465            334         4906     0           0                 0
## 2466            402         1242     0           0                 0
## 2467           1554         4327     1           0                 0
## 2468           1037         3959     0           1                 0
## 2470            122         4089     0           0                 0
## 2471           1575         4505     0           0                 0
## 2472           1293         4826     0           1                 0
## 2473           1320         2091     0           1                 0
## 2474            601         1828     0           1                 0
## 2475           1128         3630     0           1                 0
## 2478            610         6303     0           0                 0
## 2479             15         3870     1           1                 1
## 2481           1213          143     1           0                 0
## 2482           1406         2163     0           0                 0
## 2484            768         1220     1           1                 0
## 2485           1173         4459     0           0                 0
## 2486             12         3336     0           1                 0
## 2487            341         6266     0           0                 0
## 2491            339         6080     0           0                 0
## 2492            335         3319     0           1                 0
## 2494            739          707     0           1                 0
## 2495           1023         2497     0           1                 0
## 2496           1121         3444     0           1                 0
## 2497            341          642     0           1                 0
## 2499            346         6379     0           1                 0
## 2500           1125         1468     1           1                 0
## 2501            336         5389     0           0                 0
## 2502            383         1305     0           0                 1
## 2503            387         1370     0           1                 0
## 2504            198         5551     0           0                 0
## 2505            402         1401     0           0                 0
## 2506           1096         5716     1           1                 0
## 2507           1399         2306     0           1                 1
## 2508            994         1185     0           0                 0
## 2509            318          104     0           1                 0
## 2510           1391         1803     1           0                 1
## 2511            267         5687     0           0                 0
## 2512           1520         1033     1           0                 1
## 2513           1009         5446     1           1                 1
## 2514           1578         2050     0           1                 0
## 2515           1426         1209     0           1                 0
## 2516           1294         2452     0           0                 0
## 2517           1304         2725     1           1                 1
## 2518           1179         3369     0           1                 0
## 2519            339         6272     0           0                 0
## 2521           1541         5494     0           1                 0
## 2522            322         1482     1           1                 0
## 2523           1265         6033     1           0                 0
## 2524           1206         5370     1           0                 0
## 2525            894         2420     1           1                 1
## 2526              9         5602     0           0                 0
## 2527            386         1175     0           0                 0
## 2528             23         3431     0           0                 1
## 2529            699         2853     0           1                 0
## 2530            138         5675     0           1                 0
## 2531           1440         5199     0           0                 1
## 2532            403         5352     1           1                 0
## 2533            242         6085     0           1                 0
## 2534            557          590     0           1                 0
## 2535            417         1141     0           0                 0
## 2536            223         5906     0           0                 0
## 2537            739         3376     0           0                 0
## 2538           1059         2140     0           1                 0
## 2539           1549          421     1           1                 0
## 2540           1181         6278     0           0                 0
## 2541           1034         3632     0           0                 0
## 2543            532         1589     0           0                 0
## 2544           1018         4655     0           1                 1
## 2545            335         2863     0           1                 0
## 2546            335          179     0           0                 0
## 2547            323         1906     0           0                 0
## 2548            428          458     0           0                 0
## 2549            318         3189     0           1                 1
## 2550            681         6310     0           0                 0
## 2552           1290         3202     0           1                 0
## 2553            619          750     0           1                 0
## 2554            335         5361     0           0                 0
## 2555            271         6187     0           1                 0
## 2556           1466         3551     1           1                 0
## 2557           1565         5550     0           0                 0
## 2558            692         2919     0           1                 0
## 2559            114         2303     1           1                 1
## 2562           1428         4886     0           0                 0
## 2563           1507         4741     1           1                 0
## 2564            321         2409     0           1                 0
## 2565            394         1445     0           0                 0
## 2566           1473         2472     1           1                 0
## 2567              9         3664     0           0                 0
## 2568            397         1276     0           0                 0
## 2569            758         4491     1           0                 0
## 2571            319         5030     0           0                 0
## 2572            156         4870     0           0                 0
## 2573           1484         6424     1           0                 0
## 2574           1564         2517     1           0                 1
## 2575            337         6504     0           1                 0
## 2576             26         2570     0           0                 1
## 2579           1016         3419     0           0                 1
## 2580            937         3251     0           0                 0
## 2581            330         6077     0           0                 0
## 2582            326         5918     0           0                 0
## 2583            335         4586     0           1                 0
## 2584            669         3482     0           0                 0
## 2585           1132         1947     1           1                 1
## 2587             13         4648     0           0                 0
## 2588            323         2107     0           0                 0
## 2589            340          539     0           0                 0
## 2591           1213         4683     0           0                 0
## 2592            825          392     0           0                 0
## 2594           1114         4396     0           0                 0
## 2595           1072         4406     0           0                 0
## 2597           1559         5589     0           0                 0
## 2599            263         6205     0           0                 0
## 2600             12         2485     0           0                 0
## 2601            342         2259     0           0                 0
## 2602             82         2786     0           0                 0
## 2603           1014         5451     1           1                 1
## 2604            486         2415     1           1                 0
## 2605            106         5077     1           1                 0
## 2607           1025         5703     1           1                 0
## 2608           1213          266     0           0                 0
## 2609           1208         6016     1           0                 0
## 2610           1479         5123     1           0                 0
## 2612            602         2250     1           1                 0
## 2614            332         4276     0           1                 0
## 2615            197         3160     1           0                 1
## 2616            986          545     0           1                 0
## 2617           1186         4612     0           1                 0
## 2620            963          148     0           1                 0
## 2621           1327         4177     0           1                 0
## 2622            682         2518     0           0                 0
## 2623            411         6117     0           0                 0
## 2624           1267         6132     0           0                 0
## 2625           1033          731     1           1                 0
## 2627           1570         5289     1           1                 1
## 2628            927         3126     0           0                 0
## 2631            402         1002     0           1                 0
## 2633            559          983     0           0                 0
## 2634             95         4506     1           1                 0
## 2635            752          243     1           1                 0
## 2636           1491         1762     0           1                 0
## 2637            845         2478     0           0                 1
## 2638           1305         3460     1           0                 0
## 2639           1266         2396     1           0                 0
## 2640            473         4914     1           1                 0
## 2642           1240         3861     0           1                 0
## 2644            839         1725     0           1                 0
## 2645            397         1037     0           0                 0
## 2646           1286          556     0           0                 0
## 2647           1404         1872     1           1                 0
## 2648            774         4565     0           1                 0
## 2649           1118         4519     0           0                 0
## 2650           1412         6326     1           1                 0
## 2651           1389         3155     1           0                 0
## 2652            834         1840     0           0                 0
## 2653            953         1514     0           0                 0
## 2654            310         2206     0           0                 0
## 2656            719         5319     0           1                 0
## 2657            641         2759     0           0                 0
## 2658            666         6323     1           1                 0
## 2659            173         5240     0           0                 0
## 2661           1463         2655     0           1                 1
## 2663            266         6182     0           0                 0
## 2665           1495         1322     1           0                 0
## 2666           1495         4238     0           0                 0
## 2667            103         5325     0           1                 0
## 2668            336         4654     0           1                 0
## 2669             27         1952     1           1                 0
## 2671            348         6125     0           1                 0
## 2672            341         5029     0           0                 0
## 2674            328         5065     0           1                 0
## 2675           1104         2607     1           1                 0
## 2676           1308         4933     0           1                 0
## 2677            555         1403     0           1                 0
## 2678            689         1686     1           1                 0
## 2679           1197         4940     1           0                 0
## 2682           1201          871     1           1                 1
## 2683           1417         2274     0           1                 0
## 2685            289         6122     0           0                 1
## 2686           1213         4805     1           1                 1
## 2687            830         3182     0           0                 0
## 2689            320          762     0           1                 0
## 2690            327         1189     0           1                 0
## 2691           1232         3701     0           1                 0
## 2692            529         2358     0           0                 0
## 2693           1356         5132     0           0                 0
## 2694            331         4303     0           1                 0
## 2695           1519         2775     0           0                 1
## 2696            380         6072     0           0                 0
## 2697            316          273     0           0                 0
## 2699            683         4225     1           0                 0
## 2700            859         2860     0           0                 0
## 2701            410         1462     0           0                 0
## 2702           1139          927     1           1                 0
## 2703           1560         2532     1           1                 0
## 2704             17          564     1           0                 1
## 2705            742         1851     0           1                 1
## 2706            342         4072     0           0                 0
## 2709            343         1615     0           1                 0
## 2710           1494         4284     0           0                 0
## 2711            402         6522     0           1                 0
## 2713           1448         5338     0           0                 0
## 2714            584         2264     0           1                 0
## 2715           1065         3484     0           0                 1
## 2716            712         5849     1           1                 0
## 2717           1189         5987     1           1                 1
## 2718            313         5004     0           1                 0
## 2719            344         3441     0           1                 0
## 2720            333          447     0           1                 0
## 2721            387         3908     0           0                 0
## 2722            346         4789     0           1                 0
## 2723           1489         3922     1           1                 0
## 2726            128         4340     0           1                 0
## 2727            156         5365     0           0                 0
## 2728            342         6422     0           0                 0
## 2729            769         4562     0           0                 0
## 2730            339         1705     0           1                 0
## 2731           1071         3277     0           1                 1
## 2732           1386         4427     0           0                 1
## 2733             88         5432     0           1                 0
## 2735             24         5148     0           0                 0
## 2736            598         3741     1           0                 0
## 2738            994         3772     0           1                 0
## 2739            207         5679     0           1                 0
## 2740           1565         3529     0           0                 0
## 2741           1320         6240     1           1                 1
## 2742            354         5485     0           0                 0
## 2743            322         1172     0           1                 0
## 2744            601         1250     1           1                 0
## 2745           1152         2392     0           1                 0
## 2746            323         5443     0           1                 0
## 2747            394         3691     0           0                 0
## 2748            502          149     1           1                 0
## 2749           1505         6446     1           0                 0
## 2750            566          135     0           1                 0
## 2751            326         6215     0           1                 0
## 2754            339          178     0           1                 0
## 2755            327         1487     0           1                 0
## 2756            347         4877     0           1                 0
## 2757            490         2857     1           0                 1
## 2758           1571         2174     0           1                 0
## 2759           1225         4321     0           1                 0
## 2761           1022         6402     0           1                 0
## 2762            265         5711     0           0                 0
## 2763           1295         3384     0           0                 0
## 2764            328         2251     0           0                 0
## 2766           1446          933     1           1                 0
## 2767            899         6084     0           0                 0
## 2768           1091         4109     0           0                 0
## 2770            682         2489     0           1                 0
## 2773            334         1413     0           1                 0
## 2774           1104         6476     0           0                 0
## 2775           1306         5815     1           1                 0
## 2776           1097         1434     1           0                 0
## 2777            598         2298     0           1                 1
## 2778           1307         2860     0           1                 0
## 2779           1474         3496     0           0                 0
## 2781            168         2436     0           0                 0
## 2782            787         1018     0           1                 0
## 2783            419         1417     0           1                 0
## 2784           1308         4931     0           1                 0
## 2785           1376         1698     0           0                 0
## 2786            182         4604     1           0                 0
## 2787           1098         3673     0           1                 0
## 2789           1206         2915     0           1                 0
## 2790            784          945     0           0                 0
## 2791           1102         5052     1           0                 1
## 2792           1393         4198     0           0                 0
## 2794           1490           93     1           1                 0
## 2795            316            8     0           1                 0
## 2796            341         3758     0           0                 0
## 2797            116         5321     0           0                 0
## 2798             93         2910     1           1                 1
## 2799            327         5905     0           0                 0
## 2800            379         2242     1           1                 0
## 2801            844         3020     0           0                 0
## 2802           1321         4132     0           1                 0
## 2803            323          655     0           1                 0
## 2806             73         5355     0           0                 1
## 2808             76         5436     1           1                 0
## 2809            388         1143     0           1                 0
## 2810            655         2605     0           0                 0
## 2812            180         6086     0           0                 0
## 2813            347         6276     0           0                 0
## 2814           1485         2293     1           1                 0
## 2815            767         1827     0           0                 0
## 2816            378          555     0           1                 0
## 2818           1202         2887     1           0                 0
## 2819            343         5976     0           1                 0
## 2820            319          434     0           1                 0
## 2821            423         3247     0           1                 0
## 2822            586         4856     0           0                 0
## 2823            684         4226     0           1                 0
## 2824            343         1615     0           1                 0
## 2825           1013         4638     1           1                 1
## 2826            875         3142     0           1                 0
## 2828           1034         2526     0           1                 0
## 2829            870         3435     0           0                 0
## 2831            909         3567     0           0                 1
## 2832           1560         4174     0           1                 0
## 2835            320         5879     0           0                 0
## 2836           1287         1537     0           0                 0
## 2837            399         5973     0           1                 0
## 2839            331          139     0           0                 0
## 2840           1577         3003     1           0                 1
## 2841           1476         6530     0           0                 0
## 2842            887          248     0           0                 0
## 2843           1190         1644     0           0                 0
## 2844            788          841     0           1                 0
## 2845            340         2111     0           0                 0
## 2846           1565         4926     0           1                 1
## 2847           1409         4796     0           0                 0
## 2848           1317         4630     0           1                 0
## 2849           1188         4035     0           0                 0
## 2850           1026          372     0           1                 0
## 2851            321         6260     0           1                 0
## 2852            684         4226     0           1                 0
## 2854            345         2179     0           0                 0
## 2855           1368         5099     0           1                 1
## 2856             28         5402     0           1                 1
## 2858           1006         3836     1           1                 0
## 2859            602         3744     0           1                 0
## 2862           1291           35     0           0                 0
## 2864           1314         1764     0           1                 0
## 2865           1419         3879     1           0                 0
## 2866            150         4890     0           1                 0
## 2867           1321          431     1           1                 0
## 2868            362           33     0           0                 0
## 2869           1486         1999     1           1                 0
## 2870            323          414     0           0                 0
## 2871           1301         1447     1           1                 0
## 2872            328         3302     0           1                 0
## 2874           1339         1416     0           1                 0
## 2875             55         5573     1           1                 1
## 2876           1203           85     0           1                 0
## 2877            912         1512     0           0                 0
## 2878            930         5606     0           0                 0
## 2879            412         1181     0           1                 0
## 2881            279         5926     0           1                 1
## 2882             94         5059     0           0                 0
## 2883            611         3811     1           1                 0
## 2884           1039         5564     1           0                 1
## 2885            681         2522     0           1                 0
## 2886           1030         2872     1           0                 1
## 2887           1198         5972     1           0                 0
## 2888            343         1615     0           1                 0
## 2889            828          466     1           1                 0
## 2890            854         2498     1           0                 0
## 2893            425          212     0           1                 0
## 2894            903         3016     0           0                 0
## 2895            742         3328     0           1                 0
## 2896           1004         5443     1           0                 1
## 2897           1494         5406     0           0                 0
## 2901           1188         1258     0           0                 0
## 2902            657         2566     0           0                 0
## 2903           1377         1374     1           1                 0
## 2904           1573         1261     1           1                 0
## 2905            772         2096     0           0                 0
## 2906            405         6438     0           0                 0
## 2907           1081         5666     1           0                 0
## 2908           1462         2568     0           1                 1
## 2909            910         2894     0           1                 0
## 2910            929         1640     0           1                 0
## 2911            908         3963     0           0                 0
## 2912            599         1796     0           1                 0
## 2914            579         3198     0           1                 1
## 2916           1301         5023     0           0                 0
## 2918           1442         2252     1           0                 0
## 2920           1102         6107     1           1                 0
## 2921             57         4331     0           0                 0
## 2922            277         6093     0           0                 0
## 2923           1017         5454     0           1                 0
## 2925            552         1012     0           1                 0
## 2926            412         5801     0           1                 0
## 2928            244         5083     0           1                 1
## 2929            377         1149     0           1                 0
## 2930            322         1583     0           0                 0
## 2931           1321         4942     0           1                 0
## 2932             50         3497     0           1                 0
## 2933           1450         4899     0           0                 0
## 2935           1275           62     1           1                 1
## 2936            752         2465     1           1                 1
## 2937           1545         5584     0           1                 0
## 2938            333         6338     0           1                 0
## 2939            389         6495     0           1                 0
## 2941           1123         5274     0           1                 0
## 2944           1581         3627     1           1                 1
## 2946            338         4566     0           1                 0
## 2947            915          504     0           1                 0
## 2948            339         4182     0           0                 0
## 2949            112         1874     1           0                 0
## 2950           1120         4056     1           0                 0
## 2952           1565         4268     0           1                 0
## 2954            325         1485     0           0                 0
## 2955             16         2421     0           1                 0
## 2957            738         5201     0           1                 0
## 2959            409         6360     0           0                 0
## 2960            816          633     0           1                 0
## 2962            636         5331     0           0                 1
## 2963            246         5241     0           1                 0
## 2964           1405         2331     0           1                 0
## 2965            176         5688     0           0                 0
## 2966           1024         2877     1           1                 1
## 2968            937         3798     0           1                 0
## 2969              4         5078     1           0                 0
## 2970           1482         2310     1           1                 0
## 2971            860         1567     0           1                 0
## 2972            379         3726     0           1                 0
## 2973            324         1484     0           1                 0
## 2974           1318         1737     0           1                 0
## 2975            733         2638     0           1                 1
## 2978            351          142     0           1                 0
## 2979           1395         5188     0           1                 0
## 2980            417         5398     0           0                 0
## 2981            238         3352     0           0                 0
## 2982           1000         3288     0           0                 0
## 2983            336         5318     0           0                 0
## 2985            318         1479     0           1                 0
## 2986            479         2577     1           1                 0
## 2988            480         3757     0           1                 0
## 2990            526         1981     0           1                 0
## 2992            859          294     0           0                 0
## 2993           1396         5013     1           1                 1
## 2994           1106          812     0           1                 0
## 2995            346         3536     0           1                 0
## 2996           1288          114     1           1                 0
## 2997            342         1362     0           1                 0
## 2998           1238         1848     0           1                 0
## 2999           1194         1795     1           1                 0
## 3001            340         3899     0           0                 1
## 3002           1110           76     1           1                 1
## 3003           1099         1914     1           0                 1
## 3004            334         1740     0           0                 0
## 3006           1213         2747     0           1                 1
## 3007            329         1732     0           0                 0
## 3009           1039         1710     0           0                 0
## 3010           1381         3456     0           1                 1
## 3011           1334         4346     0           1                 0
## 3013            877          170     0           0                 0
## 3014            399         1158     0           1                 1
## 3017            333          133     0           1                 0
## 3018            333         3255     0           0                 0
## 3020            342         1395     0           1                 0
## 3021            422         1184     0           1                 0
## 3024            577         1806     1           1                 0
## 3026           1195         5969     1           1                 0
## 3027           1040         2984     1           0                 1
## 3028            323         3179     0           1                 0
## 3029            204         5803     0           0                 0
## 3030           1289         6174     1           1                 0
## 3031           1005         1365     0           0                 1
## 3034            107         5582     0           0                 1
## 3036            163         5864     1           1                 0
## 3037            679         4147     0           1                 0
## 3039            457         5911     1           0                 1
## 3040            618         3818     1           0                 0
## 3043           1282         2236     1           0                 0
## 3044            599         6101     0           0                 0
## 3045            329         4783     1           0                 0
## 3047           1395         5124     0           0                 0
## 3048            764         1664     0           1                 0
## 3050            127         5640     0           0                 0
## 3051           1115         3170     1           1                 0
## 3052           1029         3021     0           1                 0
## 3053            326         3499     0           1                 0
## 3054            780         6412     1           0                 0
## 3055            378         1000     0           0                 0
## 3056            522         6484     0           1                 0
## 3057            123         2131     1           1                 1
## 3058            483         6124     0           1                 1
## 3059              2         3268     0           0                 0
## 3060            992          888     0           0                 0
## 3061            626         3824     0           1                 0
## 3062           1126         5898     0           0                 0
## 3064           1520         4160     0           1                 0
## 3065            345         1441     0           0                 0
## 3067           1407         3674     0           1                 0
## 3068           1192         4074     0           0                 0
## 3069            824         2640     0           0                 0
## 3070            836         1756     0           0                 0
## 3072            788         3329     1           0                 0
## 3075            992         2258     1           0                 0
## 3076            383         3257     0           1                 0
## 3077           1161         2584     1           1                 0
## 3078            845         2643     0           1                 0
## 3081            102         2808     1           1                 0
## 3082           1505         1116     0           1                 0
## 3083           1340         5835     1           0                 0
## 3085           1251         4674     0           0                 0
## 3086            733         4432     1           1                 0
## 3087            344         5961     0           0                 0
## 3089            751          934     0           1                 0
## 3091           1295         6292     0           1                 0
## 3092            875         3671     0           0                 0
## 3093            342         3590     0           1                 0
## 3094           1197         2001     1           1                 1
## 3095            337         3059     0           0                 0
## 3097           1200         3853     0           0                 0
## 3098            747         2673     1           0                 0
## 3099            323         1483     1           0                 1
## 3100           1092         5362     0           1                 1
## 3101            664          433     0           1                 0
## 3102            322           50     0           0                 0
## 3103            245         6092     0           0                 0
## 3104            115         3858     0           0                 0
## 3105            416          824     0           1                 0
## 3106            316         1477     0           0                 0
## 3107             64         5701     1           1                 0
## 3108             12         5682     0           1                 0
## 3109           1500         3009     0           1                 0
## 3110           1114         3356     0           1                 0
## 3112           1380         3409     0           0                 1
## 3113            149         5761     0           0                 1
## 3114            324         6161     0           1                 0
## 3115           1318         2277     1           0                 1
## 3116            396         1223     0           0                 0
## 3117            835           49     1           0                 1
## 3118            324          361     0           1                 1
## 3119           1018          376     0           1                 0
## 3120           1257         4766     0           1                 0
## 3121            314         5913     0           1                 0
## 3122            528           55     0           0                 0
## 3124            341          404     0           1                 0
## 3125           1492         5269     0           1                 0
## 3126           1099         1214     0           1                 0
## 3128           1097         5717     0           1                 0
## 3129            702         3141     0           1                 0
## 3130            318         5531     0           0                 0
## 3131           1576         3214     1           0                 1
## 3132           1019          274     1           0                 0
## 3133            172         3781     0           0                 0
## 3134            616         3816     1           0                 0
## 3135            447         5774     1           1                 0
## 3136           1140          225     0           1                 0
## 3137           1494         1345     1           1                 1
## 3138            330         1490     1           1                 0
## 3139           1068         6396     0           1                 0
## 3140            313          198     0           1                 0
## 3141           1144         2890     1           0                 0
## 3142           1568         3934     1           0                 0
## 3143             34         1152     0           0                 0
## 3145            914         4270     0           0                 0
## 3147           1113          288     0           1                 0
## 3148           1509         2125     0           0                 0
## 3149            751          453     0           0                 0
## 3150           1067         2754     0           0                 1
## 3151            331         4465     0           1                 0
## 3153            609         3670     1           1                 0
## 3155           1489         2908     0           1                 1
## 3156            634         2712     0           0                 0
## 3157            321         2821     0           1                 0
## 3158           1011          719     0           1                 0
## 3159           1411         2957     0           1                 1
## 3160             28         2733     0           1                 0
## 3161            339         3727     0           1                 0
## 3162            657         5286     0           1                 0
## 3163           1098         4029     0           0                 0
## 3164            321           70     0           0                 0
## 3165            994         3019     0           1                 0
## 3166              5         2338     0           1                 0
## 3167            351         3697     0           0                 0
## 3168           1510         2100     1           1                 0
## 3169            321         2666     0           0                 0
## 3170            610         2340     0           1                 0
## 3171           1234          599     1           1                 1
## 3172            407          515     0           0                 0
## 3173            659         3055     0           1                 0
## 3174           1281         3695     1           1                 0
## 3178           1496         3647     0           0                 0
## 3179            517         6394     1           1                 1
## 3180           1265         4836     0           0                 0
## 3182            340          303     0           0                 0
## 3183           1394         2688     0           1                 0
## 3184            678         3154     1           0                 0
## 3185            330         2363     0           0                 0
## 3186            756         3139     0           1                 0
## 3187            438         3266     0           1                 1
## 3188            317           73     0           1                 0
## 3189            316         4353     0           0                 0
## 3190            774         1977     1           0                 1
## 3192            339         5567     0           0                 0
## 3194            115         3569     0           1                 0
## 3196             81         4415     1           1                 0
## 3197           1196         3442     0           0                 0
## 3198            768         4561     0           1                 0
## 3200            342         6224     0           1                 0
## 3201            298         6139     0           0                 0
## 3202            334          173     0           0                 0
## 3203            327         6366     0           0                 0
## 3205           1469         6395     1           0                 0
## 3206            948         3477     0           0                 0
## 3207            335         2925     0           0                 0
## 3209            502          756     0           0                 0
## 3210           1196         3398     0           1                 1
## 3211           1209         2978     0           1                 0
## 3212            690         4228     1           0                 0
## 3213            343         3588     0           0                 0
## 3215            391         4714     0           0                 0
## 3217            445         6469     0           1                 0
## 3218            608          209     0           1                 0
## 3219            446         6420     0           1                 0
## 3220           1104         4363     1           0                 0
## 3221           1057         6378     0           0                 0
## 3222            349          745     0           1                 0
## 3223            789         5076     0           1                 0
## 3224            100         4619     0           1                 0
## 3225           1476           88     1           0                 0
## 3226            325          449     0           1                 0
## 3227           1288          522     0           0                 0
## 3228            736         1541     0           1                 0
## 3229            448          334     0           1                 1
## 3230            328         3846     0           0                 0
## 3231            584         2343     0           0                 0
## 3232            769         6275     0           1                 0
## 3234            327         4187     0           0                 0
## 3235            670         6008     0           1                 0
## 3236            126         4759     1           0                 0
## 3237            336         1608     1           1                 0
## 3239            543         5572     0           0                 0
## 3241           1275         1498     1           0                 0
## 3243            218         6028     0           0                 0
## 3244           1332         6231     1           1                 1
## 3245            774         4575     0           0                 0
## 3247            130         3467     1           0                 1
## 3249             85         3174     0           0                 0
## 3250             35         1273     0           1                 1
## 3251            200         5628     0           0                 1
## 3252           1297         4404     0           1                 0
## 3253           1456         1771     0           1                 0
## 3254            385         2039     0           1                 0
## 3255           1030         3685     0           0                 0
## 3256           1173         2084     1           1                 0
## 3257           1299         4642     0           0                 0
## 3258           1348         2480     1           0                 0
## 3259           1315         3766     0           0                 0
## 3260           1419         6474     0           0                 0
## 3261           1034         1579     1           1                 0
## 3262            336          852     0           0                 0
## 3263            335         6450     0           1                 0
## 3265            393         1060     0           1                 0
## 3267             27          401     1           1                 1
## 3268           1238         6059     1           1                 0
## 3269            984         1789     1           1                 0
## 3270             97         3140     0           0                 0
## 3271            342         2523     0           0                 0
## 3272           1187         2753     1           0                 0
## 3273            334         1794     0           1                 0
## 3274           1192         4292     0           0                 0
## 3276            821         2664     0           1                 0
## 3277           1488         3973     0           1                 0
## 3278             47         5024     0           1                 0
## 3279            341          822     0           0                 0
## 3282           1501         3008     1           1                 1
## 3283             20         1451     1           1                 0
## 3284            351         2362     0           0                 0
## 3285           1367         3146     0           0                 0
## 3286            494          640     0           0                 0
## 3287            766          581     0           0                 0
## 3290           1001         5440     1           0                 0
## 3291           1208         4716     0           0                 0
## 3292            667          426     0           0                 0
## 3295            294         6035     0           1                 0
## 3297           1011         5448     1           0                 1
## 3298             65         2662     1           1                 0
## 3299           1163         2651     1           0                 0
## 3300            188         5843     0           1                 1
## 3302           1204         2055     0           0                 0
## 3304            401         3310     0           0                 0
## 3306           1173         5910     1           0                 1
## 3308            340         1612     0           1                 0
## 3310           1205         2615     0           0                 0
## 3311            140         5546     0           1                 1
## 3312            644          355     0           0                 0
## 3314            441         2203     1           1                 0
## 3316            830           25     0           1                 1
## 3318           1288         5838     1           0                 1
## 3319            339         4466     0           0                 0
## 3320           1122         5773     0           0                 0
## 3321           1312         2934     1           1                 0
## 3322           1022         2144     1           1                 1
## 3323           1498         5075     0           1                 0
## 3324           1024         5506     0           0                 0
## 3325            687         6341     0           0                 0
## 3326           1542         4162     1           1                 1
## 3328            321         1747     0           1                 0
## 3330            397         2741     0           1                 0
## 3331            340          153     0           0                 0
## 3332           1118         4671     0           0                 0
## 3334           1357         5026     0           0                 0
## 3335           1262         3787     1           0                 1
## 3336            586         1735     0           0                 1
## 3337            885         2172     0           1                 0
## 3338            336         2762     0           0                 0
## 3339           1094         6070     1           1                 0
## 3340             27         5681     0           0                 0
## 3341           1280         1428     0           0                 1
## 3342            352         3866     0           1                 0
## 3343            113         5786     0           0                 1
## 3344           1575          107     1           0                 0
## 3345            593         3737     1           1                 0
## 3347           1308         6210     1           0                 0
## 3348           1300         6529     0           1                 0
## 3349            592         2005     0           0                 0
## 3350           1401         5088     0           0                 0
## 3351            698         2027     1           0                 0
## 3355           1263          121     1           1                 0
## 3356           1104         4110     0           0                 1
## 3357            761         4492     1           0                 0
## 3359             73         1890     1           0                 0
## 3360            327         3099     0           1                 0
## 3361           1468         2540     0           1                 0
## 3362           1382         3938     0           1                 0
## 3363           1475         3753     0           0                 0
## 3365            655         2141     0           0                 0
## 3366            319         1346     1           0                 0
## 3367             93         4849     0           1                 1
## 3368           1120         1030     1           0                 1
## 3369            760           79     1           0                 1
## 3370            332          705     0           0                 0
## 3371            322         1482     0           0                 0
## 3372            398         1100     0           1                 0
## 3376           1201         2885     0           0                 0
## 3379           1086         2828     1           0                 0
## 3380           1513          283     1           1                 0
## 3381            987         3395     0           0                 0
## 3382            347          989     0           0                 0
## 3383            766         3167     0           0                 0
## 3385            333          241     0           1                 0
## 3387            592         2056     0           0                 0
## 3388            145         5460     0           1                 0
## 3389            878         1034     0           1                 0
## 3390           1411         4624     0           1                 0
## 3391           1570         4813     0           0                 0
## 3392           1431         5172     0           0                 0
## 3393             15         4927     0           0                 0
## 3394           1173         2929     0           0                 0
## 3396            325          161     0           0                 0
## 3397           1376         3076     1           0                 0
## 3398            343         6102     0           0                 0
## 3401            353         5395     0           0                 0
## 3403            695          924     1           0                 0
## 3404            245         5877     0           0                 1
## 3406             37         4601     1           1                 1
## 3407            837          549     0           1                 0
## 3408           1354         2269     0           0                 0
## 3409            568         1450     0           0                 0
## 3410           1260         4696     1           0                 0
## 3411           1016         6163     0           1                 0
## 3412            789         3424     0           0                 0
## 3414           1439         5202     0           1                 0
## 3415           1009         1348     0           0                 0
## 3416           1531         5574     0           0                 0
## 3417            816         3598     0           0                 0
## 3418            693         4231     1           1                 0
## 3419           1387         6246     1           1                 0
## 3420           1027         1598     0           0                 0
## 3421           1015         5452     1           1                 0
## 3422           1478         1549     0           0                 0
## 3424            325           16     0           0                 0
## 3425           1511         4266     0           1                 0
## 3426             22         2031     1           1                 0
## 3427           1488         5415     0           0                 0
## 3428            148         5220     0           1                 0
## 3430           1044         1021     0           1                 0
## 3431            324         4335     0           1                 0
## 3432            789         2000     0           0                 0
## 3433           1486         1183     1           1                 0
## 3434             78         5862     1           1                 1
## 3435           1408         5061     0           0                 0
## 3437           1562         2434     0           1                 0
## 3438           1549         3509     0           1                 1
## 3439            501          580     0           1                 0
## 3440             59         3901     0           0                 0
## 3441            148         5118     0           0                 0
## 3443            876         1931     1           1                 0
## 3444           1506         4209     0           0                 0
## 3447            609         3750     0           1                 0
## 3448           1539         5490     0           0                 0
## 3449            507           55     0           0                 1
## 3450           1408         6324     1           1                 0
## 3451           1304         4716     0           0                 0
## 3452            324         1484     0           0                 0
## 3453           1373         1910     1           0                 0
## 3454            399         5958     0           0                 0
## 3455              2         4082     0           0                 0
## 3456            777         2724     0           0                 0
## 3457           1303         4929     1           1                 0
## 3459           1276         2327     0           0                 0
## 3460            628         1595     0           1                 0
## 3461            399         1332     0           1                 0
## 3462           1425         3806     1           1                 1
## 3463            328         1488     0           1                 0
## 3464           1427          733     0           0                 1
## 3465            707         3502     0           1                 0
## 3466            356         5731     0           0                 0
## 3467             90         4811     0           0                 1
## 3468            118         3839     1           1                 0
## 3469           1314         4699     0           1                 1
## 3470            340         2699     0           0                 0
## 3471             16         5301     0           1                 1
## 3472           1094          629     0           0                 0
## 3473           1175         1405     0           0                 0
## 3474            616         1568     1           0                 0
## 3476            695         1760     0           0                 0
## 3480           1077          568     1           1                 0
## 3481           1488         3863     0           1                 0
## 3483            845         4503     0           1                 0
## 3484           1399         1949     0           0                 0
## 3485            702         3544     1           1                 0
## 3486           1038         2829     0           1                 0
## 3487            435         6501     0           0                 0
## 3488            638         6268     0           1                 0
## 3489           1306         5793     1           0                 0
## 3490           1118         5770     1           1                 1
## 3491           1097         1555     0           1                 0
## 3492           1005          957     0           0                 1
## 3493           1115         2778     1           1                 0
## 3494            352         1624     1           0                 0
## 3495           1478         4645     0           0                 0
## 3496           1140         3843     0           0                 0
## 3497            743         2093     0           1                 0
## 3499            333          681     0           1                 0
## 3501           1294         1131     0           1                 0
## 3502            329         5909     0           1                 0
## 3503            245         5990     0           0                 0
## 3505           1116         4754     0           0                 0
## 3506            389          512     0           1                 0
## 3507            397          475     0           1                 1
## 3508            353         2323     0           1                 0
## 3509            200         5255     0           1                 0
## 3510            773         6406     0           1                 0
## 3512            179         5789     1           1                 0
## 3513            323         1483     0           1                 0
## 3514           1296         3148     0           1                 1
## 3515            326         2728     0           0                 0
## 3516            732         2654     0           0                 0
## 3517            330         5356     0           1                 0
## 3518            224         5998     0           0                 0
## 3519           1295         6337     1           0                 1
## 3520           1493         4128     1           0                 1
## 3521            688         2007     1           1                 1
## 3522           1103         5722     1           1                 0
## 3523            328         2965     1           1                 0
## 3524           1095          729     0           1                 1
## 3525            999          205     0           0                 0
## 3526            321         2547     0           0                 0
## 3527            836         6309     1           0                 0
## 3528            330         1584     0           0                 0
## 3529             99         4075     1           0                 0
## 3530            174         5342     0           1                 0
## 3531           1187         5963     0           0                 0
## 3532            736          644     0           1                 0
## 3533              5         5627     0           1                 0
## 3534            613         3721     1           1                 0
## 3537            770         1107     0           1                 0
## 3538            107         5816     0           1                 0
## 3540           1506         3998     0           0                 0
## 3542           1398         5119     0           1                 1
## 3543           1539         5305     0           1                 0
## 3545           1516         2767     1           1                 0
## 3546           1196         5970     1           0                 0
## 3547             41         5601     0           1                 0
## 3549           1040         3995     0           0                 0
## 3550           1304         1244     1           1                 0
## 3551            323          250     0           1                 0
## 3552            836         1458     0           0                 1
## 3553           1440         2223     0           1                 0
## 3554            331         3981     0           1                 0
## 3555            588         2408     0           1                 0
## 3556           1214         1717     1           1                 0
## 3557           1393         4251     1           1                 1
## 3559           1406         4801     0           1                 0
## 3560            696         4234     1           1                 0
## 3561           1291         3775     0           0                 0
## 3562           1390          380     1           0                 0
## 3563           1568         1558     0           0                 0
## 3567           1194         2319     0           0                 1
## 3569            341         1613     0           0                 0
## 3572            940         2145     1           1                 0
## 3573            934         2237     0           0                 0
## 3574           1228         2859     0           1                 0
## 3577           1214         1955     0           0                 0
## 3578            853         2099     0           1                 0
## 3580           1400         2718     0           1                 1
## 3581            547         1862     1           1                 0
## 3582           1574         6365     1           1                 1
## 3583           1000         5226     0           1                 0
## 3584            841         1379     0           1                 0
## 3585            331         6429     0           0                 0
## 3586           1324         1360     1           0                 0
## 3588           1021         4576     1           1                 0
## 3589            561         3108     0           0                 0
## 3590           1023          286     1           0                 1
## 3591            770         1126     1           0                 0
## 3592           1506         1972     0           1                 0
## 3593            635         3906     0           1                 1
## 3594           1230         3067     0           0                 0
## 3595           1283         3542     1           1                 1
## 3596            334          169     0           0                 0
## 3597            954         2180     0           0                 0
## 3598            627         6055     1           1                 0
## 3599            326         5609     0           1                 0
## 3600            677         1243     0           1                 0
## 3602            766         5737     0           0                 0
## 3604             74         5170     0           0                 0
## 3605              4          307     1           0                 0
## 3606           1578         3605     0           1                 0
## 3607           1085          999     0           1                 0
## 3608            682         2383     0           1                 1
## 3609            852         3466     0           1                 0
## 3610            110         2354     1           1                 1
## 3611           1345         4950     0           0                 1
## 3613            748         2192     0           1                 0
## 3614           1305         5001     0           0                 0
## 3615            681         1272     0           1                 1
## 3617           1416         5290     0           0                 0
## 3618           1062         2231     0           1                 1
## 3619           1514         4928     0           0                 1
## 3620            331          685     0           0                 0
## 3622            336         2555     0           0                 0
## 3623           1009         5224     0           1                 0
## 3624            400         3515     0           1                 0
## 3626            672         4141     1           0                 1
## 3627           1197         1525     0           0                 0
## 3628           1043         5568     0           0                 1
## 3629            247         5932     0           1                 1
## 3630            388         1271     0           0                 0
## 3631            328         1774     0           0                 0
## 3633            684          285     1           0                 1
## 3634             11         4932     0           0                 1
## 3636           1100         3206     0           0                 0
## 3637             77         2711     0           0                 1
## 3638            315         6514     0           0                 0
## 3640            315         1020     0           0                 0
## 3641           1242         2801     0           1                 0
## 3643           1400         3882     0           0                 0
## 3644            404         1408     0           1                 0
## 3645            390         1292     0           1                 1
## 3647            402         2152     1           0                 1
## 3649           1395         2081     0           0                 0
## 3651            677         2034     0           1                 1
## 3652            379         6244     0           0                 0
## 3655            504         2135     0           1                 0
## 3656           1349         3797     0           0                 0
## 3658           1365         5950     0           0                 0
## 3659            697         1652     0           1                 0
## 3661           1287         3508     1           0                 0
## 3662           1522         1900     0           0                 1
## 3663            842          675     0           1                 0
## 3664            216         4165     0           1                 0
## 3665            382         6166     0           0                 0
## 3666           1113         5768     1           0                 0
## 3667           1022         3203     1           0                 0
## 3668             34         3639     1           1                 0
## 3669            626         3824     1           0                 0
## 3670            344         1616     0           0                 0
## 3671           1027         1676     0           1                 0
## 3672            460         2594     0           0                 0
## 3673           1297          726     0           1                 0
## 3674            336         1608     1           1                 0
## 3675            559         2852     1           1                 0
## 3676             21         3961     1           1                 1
## 3677           1001         5440     1           1                 0
## 3678            753         3244     0           1                 0
## 3679           1118         2745     0           1                 0
## 3680            599         1804     0           1                 0
## 3681           1111         6528     1           0                 0
## 3682              1         1465     1           1                 0
## 3684           1042         5566     1           0                 1
## 3685            746          441     1           0                 0
## 3686            910         2283     0           0                 0
## 3687           1002         1986     0           0                 0
## 3689            165         5603     1           0                 0
## 3690           1563         2681     0           0                 0
## 3691            664         2351     1           0                 0
## 3693           1264         4193     0           0                 0
## 3694           1024         1820     0           0                 0
## 3695            322         3218     1           1                 0
## 3698            336         1496     0           1                 0
## 3699           1072         4336     0           0                 0
## 3700            875         3469     0           0                 0
## 3701           1285         1921     0           1                 0
## 3704            696         4234     0           1                 0
## 3706           1126         3634     0           0                 0
## 3707            940         2406     0           1                 0
## 3708           1212         3121     1           1                 1
## 3709            842         3478     0           1                 0
## 3710           1174         6273     0           1                 1
## 3711             39          276     1           0                 0
## 3712            660          589     0           1                 0
## 3713           1578         4555     0           0                 0
## 3714            305         4461     0           1                 0
## 3715            754         2105     0           0                 0
## 3716            347         3258     1           0                 0
## 3718            343         3090     0           0                 0
## 3719            393          875     0           1                 0
## 3721           1378          831     1           1                 0
## 3722           1523         2516     1           0                 0
## 3723           1373         4848     0           1                 0
## 3724            335          372     0           1                 0
## 3726           1015          849     0           1                 0
## 3731            338          732     0           0                 0
## 3732            693         2136     1           0                 0
## 3733            665         1201     0           1                 0
## 3734            389         4856     0           1                 0
## 3736             93         5886     0           1                 0
## 3738            668         1809     1           1                 0
## 3739           1121         1647     0           1                 0
## 3740           1477         5309     1           1                 0
## 3742            819         1877     0           0                 0
## 3743           1182         3237     0           1                 0
## 3744           1469         1566     1           1                 1
## 3745           1188         6430     0           0                 1
## 3746            178         5247     0           1                 0
## 3748            434         2503     0           1                 0
## 3749            335         1607     0           1                 0
## 3750           1132         2763     1           1                 0
## 3751            386         2040     1           1                 0
## 3753            672         4141     0           0                 0
## 3754           1384         5102     1           1                 0
## 3755           1083         1957     0           1                 0
## 3757            661         5763     0           1                 0
## 3760            406          621     0           0                 0
## 3761            779         4567     1           0                 1
## 3762            206         6109     0           1                 0
## 3763           1159         3637     0           0                 0
## 3764            420          149     0           0                 0
## 3766           1185         5961     1           1                 0
## 3767           1492         6440     1           1                 0
## 3768            401         2151     1           0                 0
## 3770           1554         3577     1           1                 1
## 3771            790         2030     0           1                 0
## 3773            689          665     0           1                 0
## 3775            768         2709     0           1                 0
## 3776            316         4421     0           1                 0
## 3777           1280         6477     0           0                 0
## 3778             99         5470     0           0                 0
## 3780           1393         6353     1           1                 1
## 3781           1126         1526     0           1                 0
## 3782           1498         4797     0           0                 0
## 3784            331         1310     0           1                 0
## 3785            320         2426     1           1                 0
## 3786           1001         3696     0           1                 0
## 3787           1422         1994     1           0                 1
## 3788            339         1429     0           0                 0
## 3789            758         3777     0           1                 0
## 3790           1233         6350     0           1                 0
## 3791            663         5371     1           0                 0
## 3792           1208         3104     0           1                 0
## 3793              7         3606     0           1                 0
## 3794            937         1605     1           0                 0
## 3795           1416         4867     0           0                 0
## 3796           1308          918     1           0                 1
## 3797            334         1606     0           1                 0
## 3799           1201         6002     0           1                 0
## 3800           1051         5571     1           1                 1
## 3802             88         2196     1           1                 0
## 3803            320         4490     0           0                 0
## 3804            337         6507     0           1                 0
## 3807            327         3044     0           1                 0
## 3808             95         5660     0           1                 0
## 3810           1096         1731     1           0                 0
## 3811           1114         3273     0           1                 1
## 3812            339           92     0           0                 0
## 3813            172         5155     0           0                 0
## 3814            462          881     0           1                 0
## 3815            232         6045     0           1                 1
## 3816           1095         5715     1           0                 1
## 3817           1473         4344     0           0                 0
## 3818           1181         4758     0           1                 0
## 3819            769         2018     0           1                 0
## 3820            321           67     0           0                 0
## 3821            343         2944     0           0                 0
## 3822            321          582     0           0                 0
## 3823             21         3725     1           1                 1
## 3824              5         3591     1           1                 0
## 3825           1378         1791     1           1                 1
## 3826           1177         3375     0           0                 0
## 3827           1106         6118     0           1                 0
## 3829            332         4455     0           0                 0
## 3830            816         3227     0           0                 0
## 3831            108         3765     1           0                 0
## 3832             11         2248     0           0                 0
## 3833            335         2455     0           0                 0
## 3835           1521         2975     1           1                 1
## 3836           1492         2115     0           0                 0
## 3837           1036         5518     1           1                 1
## 3838           1318         2706     1           0                 0
## 3839           1089         2430     1           1                 0
## 3841            334         1586     0           1                 0
## 3842            665           64     0           0                 0
## 3843            178         5014     1           0                 0
## 3845            319         6247     0           0                 0
## 3846            327         1487     0           1                 0
## 3850            251         5594     0           1                 0
## 3851            347         6393     0           1                 0
## 3852           1338         3534     0           1                 0
## 3853           1487         4312     0           0                 0
## 3854            404         4680     0           1                 0
## 3855            104         2355     0           0                 0
## 3856            405         1314     0           1                 0
## 3858              5         2580     1           0                 0
## 3859            377         2035     0           0                 0
## 3860            409         4092     0           0                 0
## 3861           1081         1505     0           0                 0
## 3862           1092         1014     1           0                 0
## 3863           1551         4096     0           1                 0
## 3864            751         3207     0           0                 0
## 3865             31         2576     1           1                 0
## 3866             58         6485     0           1                 0
## 3867            482         1313     0           0                 0
## 3869            223         3862     1           1                 1
## 3870             14         2058     0           1                 0
## 3872            278         6130     0           1                 0
## 3874           1244         1712     0           1                 0
## 3875            935         3962     0           1                 0
## 3876            606         1284     0           1                 0
## 3877           1200            7     0           0                 0
## 3879           1110         1748     0           0                 0
## 3880            132         5857     0           0                 1
## 3881           1110         6081     1           1                 0
## 3883            320         2241     0           1                 0
## 3887            707         3580     0           0                 1
## 3888            302         6010     0           0                 0
## 3889            380          738     0           1                 0
## 3894            327         5557     0           0                 0
## 3895            212         5810     0           1                 0
## 3896            448         2506     0           0                 0
## 3897           1216         3694     0           1                 0
## 3898            350         5127     0           1                 0
## 3899            498          160     1           0                 0
## 3900           1180         5912     1           0                 0
## 3901           1396         1177     0           1                 0
## 3902            278         5466     0           0                 1
## 3903            325         1861     0           1                 0
## 3904            123         4317     1           0                 0
## 3905            669         6274     1           1                 0
## 3906            269         5350     0           0                 0
## 3907            393         1448     0           1                 0
## 3908            332         5980     0           1                 0
## 3909           1229         3932     0           0                 0
## 3910           1018          796     0           1                 0
## 3911           1001         5440     1           1                 1
## 3913           1463         4471     1           0                 0
## 3914           1327         5033     0           1                 0
## 3915            957         1003     0           0                 0
## 3916           1485         4966     0           1                 1
## 3917           1221         6023     1           1                 0
## 3919           1059         2308     0           0                 0
## 3920            490         3278     0           1                 0
## 3921            345         4300     1           1                 0
## 3923            606         1866     0           1                 0
## 3924            177         5654     0           0                 0
## 3925           1040         1391     0           0                 0
## 3926           1175          883     1           0                 1
## 3927            328         1347     0           1                 0
## 3928            552         3501     0           0                 0
## 3930            984         4755     0           1                 0
## 3931            337         5378     0           0                 0
## 3932            700          418     0           0                 0
## 3933           1177         5911     1           0                 0
## 3934            400         3960     0           1                 0
## 3935            339         1253     0           1                 0
## 3940            819         4483     1           0                 0
## 3942           1375         4203     0           0                 0
## 3944           1516         3992     1           1                 1
## 3945           1187         4594     0           1                 0
## 3946            152         5923     0           0                 0
## 3947           1099         3689     1           0                 1
## 3948           1488         1010     0           1                 1
## 3949            628          601     0           1                 0
## 3952           1088          517     1           1                 0
## 3953            874         3147     0           1                 0
## 3954            807         1067     0           0                 0
## 3955            436         1898     0           0                 0
## 3956           1290         5190     1           0                 1
## 3958            220         5782     0           0                 0
## 3959            125         4656     0           0                 1
## 3960            147         5983     0           1                 0
## 3961            320         4862     0           0                 0
## 3962            335          780     0           0                 0
## 3963           1018         5455     0           1                 0
## 3964            906         2401     0           1                 0
## 3966            699         1938     0           1                 0
## 3967            855         2289     0           0                 0
## 3968           1189         2519     0           1                 0
## 3969           1315         1233     1           0                 1
## 3970            386         6242     1           0                 0
## 3971            191         5322     0           1                 0
## 3972           1411         2009     0           1                 0
## 3974            109         2575     1           1                 0
## 3975           1303         5475     0           0                 1
## 3976            384         1138     0           1                 0
## 3977            382         2038     1           1                 0
## 3978            399         1424     0           0                 0
## 3979            754         6112     0           1                 1
## 3980           1523         5171     0           1                 0
## 3981           1141         6164     1           0                 0
## 3982           1227         3519     0           1                 0
## 3983            524         2868     0           0                 0
## 3985           1462         3128     1           0                 0
## 3987            951         4133     0           0                 0
## 3988             30         4475     1           0                 1
## 3989           1109         1692     1           1                 0
## 3990            349         4112     0           1                 0
## 3991            876         3524     0           0                 0
## 3993           1011          569     1           0                 1
## 3995            184         4151     0           1                 0
## 3996           1221         4726     0           1                 0
## 3997            340         5740     0           0                 0
## 3998            978         4058     0           1                 0
## 4000            330          761     0           1                 0
## 4001            411          823     0           1                 0
## 4002            786         2502     0           0                 0
## 4003           1333         4439     0           1                 0
## 4006            692         4230     1           0                 0
## 4007            750          315     0           0                 0
## 4009            752         1471     0           0                 0
## 4010            617         3817     0           0                 0
## 4011            828         1137     0           0                 0
## 4012           1008         4036     0           0                 0
## 4013             12          764     1           1                 0
## 4014            931         3875     0           1                 1
## 4015            344         1616     1           0                 0
## 4016            311         1101     0           0                 0
## 4017            330         6204     0           1                 0
## 4018            398         1470     0           0                 0
## 4019           1107         2794     1           1                 0
## 4021            386         4072     1           0                 0
## 4022            174         5544     0           1                 0
## 4023            611         2218     0           0                 0
## 4025            197         6004     0           0                 0
## 4026           1292         4695     0           1                 1
## 4027            848         3410     0           1                 0
## 4028            603         3181     0           1                 0
## 4029           1457         3930     0           1                 0
## 4030            339         3426     0           0                 0
## 4031            406          963     0           0                 0
## 4032            346          183     0           0                 0
## 4034            491         1588     0           1                 0
## 4036            708         2268     0           1                 0
## 4037            913         3325     0           1                 1
## 4039           1039         6352     1           0                 0
## 4040            684         1757     0           0                 0
## 4041           1484         4875     0           0                 0
## 4042            842         3132     0           0                 0
## 4043              6         4026     0           0                 1
## 4044           1564         4769     0           1                 1
## 4045           1540         5419     0           0                 0
## 4046            553          322     1           0                 1
## 4047            852         5279     0           1                 1
## 4048            788         1291     0           0                 1
## 4049            633         2080     0           1                 0
## 4050            693          986     1           0                 0
## 4051            395         1426     0           0                 0
## 4052           1296         2870     1           0                 0
## 4053            946          617     1           0                 0
## 4055            683         5562     0           0                 0
## 4056           1029         5511     1           0                 0
## 4057           1489         6452     1           0                 0
## 4058            684         4226     0           0                 0
## 4059            329         1489     1           1                 0
## 4060            925         3163     0           1                 0
## 4061           1196         4582     0           0                 0
## 4064           1091         3464     0           1                 1
## 4065            529         5286     0           0                 0
## 4066           1195         5616     0           1                 1
## 4067            941         6413     1           1                 0
## 4068           1560         4793     1           1                 1
## 4070           1572         5473     0           1                 0
## 4071           1508          632     0           0                 1
## 4072            973          980     1           1                 0
## 4073           1167         5847     0           0                 0
## 4075           1011         5448     1           0                 0
## 4076           1286         3468     1           1                 0
## 4077              5         5411     1           0                 1
## 4078           1165         5907     1           0                 0
## 4079            554          347     0           0                 0
## 4080           1188         4495     0           0                 0
## 4081            352         2119     0           0                 0
## 4082           1083         4356     1           1                 0
## 4083           1106         5548     1           0                 0
## 4084            679         4147     0           0                 0
## 4085            997          669     0           0                 0
## 4087           1131         1850     0           0                 0
## 4088           1091         5713     0           1                 0
## 4089           1248         1759     0           1                 0
## 4090           1385         1444     0           0                 0
## 4092            338         1610     1           1                 0
## 4094            330           30     0           1                 0
## 4095            831         2916     0           1                 0
## 4096            605         2891     0           1                 0
## 4097           1413         5216     0           1                 0
## 4098            672         3362     0           1                 0
## 4099            129         5525     0           0                 0
## 4100           1463         1901     1           0                 1
## 4101           1481         5465     0           0                 0
## 4103            398         4636     1           1                 0
## 4106           1574         4657     0           0                 0
## 4108            333           59     0           0                 0
## 4109           1155         3552     0           1                 0
## 4110            328         3374     0           0                 0
## 4111           1579         5117     0           1                 0
## 4113            317         5142     0           1                 0
## 4114           1183         1669     0           1                 0
## 4116            896         2963     0           1                 0
## 4118           1491         1286     0           0                 1
## 4119           1321         3078     0           1                 0
## 4121            393          782     0           1                 0
## 4122            535         1743     1           1                 0
## 4123           1280         2513     0           1                 0
## 4125            339         1611     1           0                 0
## 4126            375         2597     1           0                 0
## 4127           1558         4622     0           1                 0
## 4128             68         4689     0           0                 0
## 4129           1451         2932     0           0                 0
## 4131            336         1956     0           0                 0
## 4132           1308         6210     1           0                 0
## 4134           1583         5008     1           0                 0
## 4136            857         3311     0           0                 0
## 4138             72         1849     0           1                 0
## 4139            978         6183     0           0                 0
## 4140           1115         2232     1           1                 0
## 4141            394         1499     0           1                 1
## 4142            321         4922     0           0                 0
## 4146           1134         4179     0           1                 0
## 4147            340         4876     0           1                 0
## 4148           1109         3971     1           1                 0
## 4149            295         6188     0           0                 1
## 4151            614         4171     0           1                 0
## 4152            401         6506     0           1                 0
## 4154           1111         1507     0           1                 0
## 4156            946         3891     0           0                 0
## 4157            968         3669     0           1                 0
## 4158            206         5986     0           1                 0
## 4161           1125         3316     0           0                 0
## 4162            887         3245     0           1                 0
## 4163             25          842     1           0                 0
## 4165            313         1415     1           1                 0
## 4166            324         1484     0           0                 0
## 4167           1330          127     0           0                 0
## 4168            431         6493     1           0                 0
## 4169            342          415     0           1                 0
## 4171            623         6505     0           1                 0
## 4172            791         3372     0           1                 0
## 4173           1078         6123     0           1                 1
## 4174            384         3493     1           0                 1
## 4175             27         5027     0           0                 0
## 4176           1559         2471     1           0                 1
## 4177            475         2862     0           1                 0
## 4180             76         5261     0           1                 0
## 4181            339         5611     0           0                 0
## 4182             62         2495     1           0                 1
## 4183           1085         4126     0           0                 0
## 4184           1516          409     1           0                 0
## 4186            337         3462     0           1                 0
## 4187            329         1706     0           1                 0
## 4188            416         1350     0           0                 0
## 4189           1020         2661     0           0                 1
## 4190            378         1290     0           0                 0
## 4191           1294         1371     0           0                 0
## 4192            363          467     0           0                 0
## 4193             78         4742     1           1                 0
## 4194            846         3357     0           0                 0
## 4195            325          857     0           0                 0
## 4197            335         6468     0           0                 0
## 4199           1176         1407     0           0                 0
## 4200            290         6193     0           0                 0
## 4201            581           26     0           1                 0
## 4202            863         3631     0           1                 0
## 4204            936         3389     0           0                 1
## 4205             55         2142     1           1                 1
## 4206           1409         6325     1           0                 0
## 4207            697         2488     1           0                 0
## 4209            155         5929     0           1                 0
## 4213           1114         3239     0           0                 0
## 4215            320         1481     0           1                 0
## 4216            225         4262     0           1                 0
## 4217           1025         1824     0           1                 0
## 4218            326          767     0           0                 0
## 4219            339         1029     0           1                 0
## 4220           1128         2216     1           0                 0
## 4221           1217         4600     0           1                 0
## 4222            989         5379     1           1                 0
## 4223            274         6190     0           0                 1
## 4225           1216         4710     0           1                 0
## 4226           1018         5455     1           0                 0
## 4228            315         2835     0           0                 0
## 4229           1505         4544     0           0                 1
## 4230            333         1493     0           0                 0
## 4231           1020         2993     1           1                 0
## 4232            322          122     0           1                 0
## 4234           1472         5885     1           1                 0
## 4235            870          774     1           0                 0
## 4237            914         2113     0           0                 0
## 4238            329         6230     0           1                 0
## 4239            328          508     0           1                 0
## 4240            193         5755     0           1                 0
## 4241            122         5648     0           1                 0
## 4242           1408         4307     0           0                 0
## 4243            950         5267     0           0                 0
## 4244             85         5262     0           1                 0
## 4245            723          379     0           0                 0
## 4246            785           71     0           0                 0
## 4248           1288         2117     1           1                 0
## 4249           1117         6508     1           1                 0
## 4250            417         1632     0           0                 0
## 4251           1573         4254     0           0                 0
## 4252            180         4081     1           0                 1
## 4254           1075         2678     0           1                 0
## 4256            959         6423     1           1                 1
## 4258             84         4107     0           0                 1
## 4259              2         5421     1           1                 1
## 4260             39         5222     1           1                 0
## 4261           1420         5284     0           0                 0
## 4262           1391         2748     0           1                 0
## 4263           1401          840     1           1                 0
## 4264           1443         5367     0           0                 0
## 4265            332         4508     0           0                 0
## 4266            400          593     1           1                 0
## 4267           1201         2049     1           0                 0
## 4268            311         6260     0           1                 0
## 4269            412         2157     0           0                 0
## 4270            673          271     1           0                 0
## 4271            353          176     0           0                 0
## 4273            405         4535     0           1                 0
## 4275            494         1315     0           1                 0
## 4276             25         4436     0           0                 0
## 4277           1023         2428     0           1                 1
## 4279           1088         2927     0           1                 0
## 4281            114         5486     1           0                 1
## 4282           1434         2226     1           1                 0
## 4283            336          154     0           0                 0
## 4284            549         3413     1           0                 0
## 4286           1089         1853     1           0                 1
## 4288           1302         6498     0           0                 0
## 4289            866         3511     0           1                 1
## 4290           1062         2224     1           0                 0
## 4291           1082         2905     0           0                 0
## 4292            630         4172     0           1                 0
## 4293            820         1224     0           0                 1
## 4294            389         4945     0           0                 0
## 4295            329          626     0           1                 0
## 4296           1326         3638     0           1                 0
## 4297            407          233     0           0                 0
## 4298            314         6363     0           0                 0
## 4299            325         4366     0           0                 0
## 4301           1522         3101     1           0                 1
## 4302           1014         1235     0           1                 0
## 4304            944         3888     0           1                 0
## 4305            549         2531     1           0                 0
## 4306           1246         2253     0           1                 0
## 4307           1186         1317     0           0                 0
## 4308             25         2092     1           1                 1
## 4309           1195         5969     1           0                 0
## 4310           1410         5110     0           1                 0
## 4311            345         4703     0           0                 0
## 4312           1126         3645     0           1                 0
## 4314            351          970     0           1                 0
## 4317           1280         2411     1           0                 0
## 4318            972         2379     0           1                 0
## 4319            349         1621     0           1                 0
## 4320           1379         6296     1           1                 0
## 4321           1017         4204     0           0                 0
## 4322            703         5577     0           0                 0
## 4324           1169          885     1           1                 0
## 4325            408         1473     0           1                 0
## 4326            847         2849     0           0                 0
## 4327           1408         2529     0           1                 0
## 4328           1139         6167     0           0                 0
## 4329           1298          823     0           0                 1
## 4330            191         5888     0           0                 1
## 4331           1578         5477     0           0                 1
## 4333            999         2321     0           1                 0
## 4335            593         6370     1           1                 1
## 4337           1126         4954     1           0                 1
## 4338           1217         4458     0           0                 0
## 4339            345          739     0           1                 0
## 4341              5         4269     0           0                 0
## 4343           1210         6018     1           1                 1
## 4344            601          856     0           1                 0
## 4345            341          904     0           0                 0
## 4346           1433         4884     0           1                 0
## 4347           1109         5724     1           0                 0
## 4348            338          358     0           1                 0
## 4349            688         2729     0           0                 0
## 4350            310         4634     0           0                 0
## 4351            343         2868     0           0                 0
## 4355            824         1193     0           1                 0
## 4356            348           69     0           0                 0
## 4357           1311         4152     0           0                 0
## 4358           1210         4222     0           0                 0
## 4359           1200         4264     0           1                 0
## 4360           1201         1423     0           1                 1
## 4361            745         1600     0           1                 1
## 4362           1221         5781     1           0                 1
## 4363            392         5266     1           1                 0
## 4364           1222         1217     0           0                 0
## 4365            387         2970     0           1                 0
## 4367            335         4357     0           0                 0
## 4368            326          700     0           1                 0
## 4369            253         5706     0           1                 0
## 4370              7         3802     0           0                 0
## 4371           1204         1204     0           0                 0
## 4373           1396         4895     0           0                 0
## 4374           1414         3841     1           0                 1
## 4376           1204         4272     0           1                 0
## 4378            341         3604     0           1                 0
## 4382              9         2538     0           1                 0
## 4383            812          500     0           1                 0
## 4386           1329         1355     1           0                 0
## 4387            838          275     0           1                 0
## 4388             74         5746     1           0                 0
## 4389            399         2149     1           1                 1
## 4390             74         5806     0           0                 0
## 4391            998         4096     0           1                 0
## 4392             58         5263     0           0                 0
## 4393            391          882     0           0                 0
## 4395            660         1455     1           1                 0
## 4396            890         1678     0           0                 0
## 4397           1388         1802     0           1                 0
## 4398           1270         4037     1           1                 0
## 4399           1182         2571     0           0                 0
## 4401           1047         4256     0           0                 0
## 4402            636         2911     0           1                 1
## 4403           1485          853     0           0                 0
## 4405            406         1196     0           1                 0
## 4406           1380          894     1           0                 1
## 4407            349         3844     0           0                 0
## 4408            953         3763     0           1                 0
## 4409           1119          587     0           0                 0
## 4410           1028         5510     1           1                 0
## 4411            853         3086     1           1                 0
## 4412            355          712     0           0                 0
## 4413           1006         1524     0           1                 0
## 4414           1374         2598     0           1                 0
## 4415           1531         2623     0           1                 0
## 4416            959         1880     0           1                 0
## 4417            392         2043     1           1                 0
## 4418           1003         6431     0           1                 0
## 4419           1194          483     0           0                 0
## 4420             14         4168     0           0                 0
## 4421             62         1642     1           1                 0
## 4422           1198         4743     0           0                 0
## 4423            875         1436     0           0                 0
## 4424           1015          408     0           0                 0
## 4425            557          714     0           1                 0
## 4426           1124         2619     0           0                 0
## 4427           1411          676     0           0                 0
## 4428           1214          611     0           1                 0
## 4429            859          542     0           0                 0
## 4431            396          410     0           1                 0
## 4432            340         4114     0           1                 0
## 4433            847         2200     0           1                 0
## 4434            339         6161     0           1                 0
## 4435           1174         2064     1           1                 0
## 4436            605         3747     0           0                 0
## 4437            331         5092     1           0                 0
## 4438           1546         5050     0           0                 0
## 4439           1202         2251     1           1                 1
## 4440            147         5678     0           1                 0
## 4441           1579         2564     1           0                 1
## 4442             89         5120     0           0                 0
## 4443            821         6416     1           1                 0
## 4446           1556           77     1           1                 0
## 4447            322         6391     0           1                 0
## 4448            690         4228     1           0                 0
## 4449            396         1079     0           0                 0
## 4450           1111         1025     0           1                 0
## 4452              6            2     1           0                 0
## 4453           1168          862     0           1                 0
## 4454           1476         2257     0           1                 0
## 4455           1366          775     1           0                 0
## 4456           1016         5453     1           1                 0
## 4457           1238         6237     1           1                 0
## 4458            682          947     0           1                 0
## 4459           1202         2819     1           1                 0
## 4461            405         3407     1           0                 0
## 4464           1274         2847     1           1                 1
## 4465           1211         4476     0           1                 0
## 4466           1548         2170     0           0                 1
## 4469            352         1624     1           0                 0
## 4470            660         6456     0           1                 0
## 4471            747          730     0           0                 0
## 4472            386          887     0           0                 0
## 4473           1007         5445     1           0                 0
## 4475           1109         4498     1           0                 0
## 4476            409         1319     0           1                 0
## 4478           1431         4963     0           1                 0
## 4479           1381         4571     0           0                 0
## 4480            379         5664     0           1                 0
## 4483            272         5176     0           0                 1
## 4484            329         1489     0           1                 0
## 4485            378          422     0           1                 0
## 4486            403         3869     0           0                 0
## 4489           1392         5264     0           0                 0
## 4490           1545         4819     0           1                 1
## 4492           1170         6342     1           0                 0
## 4493             73         5186     0           1                 0
## 4494            348         5837     0           0                 0
## 4495           1527         4418     1           1                 0
## 4496           1480         1082     1           0                 0
## 4498            417         1298     0           0                 0
## 4500            952         4740     0           0                 0
## 4501            332         3418     0           0                 0
## 4502           1285         6172     1           0                 0
## 4503            983         2304     0           0                 0
## 4504           1221          828     0           1                 0
## 4506           1444         5180     1           0                 1
## 4507           1216         1879     0           0                 0
## 4508           1263          254     0           0                 0
## 4510           1576          256     1           0                 1
## 4511           1229         4815     1           1                 1
## 4512            177         5067     0           0                 0
## 4513            333         1493     1           1                 0
## 4514            621         1687     0           0                 0
## 4515            348         4821     0           1                 0
## 4516           1117         5626     0           1                 1
## 4517           1570         1801     1           1                 0
## 4518           1460         2574     0           1                 0
## 4521           1360         3396     0           0                 0
## 4523            327          605     0           0                 0
## 4525           1199          217     1           0                 0
## 4526             98         5805     0           0                 0
## 4527            661         4136     0           1                 0
## 4528              2         2647     1           0                 0
## 4531           1315         2361     1           0                 0
## 4532           1198         4425     1           1                 0
## 4533            353         1625     0           1                 0
## 4534            692         4230     1           0                 1
## 4535           1190         2228     0           0                 1
## 4536            324         6003     0           1                 0
## 4538            593         3737     0           0                 0
## 4539           1289         6359     1           0                 0
## 4540            105         5203     0           1                 0
## 4541           1285         1419     1           0                 0
## 4542           1449          997     0           0                 0
## 4543            421         1593     0           0                 0
## 4544           1530         4514     0           1                 0
## 4545            343          866     0           0                 0
## 4546            275         6185     0           1                 0
## 4547            155         1836     0           1                 0
## 4548            338         3308     0           1                 0
## 4549            977          299     1           1                 0
## 4550            761         2645     0           1                 0
## 4552            337          549     0           1                 0
## 4553           1404         5855     0           1                 0
## 4554            778         3789     0           0                 0
## 4555            258         6066     0           0                 0
## 4556           1205         6135     1           0                 0
## 4560            102         3066     0           1                 0
## 4561           1303         1799     0           1                 0
## 4562            657          103     1           0                 0
## 4563            313          550     0           1                 0
## 4564           1015          979     0           0                 0
## 4565            118         5166     0           0                 0
## 4566            345          801     0           1                 0
## 4569            329         2720     0           1                 0
## 4570             92         5105     0           0                 1
## 4571            866         5082     0           0                 0
## 4572           1227         2289     0           1                 0
## 4573            316          670     0           0                 0
## 4574            350          388     0           1                 0
## 4575           1400         5060     0           1                 0
## 4576           1399         5103     0           0                 0
## 4577           1093         4261     0           1                 1
## 4578           1300         6207     1           0                 1
## 4579            304         6262     0           0                 0
## 4580           1317         1818     0           0                 0
## 4581           1492         2604     0           0                 0
## 4582            337         1829     0           0                 0
## 4585            381         6355     0           0                 0
## 4586            340         2108     0           0                 0
## 4587             52         1741     1           0                 0
## 4588           1305         4610     0           0                 0
## 4589           1389         1106     0           1                 0
## 4590           1584         4542     1           0                 0
## 4591            788         6480     0           1                 0
## 4592            700         2261     0           0                 0
## 4593            276         5245     0           1                 0
## 4594             68         4017     0           1                 0
## 4595            419         1283     0           0                 0
## 4596            496           20     0           1                 0
## 4598            970         3612     0           1                 0
## 4599            397         2596     0           0                 0
## 4600            838         4844     0           1                 0
## 4601           1160         3678     0           1                 0
## 4602            765          861     0           1                 0
## 4603            299         6265     1           1                 0
## 4604            380         1299     0           0                 0
## 4605            615         2536     0           0                 0
## 4606           1194         3711     1           0                 1
## 4607            339          810     0           1                 0
## 4609            755          238     0           1                 0
## 4610            348         3342     0           0                 0
## 4611           1487         3601     0           1                 1
## 4612           1197         2168     1           1                 0
## 4613            275         6151     0           1                 0
## 4614            670         2730     0           0                 0
## 4615           1275         3686     0           1                 0
## 4616           1499         5145     0           1                 1
## 4617           1486         5727     1           1                 0
## 4618           1092         4915     0           0                 1
## 4619           1389         4596     0           0                 1
## 4620            288         5543     0           1                 0
## 4622            320         2416     0           0                 0
## 4623            933          792     0           1                 0
## 4625            323         1483     1           0                 0
## 4626            378         1206     0           0                 0
## 4627            309         4431     0           0                 0
##      Partner_No Dependents_Yes PhoneService_Yes MultipleLines_Yes
## 1             0              0                0                 0
## 2             1              0                1                 0
## 3             1              0                1                 0
## 4             1              0                0                 0
## 5             1              0                1                 0
## 8             1              0                0                 0
## 9             0              0                1                 1
## 10            1              1                1                 0
## 12            1              0                1                 0
## 13            0              0                1                 1
## 15            1              0                1                 0
## 18            1              1                1                 1
## 19            0              1                1                 0
## 20            1              0                1                 0
## 21            1              0                0                 0
## 22            0              0                1                 0
## 24            0              0                1                 1
## 26            1              0                1                 0
## 27            0              1                1                 1
## 29            0              0                1                 1
## 30            1              1                1                 0
## 31            0              0                1                 1
## 32            0              0                1                 0
## 33            0              1                1                 0
## 34            1              0                1                 0
## 35            1              0                1                 0
## 36            0              1                1                 1
## 38            1              0                1                 0
## 40            1              0                1                 1
## 42            0              1                1                 1
## 43            0              1                1                 0
## 44            1              0                1                 1
## 46            1              0                1                 1
## 48            1              0                1                 0
## 49            1              0                1                 1
## 50            0              1                1                 1
## 51            1              0                1                 1
## 53            0              0                1                 1
## 55            0              1                1                 0
## 56            1              0                1                 1
## 57            0              1                1                 1
## 59            0              1                1                 1
## 60            1              0                1                 1
## 61            0              0                1                 1
## 63            0              0                0                 0
## 65            1              0                1                 1
## 66            1              0                1                 0
## 67            0              0                1                 1
## 69            0              1                1                 0
## 70            1              0                1                 0
## 71            1              0                1                 0
## 72            0              1                1                 0
## 73            0              1                1                 1
## 75            1              1                1                 0
## 76            1              0                1                 1
## 77            1              0                1                 0
## 78            0              1                1                 0
## 79            1              0                1                 0
## 80            0              1                1                 1
## 82            0              1                0                 0
## 83            0              0                1                 0
## 84            1              0                1                 0
## 85            0              0                1                 0
## 86            1              0                1                 1
## 87            0              0                1                 0
## 88            0              1                1                 0
## 89            0              1                1                 0
## 91            0              1                1                 0
## 92            1              0                1                 0
## 93            0              1                1                 1
## 94            1              0                1                 1
## 95            1              0                1                 1
## 96            1              0                1                 1
## 97            0              1                1                 1
## 98            1              0                1                 0
## 99            1              0                1                 0
## 100           0              0                1                 0
## 102           0              1                1                 0
## 103           1              0                1                 1
## 104           0              0                0                 0
## 106           1              0                0                 0
## 108           1              0                0                 0
## 109           1              0                1                 1
## 110           0              1                1                 0
## 111           0              0                1                 1
## 112           1              0                1                 0
## 113           1              0                1                 0
## 114           0              0                1                 1
## 115           0              1                0                 0
## 117           1              0                0                 0
## 118           0              1                1                 1
## 119           1              0                1                 0
## 120           0              1                1                 1
## 121           0              1                1                 1
## 122           1              0                1                 0
## 123           1              0                1                 1
## 124           0              1                1                 0
## 126           1              0                1                 0
## 127           1              0                1                 1
## 128           0              0                1                 1
## 129           1              0                1                 0
## 130           1              0                0                 0
## 131           1              0                1                 1
## 132           0              1                0                 0
## 133           1              0                1                 0
## 134           1              0                0                 0
## 137           1              0                1                 0
## 138           0              1                1                 0
## 139           1              1                1                 0
## 141           0              1                1                 1
## 142           1              0                1                 1
## 144           1              0                1                 1
## 145           0              0                1                 1
## 146           0              1                1                 1
## 147           1              0                1                 0
## 148           1              0                1                 0
## 149           1              1                1                 0
## 150           0              1                1                 0
## 151           0              1                1                 0
## 152           1              0                1                 1
## 153           0              1                1                 1
## 154           0              1                1                 0
## 155           0              1                1                 0
## 156           0              1                1                 0
## 157           1              0                1                 1
## 158           0              1                1                 0
## 160           1              0                1                 1
## 162           0              0                1                 1
## 163           1              0                1                 0
## 164           1              0                1                 1
## 165           0              1                1                 0
## 166           0              0                1                 0
## 167           1              0                1                 0
## 168           0              0                1                 1
## 169           0              0                0                 0
## 170           0              1                1                 0
## 172           0              0                1                 1
## 173           0              0                1                 0
## 174           0              0                1                 0
## 175           1              0                1                 0
## 177           1              0                1                 1
## 178           1              0                1                 0
## 179           0              1                1                 1
## 181           1              0                0                 0
## 182           1              0                1                 0
## 183           1              0                1                 1
## 185           1              0                1                 0
## 186           0              0                0                 0
## 188           1              0                0                 0
## 189           1              0                1                 0
## 190           0              0                1                 1
## 191           0              1                1                 1
## 192           0              0                1                 0
## 193           0              1                1                 0
## 195           0              1                1                 0
## 196           0              0                1                 0
## 197           0              1                1                 1
## 199           0              1                1                 1
## 200           1              1                1                 0
## 201           0              0                1                 0
## 202           1              0                1                 0
## 203           0              1                1                 1
## 205           1              0                1                 0
## 207           0              1                0                 0
## 208           1              0                1                 0
## 209           1              0                1                 0
## 210           0              0                1                 0
## 211           1              0                1                 0
## 212           1              0                0                 0
## 213           1              1                1                 0
## 214           0              1                1                 0
## 215           0              0                1                 1
## 216           0              0                0                 0
## 217           0              1                0                 0
## 218           0              0                0                 0
## 219           0              1                1                 1
## 221           1              0                1                 0
## 222           0              0                1                 1
## 223           0              1                1                 0
## 224           0              0                1                 0
## 225           1              0                1                 0
## 226           1              0                0                 0
## 227           0              1                1                 0
## 228           0              0                1                 0
## 229           1              0                1                 1
## 230           0              1                1                 1
## 231           1              0                1                 1
## 232           1              0                1                 0
## 233           1              0                1                 0
## 234           1              0                1                 0
## 235           1              0                1                 1
## 236           1              0                1                 1
## 237           1              0                0                 0
## 238           0              0                1                 1
## 239           1              0                1                 0
## 240           1              0                1                 0
## 241           1              0                1                 1
## 242           1              0                1                 1
## 243           0              1                1                 0
## 244           0              0                1                 0
## 246           1              0                1                 0
## 247           1              0                1                 1
## 248           1              0                1                 0
## 249           1              0                1                 0
## 250           1              0                1                 1
## 252           0              1                1                 0
## 254           1              1                1                 1
## 256           0              1                0                 0
## 257           0              1                1                 1
## 258           1              0                1                 1
## 259           0              0                1                 0
## 260           0              0                0                 0
## 261           1              0                0                 0
## 262           1              0                1                 1
## 265           0              0                1                 1
## 266           0              1                1                 1
## 267           1              0                1                 1
## 268           1              0                1                 0
## 269           1              0                1                 0
## 271           1              0                1                 0
## 272           0              0                1                 0
## 273           1              0                0                 0
## 276           0              0                1                 1
## 277           0              0                1                 1
## 278           0              0                1                 0
## 279           1              0                0                 0
## 280           1              0                1                 0
## 281           1              0                1                 0
## 282           1              0                1                 0
## 283           1              1                1                 1
## 284           1              0                1                 1
## 285           0              1                1                 0
## 286           1              0                1                 1
## 287           1              0                1                 0
## 288           0              0                1                 0
## 289           1              0                1                 0
## 290           1              0                1                 0
## 291           1              0                1                 1
## 292           1              0                1                 0
## 293           0              1                1                 0
## 294           1              0                1                 0
## 295           1              0                1                 0
## 297           0              1                1                 0
## 298           0              0                1                 1
## 299           0              1                1                 1
## 300           1              1                1                 0
## 302           1              0                1                 1
## 303           1              0                1                 0
## 304           0              1                0                 0
## 305           1              1                1                 1
## 306           0              1                1                 1
## 307           0              0                1                 1
## 308           0              1                1                 0
## 310           1              1                1                 1
## 311           1              0                1                 0
## 312           1              0                1                 0
## 313           1              0                1                 1
## 315           1              0                1                 0
## 317           1              0                1                 0
## 318           0              1                1                 0
## 319           0              0                1                 0
## 320           0              0                1                 1
## 321           1              0                1                 1
## 322           0              1                0                 0
## 323           1              0                1                 0
## 324           0              1                1                 0
## 325           1              0                0                 0
## 326           0              0                1                 1
## 327           0              0                1                 0
## 329           0              1                0                 0
## 332           1              0                1                 0
## 333           1              0                1                 1
## 334           1              0                1                 1
## 335           1              0                1                 1
## 336           0              1                1                 1
## 337           1              0                1                 1
## 338           1              0                1                 1
## 339           1              0                1                 0
## 340           0              0                1                 1
## 341           1              0                1                 0
## 342           0              0                1                 1
## 343           0              1                1                 1
## 344           1              0                1                 0
## 346           1              0                1                 1
## 347           1              0                1                 0
## 348           0              0                1                 0
## 349           1              0                0                 0
## 350           0              0                1                 0
## 352           1              1                1                 0
## 353           1              0                1                 0
## 354           0              1                1                 1
## 356           1              0                1                 0
## 357           1              0                1                 1
## 358           0              0                1                 1
## 360           0              1                1                 1
## 361           1              1                1                 0
## 362           1              0                1                 0
## 363           0              0                1                 0
## 365           1              0                1                 0
## 367           0              0                1                 0
## 368           1              0                1                 0
## 369           0              0                1                 1
## 370           0              1                1                 1
## 371           0              1                1                 0
## 373           1              1                0                 0
## 374           0              1                1                 1
## 375           1              0                1                 0
## 376           1              0                1                 1
## 377           1              0                0                 0
## 378           0              0                1                 1
## 379           1              0                1                 1
## 380           1              0                1                 1
## 381           0              0                1                 0
## 382           1              0                1                 0
## 383           0              1                0                 0
## 384           1              0                1                 1
## 385           1              0                1                 1
## 387           0              0                1                 1
## 388           1              0                0                 0
## 391           1              0                1                 1
## 392           0              0                1                 1
## 393           1              0                1                 0
## 395           0              0                1                 1
## 396           1              0                1                 1
## 397           0              0                1                 1
## 399           1              0                0                 0
## 400           0              1                1                 0
## 401           1              0                1                 0
## 402           1              0                1                 0
## 403           0              1                1                 1
## 405           1              0                1                 0
## 407           0              1                1                 1
## 408           0              1                1                 0
## 409           1              0                1                 0
## 411           1              0                1                 1
## 412           0              0                1                 1
## 413           0              0                1                 1
## 415           0              0                1                 0
## 416           0              1                1                 0
## 417           0              0                1                 1
## 418           0              1                1                 1
## 419           0              1                1                 0
## 421           0              1                1                 1
## 423           1              1                1                 1
## 426           0              0                1                 1
## 427           0              0                1                 1
## 428           0              1                1                 1
## 429           1              0                1                 1
## 430           0              0                1                 1
## 431           0              1                1                 0
## 432           0              1                0                 0
## 433           1              0                1                 0
## 434           1              0                1                 0
## 435           0              0                1                 0
## 436           1              0                0                 0
## 437           0              0                1                 0
## 438           0              1                1                 1
## 439           0              0                1                 1
## 441           0              1                1                 1
## 442           1              0                1                 1
## 443           0              0                1                 1
## 445           0              0                1                 0
## 447           1              0                1                 0
## 448           0              1                1                 1
## 449           0              1                1                 0
## 450           0              1                1                 0
## 451           1              0                1                 1
## 452           1              0                1                 0
## 453           0              0                0                 0
## 454           0              1                1                 0
## 455           0              0                1                 1
## 456           1              0                1                 1
## 458           0              1                1                 0
## 459           0              0                1                 0
## 460           1              0                1                 1
## 461           1              1                1                 0
## 462           0              0                1                 0
## 464           1              0                1                 1
## 466           1              0                0                 0
## 467           0              0                1                 1
## 469           1              1                1                 0
## 470           0              1                1                 0
## 471           1              0                1                 0
## 473           0              0                1                 0
## 474           0              0                1                 0
## 476           1              0                1                 1
## 477           0              1                1                 0
## 479           1              0                1                 0
## 481           0              1                1                 0
## 482           0              0                0                 0
## 483           1              0                1                 0
## 484           0              0                1                 1
## 485           0              1                1                 0
## 486           0              1                1                 1
## 487           1              0                1                 1
## 488           1              0                1                 1
## 489           1              1                1                 1
## 490           0              1                1                 1
## 491           1              0                1                 0
## 492           0              0                1                 0
## 493           0              0                1                 1
## 494           1              0                1                 0
## 495           1              0                0                 0
## 496           0              0                1                 0
## 497           0              0                1                 0
## 498           1              0                0                 0
## 499           1              0                1                 1
## 500           1              0                1                 1
## 501           0              0                1                 1
## 502           0              1                1                 1
## 504           1              1                1                 1
## 505           1              0                1                 1
## 506           1              1                1                 1
## 507           0              0                1                 0
## 509           1              0                1                 0
## 510           0              1                1                 0
## 511           1              0                1                 1
## 513           1              0                1                 1
## 514           1              0                1                 1
## 516           1              0                1                 0
## 517           0              0                1                 0
## 518           0              0                1                 0
## 519           1              0                1                 0
## 520           0              1                1                 1
## 521           0              0                1                 1
## 522           0              1                1                 1
## 524           0              0                1                 1
## 525           1              0                1                 0
## 526           0              1                1                 1
## 527           0              1                1                 1
## 528           0              1                1                 0
## 529           1              0                1                 1
## 530           0              1                1                 0
## 531           0              1                1                 0
## 532           1              0                1                 0
## 533           0              1                1                 1
## 534           1              0                1                 1
## 535           1              0                1                 1
## 536           0              0                1                 1
## 537           0              1                1                 0
## 538           0              0                1                 0
## 539           0              1                1                 0
## 540           0              1                1                 1
## 541           1              0                1                 1
## 542           1              0                1                 0
## 543           1              0                1                 1
## 544           1              0                0                 0
## 545           0              1                1                 0
## 546           0              1                1                 0
## 547           1              0                1                 1
## 548           0              0                1                 1
## 549           1              0                1                 0
## 552           0              1                1                 0
## 553           0              1                1                 1
## 554           1              0                1                 1
## 555           0              1                1                 1
## 556           1              0                1                 0
## 557           1              0                1                 0
## 558           1              0                1                 0
## 559           1              0                1                 0
## 560           0              0                1                 1
## 561           0              0                1                 1
## 562           0              1                1                 0
## 563           0              1                1                 1
## 564           1              0                1                 0
## 568           1              0                1                 1
## 569           1              0                0                 0
## 570           0              1                1                 0
## 571           1              0                1                 1
## 573           0              0                1                 1
## 574           0              0                1                 1
## 575           0              0                1                 0
## 576           0              1                1                 1
## 577           1              0                1                 0
## 578           0              0                1                 1
## 579           1              0                1                 0
## 580           0              1                1                 0
## 581           1              0                1                 0
## 582           1              0                1                 1
## 584           1              0                1                 0
## 586           1              0                1                 0
## 587           0              1                1                 0
## 589           0              1                1                 1
## 590           0              0                1                 1
## 591           0              1                1                 1
## 592           0              1                1                 1
## 594           1              0                1                 0
## 595           1              0                1                 1
## 596           1              0                0                 0
## 597           1              0                1                 1
## 598           0              0                1                 1
## 599           0              0                1                 0
## 600           1              0                1                 0
## 601           1              0                1                 0
## 602           0              1                1                 1
## 603           1              0                1                 1
## 604           1              0                1                 1
## 605           0              0                1                 1
## 607           1              1                1                 0
## 608           0              1                1                 1
## 609           0              0                1                 1
## 611           0              1                1                 0
## 612           1              1                1                 0
## 613           1              0                1                 1
## 615           1              0                1                 1
## 616           1              0                0                 0
## 617           1              0                1                 1
## 618           1              0                1                 1
## 619           1              0                1                 1
## 620           0              1                0                 0
## 621           1              0                1                 1
## 622           0              1                1                 0
## 623           1              0                1                 0
## 624           1              0                1                 0
## 625           0              0                1                 0
## 627           0              0                1                 1
## 630           0              1                1                 1
## 631           0              0                1                 1
## 634           1              0                0                 0
## 635           0              1                1                 1
## 638           0              1                1                 1
## 639           0              0                1                 1
## 640           0              1                1                 1
## 641           0              1                1                 0
## 642           1              0                1                 0
## 643           1              0                1                 0
## 645           0              0                1                 1
## 648           1              0                1                 1
## 649           1              0                1                 0
## 650           1              0                1                 0
## 651           1              0                1                 0
## 652           0              1                1                 0
## 653           1              0                1                 1
## 654           1              0                1                 0
## 655           1              0                1                 0
## 656           0              1                1                 1
## 657           0              0                1                 0
## 659           0              0                1                 0
## 660           1              0                0                 0
## 661           1              0                1                 0
## 662           1              0                1                 0
## 664           0              1                1                 0
## 665           1              0                1                 0
## 666           1              0                1                 0
## 667           1              0                0                 0
## 668           1              0                1                 0
## 669           0              0                0                 0
## 670           0              1                1                 0
## 672           1              0                1                 1
## 673           1              0                1                 1
## 674           1              0                0                 0
## 675           1              0                1                 1
## 676           1              0                1                 1
## 677           1              0                0                 0
## 678           1              0                1                 1
## 679           0              0                1                 1
## 680           0              1                1                 0
## 681           0              1                1                 0
## 683           1              0                1                 1
## 684           1              0                1                 0
## 685           1              0                1                 0
## 687           1              0                1                 0
## 688           1              0                0                 0
## 689           1              0                1                 1
## 691           0              1                1                 1
## 692           1              1                1                 0
## 693           1              0                1                 1
## 695           0              0                1                 0
## 696           0              0                1                 1
## 697           0              1                1                 0
## 698           0              1                1                 0
## 699           0              1                1                 1
## 700           0              1                1                 1
## 702           1              0                1                 1
## 703           1              0                1                 0
## 704           1              0                1                 0
## 705           1              0                1                 0
## 707           1              0                1                 1
## 708           0              0                1                 0
## 709           0              1                1                 1
## 711           0              0                1                 0
## 712           1              0                1                 1
## 713           1              1                1                 1
## 714           0              0                1                 1
## 715           1              0                1                 1
## 716           0              0                0                 0
## 717           1              0                1                 1
## 718           1              0                0                 0
## 719           0              0                1                 1
## 720           0              1                1                 0
## 721           0              1                1                 0
## 723           1              0                1                 0
## 724           0              0                1                 1
## 725           0              0                1                 0
## 727           0              1                1                 0
## 728           1              0                1                 1
## 730           1              0                1                 1
## 731           1              0                1                 0
## 733           0              1                1                 1
## 734           0              0                1                 1
## 735           0              1                0                 0
## 736           1              0                1                 1
## 737           0              0                1                 0
## 738           1              0                1                 1
## 739           0              0                1                 1
## 740           1              0                1                 1
## 742           1              0                1                 1
## 743           0              1                1                 1
## 745           0              0                1                 1
## 746           0              1                1                 1
## 747           1              0                1                 0
## 748           0              0                1                 0
## 749           1              0                1                 0
## 750           1              0                1                 0
## 751           0              1                1                 0
## 752           0              1                1                 0
## 753           0              0                1                 0
## 755           1              0                1                 0
## 757           1              1                1                 0
## 758           0              1                1                 1
## 759           1              0                1                 0
## 761           0              0                1                 0
## 762           0              1                1                 1
## 763           0              1                1                 0
## 766           1              0                1                 0
## 767           1              0                1                 0
## 768           0              0                1                 0
## 769           1              0                1                 0
## 770           1              0                1                 1
## 771           1              0                1                 0
## 772           0              0                1                 0
## 774           0              0                1                 1
## 775           0              1                0                 0
## 776           1              0                1                 1
## 777           0              0                1                 1
## 779           0              1                1                 0
## 780           0              1                1                 0
## 781           0              1                1                 0
## 782           1              0                1                 0
## 783           1              1                0                 0
## 784           1              0                1                 1
## 785           0              1                1                 1
## 786           0              0                1                 1
## 788           1              0                1                 1
## 789           0              1                0                 0
## 791           0              1                1                 0
## 792           1              1                1                 0
## 793           1              0                0                 0
## 794           0              0                1                 0
## 795           1              0                1                 1
## 796           0              1                1                 1
## 797           0              1                1                 0
## 798           1              0                1                 1
## 799           0              0                1                 1
## 800           1              0                1                 1
## 801           0              1                1                 1
## 803           1              0                1                 0
## 804           0              1                1                 1
## 805           1              0                1                 0
## 806           0              0                1                 1
## 807           0              0                1                 1
## 808           1              0                1                 0
## 809           1              0                1                 1
## 810           1              0                1                 1
## 811           0              0                1                 1
## 812           0              1                0                 0
## 813           1              0                1                 0
## 815           1              0                1                 0
## 816           0              1                1                 0
## 817           0              0                1                 1
## 818           0              0                1                 1
## 819           0              0                1                 1
## 820           0              1                1                 0
## 821           1              0                1                 1
## 822           1              0                1                 0
## 823           1              0                1                 1
## 824           0              1                1                 0
## 826           0              1                1                 1
## 827           0              1                1                 0
## 828           0              1                0                 0
## 830           0              1                1                 1
## 831           0              1                1                 0
## 832           0              1                1                 1
## 833           1              0                1                 0
## 834           0              1                1                 1
## 835           0              1                1                 0
## 837           1              0                1                 0
## 838           1              0                1                 0
## 839           1              0                1                 1
## 840           0              0                1                 1
## 844           0              1                1                 0
## 845           1              0                1                 0
## 848           0              1                1                 1
## 849           0              1                1                 1
## 850           1              1                1                 1
## 852           1              0                1                 0
## 853           1              0                1                 0
## 854           1              1                1                 1
## 855           1              0                1                 1
## 856           1              0                1                 0
## 857           0              0                1                 1
## 859           1              0                1                 0
## 862           1              0                1                 0
## 863           1              0                1                 1
## 864           0              0                1                 0
## 865           0              0                0                 0
## 866           1              0                1                 0
## 867           0              0                1                 1
## 868           1              1                1                 1
## 869           0              0                1                 1
## 870           0              1                1                 0
## 872           1              0                0                 0
## 874           1              0                0                 0
## 875           1              0                1                 0
## 876           1              1                0                 0
## 877           1              0                1                 1
## 878           1              0                1                 1
## 879           1              0                1                 0
## 880           1              0                1                 0
## 881           1              0                1                 0
## 882           0              0                1                 1
## 884           1              0                1                 0
## 885           1              0                1                 0
## 886           1              0                1                 1
## 888           0              1                1                 1
## 889           0              1                1                 1
## 890           0              1                1                 1
## 891           1              0                1                 1
## 892           1              0                0                 0
## 893           0              0                1                 1
## 894           1              0                1                 1
## 895           0              0                1                 1
## 897           1              0                1                 0
## 898           0              0                1                 1
## 900           1              0                1                 1
## 901           1              0                1                 0
## 902           0              0                1                 0
## 903           0              1                1                 0
## 904           1              0                1                 1
## 906           1              0                1                 0
## 907           1              1                1                 0
## 908           1              0                1                 1
## 909           1              0                1                 0
## 910           1              0                1                 1
## 911           0              1                1                 1
## 913           0              1                1                 1
## 914           0              0                1                 1
## 915           1              0                1                 0
## 916           1              0                0                 0
## 917           1              0                1                 1
## 918           1              0                1                 0
## 919           0              0                1                 1
## 920           1              0                1                 0
## 921           0              0                1                 1
## 922           0              0                1                 1
## 923           1              0                1                 0
## 924           0              1                1                 0
## 927           0              1                1                 1
## 928           0              1                1                 0
## 929           1              0                1                 0
## 930           1              0                1                 0
## 931           0              0                1                 0
## 932           1              0                1                 1
## 933           1              0                0                 0
## 934           0              0                1                 1
## 935           1              0                1                 1
## 936           0              0                1                 1
## 937           1              0                1                 0
## 938           1              1                1                 0
## 939           1              1                0                 0
## 941           0              0                0                 0
## 942           0              1                1                 1
## 943           1              0                1                 1
## 944           0              1                1                 0
## 945           0              1                1                 1
## 946           1              0                1                 1
## 949           1              0                1                 0
## 950           1              0                1                 0
## 952           1              0                1                 1
## 953           0              0                1                 0
## 954           0              1                1                 1
## 955           1              0                1                 0
## 956           1              0                1                 1
## 959           1              0                1                 0
## 960           0              0                1                 0
## 961           1              0                1                 1
## 963           1              0                1                 0
## 964           1              0                1                 0
## 965           1              1                1                 0
## 968           1              0                1                 0
## 969           0              0                1                 1
## 970           1              0                1                 0
## 971           0              0                0                 0
## 972           0              1                1                 0
## 974           1              0                1                 0
## 975           1              0                1                 1
## 976           0              0                1                 1
## 977           0              1                1                 0
## 978           1              0                1                 0
## 979           0              1                1                 0
## 980           1              0                1                 0
## 982           0              1                1                 1
## 983           0              0                1                 1
## 984           1              0                1                 0
## 986           1              1                1                 0
## 987           0              1                1                 0
## 988           0              0                1                 0
## 989           1              0                1                 1
## 990           0              1                1                 1
## 991           0              1                1                 1
## 992           1              0                1                 0
## 993           1              0                1                 1
## 994           1              0                1                 0
## 995           1              0                1                 1
## 996           0              0                1                 0
## 997           1              0                1                 0
## 1001          1              0                1                 0
## 1002          1              0                1                 0
## 1003          0              0                1                 1
## 1004          1              0                1                 1
## 1005          1              0                1                 0
## 1006          0              1                1                 1
## 1007          0              0                1                 0
## 1008          1              0                1                 0
## 1010          1              0                1                 0
## 1011          1              0                1                 0
## 1012          0              1                1                 0
## 1013          0              1                1                 0
## 1014          0              0                1                 1
## 1015          1              0                1                 1
## 1016          1              0                0                 0
## 1017          1              0                1                 0
## 1018          0              1                1                 0
## 1019          0              0                1                 0
## 1020          1              0                1                 0
## 1023          0              0                1                 0
## 1024          1              0                1                 1
## 1025          1              0                1                 1
## 1026          0              1                1                 1
## 1027          0              1                1                 0
## 1028          0              1                1                 0
## 1029          0              1                1                 1
## 1031          0              0                1                 1
## 1033          1              0                1                 1
## 1034          0              1                1                 1
## 1035          1              0                0                 0
## 1037          0              0                1                 0
## 1038          1              0                1                 0
## 1040          0              1                1                 0
## 1042          1              0                1                 0
## 1043          0              1                1                 1
## 1045          1              0                1                 0
## 1046          1              0                1                 0
## 1047          1              0                1                 0
## 1048          1              0                0                 0
## 1049          0              1                0                 0
## 1051          1              0                0                 0
## 1053          1              0                1                 0
## 1054          1              0                1                 0
## 1055          1              0                1                 0
## 1057          1              0                1                 1
## 1059          0              0                1                 1
## 1060          0              0                1                 0
## 1061          1              0                1                 0
## 1062          1              0                1                 0
## 1066          0              0                1                 1
## 1067          1              0                1                 0
## 1069          1              0                1                 0
## 1070          1              0                0                 0
## 1072          1              0                1                 0
## 1073          0              1                1                 1
## 1074          0              1                1                 1
## 1075          1              0                1                 1
## 1076          1              0                1                 1
## 1077          0              1                1                 0
## 1078          1              0                1                 0
## 1079          0              0                1                 1
## 1080          1              0                1                 0
## 1081          0              1                1                 0
## 1082          1              0                1                 0
## 1083          1              0                1                 0
## 1084          1              0                1                 1
## 1085          0              0                1                 1
## 1086          1              0                1                 1
## 1087          1              0                1                 1
## 1088          1              0                1                 0
## 1089          0              0                1                 0
## 1090          0              1                1                 1
## 1092          1              0                1                 0
## 1093          0              0                1                 0
## 1094          0              1                1                 0
## 1095          0              1                1                 1
## 1097          1              1                1                 1
## 1099          0              1                1                 0
## 1100          0              1                1                 1
## 1101          1              0                1                 0
## 1102          0              0                1                 0
## 1103          1              0                1                 1
## 1104          0              0                1                 1
## 1105          1              0                1                 1
## 1106          0              0                1                 0
## 1107          1              0                0                 0
## 1108          1              0                1                 0
## 1109          1              0                1                 1
## 1110          0              0                1                 1
## 1111          0              0                1                 1
## 1112          1              0                1                 1
## 1113          1              0                1                 1
## 1115          0              1                1                 1
## 1116          0              1                0                 0
## 1117          1              0                1                 0
## 1118          1              0                1                 1
## 1119          1              0                0                 0
## 1121          1              0                1                 0
## 1122          0              0                1                 1
## 1123          1              0                1                 0
## 1124          0              1                1                 0
## 1125          1              0                1                 0
## 1126          1              0                1                 1
## 1127          0              1                1                 0
## 1128          0              0                1                 1
## 1130          1              1                1                 0
## 1131          0              1                1                 0
## 1132          0              0                1                 1
## 1133          0              1                1                 0
## 1134          0              1                1                 0
## 1135          0              1                1                 1
## 1136          0              0                1                 0
## 1138          1              1                1                 0
## 1139          0              1                1                 1
## 1140          0              0                1                 1
## 1141          1              0                0                 0
## 1142          0              0                1                 0
## 1143          1              0                0                 0
## 1146          0              1                1                 0
## 1147          1              0                0                 0
## 1148          1              0                1                 0
## 1149          1              0                1                 0
## 1151          0              1                1                 1
## 1152          0              0                1                 1
## 1153          1              0                1                 0
## 1154          0              0                1                 1
## 1155          0              0                1                 1
## 1157          0              0                1                 0
## 1158          1              1                0                 0
## 1159          1              0                1                 0
## 1160          1              0                1                 1
## 1161          0              0                1                 1
## 1162          1              0                1                 0
## 1163          1              0                1                 1
## 1164          1              0                1                 1
## 1165          0              1                1                 0
## 1167          0              1                1                 1
## 1168          0              0                1                 0
## 1169          0              1                1                 1
## 1170          1              0                1                 0
## 1172          1              0                1                 1
## 1174          1              0                1                 1
## 1175          1              0                1                 0
## 1176          0              0                1                 1
## 1177          1              0                1                 0
## 1178          1              0                1                 0
## 1180          0              0                1                 0
## 1181          0              1                1                 0
## 1182          1              0                1                 1
## 1183          0              0                1                 1
## 1184          1              0                1                 1
## 1185          1              0                1                 0
## 1187          1              0                1                 1
## 1188          0              1                1                 1
## 1189          1              0                1                 1
## 1190          1              0                1                 0
## 1191          1              0                1                 0
## 1192          0              0                1                 0
## 1193          0              0                1                 1
## 1194          0              0                1                 0
## 1196          0              0                1                 1
## 1197          1              0                1                 1
## 1198          1              0                1                 0
## 1199          0              0                1                 0
## 1200          1              0                1                 1
## 1201          0              1                0                 0
## 1205          1              0                1                 0
## 1206          0              0                1                 1
## 1207          0              1                1                 0
## 1208          0              1                1                 1
## 1211          1              0                1                 1
## 1212          0              1                1                 0
## 1213          0              1                1                 0
## 1214          0              0                1                 1
## 1215          1              0                1                 1
## 1217          1              0                1                 1
## 1220          1              0                1                 1
## 1221          0              1                1                 0
## 1222          0              0                0                 0
## 1223          0              0                1                 1
## 1224          1              0                1                 1
## 1229          0              1                1                 0
## 1230          0              1                1                 1
## 1231          1              1                1                 0
## 1232          0              0                1                 1
## 1233          1              0                1                 1
## 1235          1              0                1                 1
## 1236          0              1                1                 0
## 1237          1              0                1                 0
## 1238          1              0                1                 1
## 1239          0              0                0                 0
## 1240          1              0                1                 0
## 1242          0              0                1                 0
## 1243          0              1                1                 1
## 1244          0              1                1                 1
## 1245          1              0                1                 1
## 1246          1              0                1                 0
## 1248          1              0                1                 0
## 1250          1              0                1                 0
## 1251          0              0                1                 0
## 1252          1              0                0                 0
## 1253          0              1                1                 1
## 1255          1              0                1                 0
## 1256          1              0                1                 0
## 1257          1              0                1                 0
## 1258          0              0                1                 0
## 1259          0              0                1                 0
## 1260          0              0                1                 1
## 1261          0              1                1                 0
## 1262          1              1                1                 0
## 1263          1              0                1                 1
## 1264          0              0                1                 1
## 1265          0              0                1                 1
## 1266          0              1                1                 1
## 1267          0              1                1                 1
## 1268          1              0                0                 0
## 1269          0              1                1                 0
## 1270          0              0                1                 1
## 1273          0              0                1                 0
## 1274          0              1                1                 0
## 1275          0              1                0                 0
## 1276          0              0                1                 0
## 1277          0              0                1                 1
## 1279          1              0                1                 0
## 1280          0              0                1                 1
## 1281          0              1                1                 0
## 1283          1              0                1                 0
## 1284          0              1                1                 1
## 1285          1              0                1                 0
## 1286          1              0                1                 1
## 1287          0              0                1                 1
## 1288          0              0                1                 0
## 1289          1              0                1                 1
## 1290          0              1                1                 1
## 1291          1              0                1                 0
## 1292          0              1                1                 1
## 1294          1              0                1                 1
## 1296          0              0                1                 0
## 1297          0              0                1                 1
## 1298          0              1                1                 0
## 1299          0              1                1                 0
## 1300          0              1                1                 0
## 1301          0              0                1                 1
## 1302          1              0                1                 0
## 1304          1              0                1                 0
## 1306          1              0                1                 1
## 1307          0              0                1                 1
## 1308          0              1                0                 0
## 1309          1              0                1                 1
## 1310          0              0                1                 1
## 1311          0              1                1                 1
## 1312          0              1                1                 0
## 1313          1              0                1                 0
## 1314          1              0                1                 1
## 1315          1              0                1                 0
## 1317          0              1                1                 0
## 1318          0              1                1                 0
## 1319          0              0                1                 0
## 1320          0              0                1                 1
## 1321          0              1                1                 0
## 1322          1              0                1                 0
## 1323          0              1                0                 0
## 1324          0              0                1                 1
## 1325          0              0                1                 0
## 1326          0              0                1                 0
## 1327          0              0                1                 0
## 1328          1              0                0                 0
## 1329          1              0                1                 1
## 1330          1              0                0                 0
## 1331          1              0                0                 0
## 1332          1              0                1                 0
## 1334          1              0                1                 0
## 1335          1              0                1                 0
## 1337          1              1                1                 0
## 1338          1              0                1                 0
## 1339          0              1                1                 0
## 1340          0              0                1                 0
## 1342          0              1                1                 1
## 1343          1              0                1                 0
## 1344          0              0                1                 0
## 1345          0              0                0                 0
## 1346          0              0                1                 1
## 1347          0              1                1                 0
## 1348          0              1                0                 0
## 1349          0              1                1                 0
## 1350          1              0                1                 1
## 1353          0              0                1                 1
## 1354          1              0                1                 0
## 1355          1              0                1                 1
## 1358          1              0                1                 0
## 1359          0              0                1                 1
## 1360          0              1                1                 0
## 1362          0              0                1                 1
## 1363          0              0                1                 1
## 1364          1              0                1                 0
## 1365          1              0                1                 1
## 1366          1              0                1                 0
## 1367          1              0                1                 0
## 1369          1              1                1                 0
## 1370          0              1                1                 0
## 1371          0              1                1                 0
## 1372          1              0                1                 0
## 1373          0              1                1                 1
## 1374          0              1                1                 1
## 1375          1              0                0                 0
## 1376          0              1                1                 0
## 1378          0              1                1                 1
## 1380          0              0                1                 0
## 1381          1              0                1                 0
## 1384          0              1                1                 0
## 1385          0              0                1                 1
## 1386          0              1                1                 0
## 1387          0              0                1                 1
## 1388          0              1                1                 0
## 1389          1              0                1                 0
## 1390          0              1                1                 1
## 1392          1              0                1                 1
## 1393          1              0                1                 0
## 1394          1              0                1                 1
## 1395          0              1                1                 0
## 1396          1              1                1                 0
## 1397          1              0                1                 0
## 1401          1              0                1                 1
## 1402          1              1                1                 1
## 1403          1              1                0                 0
## 1404          0              0                1                 1
## 1406          1              0                1                 1
## 1407          1              0                1                 0
## 1408          0              0                1                 0
## 1409          0              1                1                 1
## 1410          1              0                1                 1
## 1411          1              0                1                 0
## 1412          0              1                0                 0
## 1413          1              0                1                 0
## 1414          0              1                1                 1
## 1416          0              0                1                 1
## 1417          1              0                1                 1
## 1418          0              1                1                 1
## 1419          0              0                1                 1
## 1420          1              1                1                 0
## 1421          0              0                1                 0
## 1422          0              0                1                 1
## 1423          1              0                1                 0
## 1424          1              0                1                 1
## 1425          0              1                1                 1
## 1426          1              0                1                 1
## 1427          0              0                1                 1
## 1428          1              0                1                 0
## 1429          0              0                1                 0
## 1430          1              0                1                 1
## 1431          0              0                1                 1
## 1432          1              0                1                 1
## 1434          1              0                1                 0
## 1435          1              0                1                 0
## 1436          0              1                1                 0
## 1437          0              0                1                 1
## 1438          0              1                1                 0
## 1439          0              0                1                 0
## 1440          1              1                1                 0
## 1442          1              1                1                 1
## 1443          1              1                1                 1
## 1444          1              0                1                 0
## 1445          1              0                1                 0
## 1446          0              1                1                 0
## 1447          1              0                1                 1
## 1448          1              0                0                 0
## 1449          1              0                1                 0
## 1450          0              1                1                 0
## 1451          0              0                1                 1
## 1452          0              0                1                 1
## 1454          1              0                1                 0
## 1455          1              0                1                 0
## 1456          1              0                1                 1
## 1457          0              0                1                 1
## 1459          1              0                1                 0
## 1460          1              0                1                 0
## 1461          0              1                1                 0
## 1462          0              1                1                 0
## 1463          1              0                1                 1
## 1464          1              0                1                 1
## 1465          1              0                1                 1
## 1466          1              0                1                 0
## 1468          0              1                1                 1
## 1469          1              0                1                 1
## 1470          0              1                1                 1
## 1471          0              0                1                 1
## 1473          0              1                1                 1
## 1474          1              0                1                 1
## 1475          1              0                0                 0
## 1477          0              1                0                 0
## 1479          0              1                1                 0
## 1480          0              0                1                 0
## 1481          1              0                1                 1
## 1482          1              0                1                 0
## 1484          1              0                1                 0
## 1485          0              1                1                 0
## 1486          0              0                1                 1
## 1488          1              0                1                 1
## 1489          1              0                1                 0
## 1490          0              1                1                 0
## 1491          0              1                1                 1
## 1493          0              1                1                 0
## 1494          1              0                1                 1
## 1495          0              0                1                 1
## 1496          1              0                0                 0
## 1497          1              0                1                 0
## 1498          0              0                1                 1
## 1499          1              0                1                 1
## 1500          1              0                1                 0
## 1501          1              0                1                 1
## 1502          0              0                0                 0
## 1503          1              0                1                 0
## 1504          0              1                1                 0
## 1505          1              0                1                 0
## 1506          0              0                1                 1
## 1507          0              1                1                 0
## 1508          0              1                1                 1
## 1509          1              0                0                 0
## 1511          1              0                1                 1
## 1513          0              0                1                 1
## 1514          1              0                1                 0
## 1515          1              0                0                 0
## 1516          0              0                1                 0
## 1517          1              0                1                 1
## 1519          1              0                1                 0
## 1520          1              0                1                 1
## 1521          0              1                1                 0
## 1522          1              0                1                 0
## 1524          1              0                1                 0
## 1525          0              0                1                 0
## 1526          0              1                1                 0
## 1527          0              1                1                 1
## 1528          1              0                1                 0
## 1529          1              0                1                 0
## 1530          0              1                1                 0
## 1532          0              1                1                 0
## 1533          0              1                1                 1
## 1534          1              0                1                 1
## 1535          0              1                1                 0
## 1536          0              1                1                 0
## 1538          1              0                1                 0
## 1539          0              0                1                 0
## 1540          0              0                1                 0
## 1541          1              0                1                 1
## 1543          0              0                1                 1
## 1544          0              1                1                 0
## 1545          1              0                1                 0
## 1546          0              0                1                 1
## 1547          1              0                1                 1
## 1548          0              1                1                 1
## 1549          0              1                1                 0
## 1551          0              0                1                 0
## 1553          1              0                1                 1
## 1555          1              0                1                 0
## 1557          1              0                1                 1
## 1559          1              0                1                 0
## 1560          1              0                1                 1
## 1561          1              0                1                 0
## 1562          0              1                1                 0
## 1563          0              0                1                 0
## 1564          1              0                1                 1
## 1565          0              1                1                 0
## 1567          1              1                1                 0
## 1568          1              0                1                 0
## 1569          0              1                1                 0
## 1571          1              0                1                 0
## 1572          0              0                1                 0
## 1573          0              1                1                 0
## 1574          1              0                1                 0
## 1575          0              0                1                 0
## 1576          0              0                1                 1
## 1577          1              0                0                 0
## 1578          0              1                1                 1
## 1579          0              1                1                 1
## 1581          0              0                1                 1
## 1582          0              1                1                 1
## 1583          0              1                1                 1
## 1584          1              0                1                 1
## 1585          1              0                1                 0
## 1586          0              1                1                 0
## 1587          1              0                1                 0
## 1588          0              1                1                 0
## 1589          0              1                1                 0
## 1590          1              1                1                 1
## 1591          1              0                1                 0
## 1592          0              0                1                 0
## 1593          0              0                1                 1
## 1594          0              0                1                 0
## 1595          0              1                1                 0
## 1596          1              0                1                 1
## 1597          0              0                1                 1
## 1598          1              0                1                 0
## 1599          1              0                1                 1
## 1600          0              1                1                 1
## 1602          0              1                1                 0
## 1603          0              0                1                 0
## 1606          0              1                1                 0
## 1607          0              0                1                 1
## 1608          0              1                1                 1
## 1611          0              0                1                 0
## 1614          1              0                1                 0
## 1615          1              0                1                 1
## 1617          1              0                1                 1
## 1618          0              0                1                 0
## 1619          1              0                1                 1
## 1620          0              0                1                 1
## 1621          0              0                1                 0
## 1622          1              0                1                 1
## 1623          1              0                1                 0
## 1624          0              0                1                 1
## 1625          0              0                1                 0
## 1626          0              0                1                 1
## 1628          1              0                1                 1
## 1630          0              1                0                 0
## 1632          1              0                1                 1
## 1633          1              0                0                 0
## 1634          0              1                1                 1
## 1635          1              0                1                 0
## 1638          0              0                1                 0
## 1639          0              0                1                 0
## 1640          1              0                1                 1
## 1641          1              0                1                 1
## 1643          0              1                1                 0
## 1644          0              1                1                 1
## 1645          1              0                1                 0
## 1646          1              0                1                 1
## 1647          1              0                1                 0
## 1648          0              0                0                 0
## 1649          0              0                1                 0
## 1650          0              1                1                 0
## 1651          0              1                1                 0
## 1652          1              0                1                 1
## 1653          1              0                1                 1
## 1654          0              1                1                 1
## 1655          0              1                1                 1
## 1658          1              0                1                 0
## 1659          0              0                1                 1
## 1662          1              0                1                 0
## 1663          1              0                1                 1
## 1664          1              0                1                 1
## 1665          1              0                1                 1
## 1666          1              1                1                 0
## 1667          0              1                1                 0
## 1669          0              0                1                 1
## 1670          0              1                1                 1
## 1671          1              0                1                 0
## 1672          1              0                1                 1
## 1673          0              1                1                 1
## 1674          0              0                1                 1
## 1675          1              1                1                 0
## 1676          0              1                1                 1
## 1677          0              0                1                 1
## 1678          0              0                1                 1
## 1679          0              1                1                 0
## 1680          1              1                1                 1
## 1681          0              0                1                 0
## 1682          0              1                1                 1
## 1683          0              1                1                 1
## 1684          1              0                1                 0
## 1685          0              1                0                 0
## 1686          0              1                1                 1
## 1687          0              1                1                 0
## 1688          0              1                0                 0
## 1689          0              0                1                 1
## 1690          1              0                0                 0
## 1691          0              1                1                 1
## 1694          0              1                1                 1
## 1695          1              0                1                 0
## 1696          1              0                1                 0
## 1697          0              1                1                 1
## 1699          1              0                0                 0
## 1700          1              1                1                 1
## 1703          1              0                1                 0
## 1704          1              0                1                 0
## 1706          1              0                1                 1
## 1707          0              0                1                 1
## 1708          1              0                1                 1
## 1709          0              0                1                 1
## 1710          1              0                1                 1
## 1711          0              1                1                 0
## 1713          0              0                1                 0
## 1714          1              0                1                 0
## 1716          1              0                1                 0
## 1717          1              0                1                 0
## 1718          1              0                0                 0
## 1719          0              1                1                 0
## 1720          0              0                1                 1
## 1721          1              0                1                 1
## 1722          0              0                1                 1
## 1723          1              0                1                 1
## 1724          1              0                1                 0
## 1726          1              0                1                 1
## 1727          1              0                1                 0
## 1728          0              1                1                 1
## 1729          1              0                1                 0
## 1730          1              0                0                 0
## 1731          0              1                1                 1
## 1733          0              0                1                 0
## 1734          0              0                1                 1
## 1735          1              0                1                 0
## 1736          0              1                1                 0
## 1737          1              0                1                 1
## 1738          1              0                1                 0
## 1739          0              0                1                 1
## 1740          0              0                1                 0
## 1741          0              1                1                 0
## 1742          1              0                1                 1
## 1744          0              0                1                 0
## 1746          1              0                1                 0
## 1747          1              0                1                 1
## 1748          0              0                1                 0
## 1749          0              0                1                 1
## 1750          1              0                1                 0
## 1751          1              0                1                 0
## 1752          1              0                1                 0
## 1753          0              1                1                 0
## 1754          1              0                1                 0
## 1756          0              1                1                 1
## 1757          1              0                1                 1
## 1758          0              1                1                 1
## 1760          0              1                1                 1
## 1761          0              0                1                 1
## 1762          0              1                1                 0
## 1764          1              0                1                 0
## 1765          0              0                1                 1
## 1767          1              0                1                 0
## 1768          1              0                1                 0
## 1771          1              0                1                 1
## 1772          0              0                1                 1
## 1773          1              0                1                 1
## 1774          0              1                1                 1
## 1775          1              0                1                 0
## 1776          1              1                1                 0
## 1777          0              0                1                 1
## 1779          1              1                1                 0
## 1780          1              0                1                 0
## 1781          0              1                1                 1
## 1782          1              0                1                 0
## 1783          0              0                1                 1
## 1784          0              0                1                 0
## 1785          0              0                0                 0
## 1786          1              0                1                 0
## 1787          0              0                1                 0
## 1788          0              1                1                 1
## 1789          0              1                1                 1
## 1791          0              0                1                 1
## 1792          0              0                1                 1
## 1793          1              0                1                 0
## 1795          1              0                1                 1
## 1796          1              0                1                 0
## 1797          1              0                1                 0
## 1798          0              1                0                 0
## 1802          0              1                1                 1
## 1803          1              0                1                 0
## 1804          1              0                1                 1
## 1807          1              0                1                 1
## 1808          0              0                1                 0
## 1810          0              1                1                 0
## 1811          0              0                1                 0
## 1812          1              0                1                 0
## 1813          0              0                1                 1
## 1814          0              1                1                 1
## 1815          0              1                0                 0
## 1816          0              0                1                 0
## 1818          1              1                1                 1
## 1819          1              0                1                 0
## 1822          0              0                1                 1
## 1823          0              1                0                 0
## 1825          1              0                1                 1
## 1826          1              1                1                 0
## 1827          0              0                1                 1
## 1830          1              0                1                 0
## 1831          0              0                1                 0
## 1832          1              0                1                 0
## 1834          1              0                1                 1
## 1835          1              0                1                 1
## 1836          0              1                1                 1
## 1837          0              0                1                 1
## 1838          1              0                1                 0
## 1842          1              0                1                 0
## 1844          1              0                1                 0
## 1845          1              0                1                 0
## 1847          0              0                0                 0
## 1848          1              0                1                 0
## 1849          1              0                1                 0
## 1850          1              0                0                 0
## 1851          0              1                1                 0
## 1853          0              0                1                 0
## 1854          0              0                1                 0
## 1855          1              0                1                 0
## 1857          1              0                1                 0
## 1858          1              0                0                 0
## 1860          0              0                1                 0
## 1861          1              0                1                 1
## 1862          0              1                1                 1
## 1863          1              0                1                 0
## 1864          1              0                1                 0
## 1865          0              1                1                 1
## 1866          1              0                1                 0
## 1867          0              1                1                 1
## 1868          0              1                1                 0
## 1869          0              1                1                 0
## 1870          0              0                1                 1
## 1871          0              0                1                 1
## 1873          1              0                1                 1
## 1876          1              0                1                 1
## 1877          1              0                0                 0
## 1878          0              1                1                 0
## 1879          0              0                1                 1
## 1880          1              0                1                 0
## 1883          1              0                1                 1
## 1884          1              0                1                 0
## 1885          1              0                0                 0
## 1886          0              1                1                 0
## 1887          1              0                1                 0
## 1888          1              0                0                 0
## 1890          0              0                0                 0
## 1892          1              0                1                 1
## 1893          0              0                1                 0
## 1894          1              0                1                 0
## 1895          1              0                1                 0
## 1896          0              1                1                 0
## 1897          1              0                1                 0
## 1898          0              1                1                 1
## 1899          1              0                1                 0
## 1900          1              0                1                 1
## 1901          1              0                1                 1
## 1902          1              0                0                 0
## 1903          1              0                1                 0
## 1904          1              0                1                 0
## 1905          0              1                1                 0
## 1906          0              1                0                 0
## 1907          0              1                1                 1
## 1909          1              0                1                 1
## 1910          1              0                1                 1
## 1911          1              0                1                 0
## 1912          1              0                1                 1
## 1913          0              0                1                 1
## 1914          1              0                1                 0
## 1915          1              0                1                 0
## 1917          0              1                1                 1
## 1918          0              1                1                 1
## 1919          0              1                1                 0
## 1921          0              1                1                 1
## 1923          0              1                1                 1
## 1924          0              1                1                 0
## 1926          1              0                1                 0
## 1927          0              0                1                 1
## 1928          1              0                1                 0
## 1930          1              0                1                 0
## 1931          1              0                1                 0
## 1932          0              0                1                 0
## 1933          0              1                1                 0
## 1934          1              0                1                 0
## 1935          1              1                1                 0
## 1936          1              0                1                 1
## 1938          1              0                1                 0
## 1939          1              0                1                 1
## 1940          1              1                0                 0
## 1941          0              1                1                 0
## 1942          0              1                1                 1
## 1943          1              0                1                 1
## 1944          1              0                1                 0
## 1945          0              1                1                 1
## 1946          0              0                1                 1
## 1947          0              0                1                 0
## 1948          0              1                1                 1
## 1949          1              1                1                 0
## 1950          1              0                1                 1
## 1951          0              1                1                 1
## 1952          1              0                1                 1
## 1953          0              0                1                 1
## 1954          1              0                1                 1
## 1956          0              1                1                 1
## 1957          1              0                1                 1
## 1958          1              0                1                 0
## 1959          1              0                1                 0
## 1960          1              0                1                 0
## 1961          1              0                1                 0
## 1962          1              0                1                 1
## 1963          1              0                1                 1
## 1964          1              0                1                 0
## 1965          1              0                0                 0
## 1966          0              0                1                 0
## 1967          1              0                1                 0
## 1970          0              0                1                 1
## 1971          1              0                1                 0
## 1972          1              0                1                 1
## 1973          1              0                1                 1
## 1974          1              0                1                 0
## 1975          0              1                1                 0
## 1976          1              0                1                 1
## 1977          0              0                1                 1
## 1978          1              1                1                 0
## 1979          0              0                1                 1
## 1981          0              1                0                 0
## 1983          0              1                1                 0
## 1984          0              0                1                 1
## 1985          0              1                0                 0
## 1987          0              1                1                 1
## 1990          1              0                1                 0
## 1991          1              0                1                 0
## 1992          0              1                1                 0
## 1994          0              0                0                 0
## 1995          1              0                1                 1
## 1996          1              0                1                 0
## 1997          1              0                1                 0
## 1998          1              0                0                 0
## 1999          1              0                1                 0
## 2000          1              0                1                 1
## 2001          0              1                1                 1
## 2002          1              0                1                 1
## 2004          1              1                1                 1
## 2006          1              0                1                 1
## 2007          0              1                1                 1
## 2008          0              0                1                 1
## 2010          0              1                1                 0
## 2011          0              1                1                 1
## 2013          0              0                1                 0
## 2015          0              0                1                 1
## 2016          0              0                1                 0
## 2017          0              1                1                 0
## 2018          1              0                1                 0
## 2020          1              0                1                 0
## 2021          0              1                1                 1
## 2022          1              0                1                 1
## 2023          0              0                1                 0
## 2024          1              0                1                 0
## 2025          0              0                1                 0
## 2026          1              1                1                 1
## 2027          0              1                0                 0
## 2028          0              0                1                 0
## 2030          0              1                1                 0
## 2032          0              0                1                 1
## 2033          1              0                1                 0
## 2034          0              1                1                 0
## 2035          1              0                1                 1
## 2036          0              0                1                 1
## 2037          1              0                1                 0
## 2039          1              0                1                 0
## 2040          1              0                1                 0
## 2041          1              0                1                 1
## 2042          1              1                0                 0
## 2043          1              0                1                 0
## 2044          1              0                1                 0
## 2045          0              0                1                 1
## 2046          0              0                0                 0
## 2047          0              1                1                 0
## 2048          1              0                1                 1
## 2049          0              0                1                 1
## 2050          1              0                1                 1
## 2051          1              0                1                 1
## 2052          1              0                1                 1
## 2053          0              0                1                 1
## 2054          1              0                1                 1
## 2055          0              1                1                 1
## 2057          0              1                1                 0
## 2058          1              0                1                 1
## 2059          0              1                1                 0
## 2060          0              1                1                 0
## 2062          0              1                1                 1
## 2063          0              0                1                 1
## 2065          1              0                1                 0
## 2066          1              0                1                 1
## 2067          0              1                1                 1
## 2069          1              0                1                 0
## 2070          1              0                1                 0
## 2071          1              0                1                 1
## 2072          1              0                1                 0
## 2074          0              1                1                 0
## 2076          0              0                1                 1
## 2077          0              1                1                 0
## 2078          1              1                1                 1
## 2080          1              1                1                 0
## 2081          0              0                1                 1
## 2082          0              1                1                 0
## 2083          1              0                0                 0
## 2084          1              0                1                 1
## 2085          1              0                0                 0
## 2088          0              0                1                 1
## 2090          1              0                1                 0
## 2093          1              0                1                 0
## 2094          1              0                1                 1
## 2096          0              0                1                 1
## 2098          1              1                1                 1
## 2099          0              0                1                 0
## 2101          1              0                1                 1
## 2102          0              1                1                 0
## 2103          0              0                1                 1
## 2105          1              0                1                 1
## 2107          0              1                1                 0
## 2108          1              0                1                 1
## 2109          0              1                1                 1
## 2111          1              0                1                 1
## 2113          0              1                0                 0
## 2115          0              1                1                 0
## 2116          0              1                1                 0
## 2118          1              0                1                 1
## 2120          0              0                0                 0
## 2122          1              0                1                 0
## 2123          0              0                0                 0
## 2124          0              1                1                 1
## 2125          1              0                1                 1
## 2126          1              0                1                 1
## 2128          0              1                1                 0
## 2132          1              1                1                 1
## 2133          0              1                1                 1
## 2136          0              1                1                 1
## 2137          0              1                1                 0
## 2139          0              0                1                 1
## 2140          1              0                1                 0
## 2141          1              0                1                 0
## 2142          1              0                1                 1
## 2143          1              0                1                 0
## 2144          1              1                1                 0
## 2146          1              0                1                 1
## 2147          1              0                1                 1
## 2148          1              0                1                 1
## 2149          0              0                1                 0
## 2150          1              1                1                 0
## 2151          0              0                1                 1
## 2153          0              0                1                 1
## 2154          0              1                1                 1
## 2155          1              0                1                 1
## 2156          0              1                1                 0
## 2157          1              0                1                 0
## 2159          0              0                1                 1
## 2160          0              1                1                 0
## 2162          0              0                1                 1
## 2163          0              0                1                 1
## 2164          0              0                1                 1
## 2165          0              0                1                 0
## 2166          1              0                1                 0
## 2168          1              0                1                 0
## 2169          1              0                1                 0
## 2172          0              1                1                 0
## 2174          0              0                1                 0
## 2175          1              0                1                 0
## 2176          0              0                1                 0
## 2179          1              0                1                 0
## 2180          1              0                1                 1
## 2181          0              1                1                 1
## 2182          0              1                1                 0
## 2183          0              0                1                 1
## 2184          1              0                0                 0
## 2185          0              1                1                 1
## 2186          0              0                1                 1
## 2187          1              0                1                 0
## 2190          1              0                1                 0
## 2191          0              0                1                 1
## 2192          0              1                1                 0
## 2193          0              0                1                 1
## 2194          0              1                1                 1
## 2195          0              1                1                 1
## 2196          1              0                1                 0
## 2197          1              0                1                 0
## 2198          0              0                1                 0
## 2199          0              1                1                 1
## 2200          0              1                1                 1
## 2201          1              0                1                 0
## 2202          0              0                1                 1
## 2203          0              0                1                 0
## 2205          0              0                1                 0
## 2206          1              0                1                 1
## 2209          0              1                1                 1
## 2211          0              0                0                 0
## 2212          1              0                1                 1
## 2213          0              1                1                 1
## 2214          0              1                1                 0
## 2215          1              0                1                 0
## 2216          0              0                1                 0
## 2217          0              1                1                 0
## 2218          0              1                1                 1
## 2219          1              0                1                 1
## 2221          1              0                0                 0
## 2222          0              1                0                 0
## 2223          0              1                1                 0
## 2224          0              0                1                 1
## 2225          0              0                1                 0
## 2226          0              1                1                 0
## 2227          1              0                1                 0
## 2228          0              1                1                 0
## 2229          1              0                1                 0
## 2230          0              1                1                 1
## 2231          0              1                1                 1
## 2233          0              1                0                 0
## 2234          1              0                1                 0
## 2235          0              1                0                 0
## 2236          0              1                1                 1
## 2237          0              1                1                 1
## 2238          0              1                1                 1
## 2239          0              0                1                 1
## 2240          1              0                1                 1
## 2242          0              1                1                 1
## 2243          1              0                1                 0
## 2244          0              1                1                 1
## 2246          1              0                1                 0
## 2248          0              1                1                 0
## 2250          0              0                1                 1
## 2251          1              1                1                 0
## 2252          1              1                1                 0
## 2253          1              0                1                 1
## 2255          1              0                1                 0
## 2256          1              0                1                 0
## 2257          0              0                1                 1
## 2258          1              0                1                 0
## 2259          1              0                1                 0
## 2260          1              0                1                 1
## 2261          1              0                1                 1
## 2262          0              0                1                 0
## 2264          1              0                1                 0
## 2265          1              0                1                 0
## 2266          1              0                1                 0
## 2268          1              1                1                 0
## 2269          0              0                1                 0
## 2270          0              1                1                 0
## 2272          0              0                1                 1
## 2274          1              0                1                 0
## 2275          1              0                1                 1
## 2276          1              0                1                 1
## 2277          1              0                1                 1
## 2278          0              1                1                 1
## 2280          1              1                1                 0
## 2282          0              0                1                 0
## 2284          1              0                1                 0
## 2286          0              0                0                 0
## 2287          1              0                1                 1
## 2288          0              1                1                 1
## 2289          0              0                1                 1
## 2290          1              0                1                 1
## 2291          1              0                0                 0
## 2292          1              0                1                 0
## 2293          0              0                1                 1
## 2294          0              1                1                 1
## 2295          1              0                1                 0
## 2296          0              1                1                 1
## 2297          0              0                1                 1
## 2298          0              1                1                 1
## 2300          0              0                1                 0
## 2301          0              1                1                 1
## 2303          0              1                1                 0
## 2304          0              1                1                 0
## 2307          0              1                1                 0
## 2308          1              0                1                 0
## 2309          0              1                1                 1
## 2310          0              1                1                 1
## 2311          0              1                1                 1
## 2312          1              0                1                 0
## 2313          0              1                1                 1
## 2315          0              1                1                 0
## 2316          0              1                1                 1
## 2318          1              1                1                 0
## 2319          1              0                1                 1
## 2320          0              0                1                 1
## 2321          0              1                1                 0
## 2322          0              0                1                 1
## 2323          0              0                1                 0
## 2324          0              0                1                 1
## 2325          1              0                1                 1
## 2326          0              1                1                 1
## 2327          0              0                1                 1
## 2328          0              0                1                 0
## 2329          0              1                1                 1
## 2330          0              0                1                 1
## 2331          1              0                1                 0
## 2332          0              0                1                 0
## 2333          1              0                1                 1
## 2334          0              1                1                 0
## 2335          1              0                1                 1
## 2336          0              1                0                 0
## 2338          1              0                1                 1
## 2339          0              0                1                 0
## 2340          1              0                0                 0
## 2341          1              1                1                 0
## 2342          0              1                1                 1
## 2343          0              1                1                 1
## 2344          0              1                0                 0
## 2345          0              1                1                 1
## 2346          1              0                1                 1
## 2347          1              0                1                 0
## 2348          1              0                1                 0
## 2349          1              0                1                 0
## 2350          0              1                1                 0
## 2351          0              1                1                 0
## 2352          1              0                1                 0
## 2354          0              0                1                 0
## 2355          0              0                1                 1
## 2356          0              1                1                 0
## 2357          1              1                1                 0
## 2358          0              1                0                 0
## 2359          1              0                1                 0
## 2360          0              0                1                 1
## 2361          1              0                1                 1
## 2362          1              0                1                 0
## 2363          1              0                1                 0
## 2364          0              0                1                 1
## 2365          1              0                1                 1
## 2366          0              0                1                 1
## 2367          1              0                1                 1
## 2368          0              1                1                 1
## 2371          0              0                1                 0
## 2372          1              0                1                 0
## 2373          1              1                1                 0
## 2374          0              0                1                 0
## 2375          0              0                1                 1
## 2376          0              1                1                 1
## 2377          1              0                1                 0
## 2378          1              0                0                 0
## 2381          1              1                0                 0
## 2382          0              1                1                 0
## 2383          1              0                1                 1
## 2387          1              0                1                 1
## 2388          1              0                1                 1
## 2389          0              1                1                 1
## 2390          1              0                1                 1
## 2391          0              0                1                 1
## 2392          0              0                1                 1
## 2393          1              0                1                 0
## 2395          0              0                0                 0
## 2396          1              1                1                 0
## 2397          1              1                1                 0
## 2398          1              1                1                 0
## 2399          0              0                1                 0
## 2401          0              1                1                 0
## 2402          1              0                1                 0
## 2404          0              1                1                 0
## 2405          0              1                0                 0
## 2406          0              0                1                 1
## 2407          1              1                1                 1
## 2408          0              0                0                 0
## 2410          0              0                1                 0
## 2411          0              1                1                 1
## 2412          1              0                1                 1
## 2413          1              0                0                 0
## 2414          1              0                1                 1
## 2415          1              0                1                 0
## 2416          0              1                0                 0
## 2418          1              0                1                 0
## 2420          1              0                1                 1
## 2421          1              0                1                 0
## 2422          0              0                0                 0
## 2424          1              1                1                 1
## 2425          0              0                1                 0
## 2426          1              0                1                 0
## 2427          1              0                0                 0
## 2428          0              0                1                 1
## 2430          0              1                1                 0
## 2432          1              0                1                 0
## 2433          1              0                1                 0
## 2434          1              0                1                 1
## 2435          0              1                1                 0
## 2436          0              1                1                 0
## 2437          1              0                1                 0
## 2438          1              0                1                 1
## 2439          0              1                1                 1
## 2440          1              0                1                 1
## 2441          0              1                1                 0
## 2442          1              0                1                 1
## 2443          1              0                1                 0
## 2444          1              0                1                 1
## 2445          0              1                1                 0
## 2447          0              1                1                 1
## 2449          1              0                1                 1
## 2450          1              0                1                 1
## 2451          1              0                1                 0
## 2452          0              1                1                 1
## 2453          0              0                1                 0
## 2454          0              0                1                 1
## 2455          1              0                1                 0
## 2456          0              1                1                 0
## 2457          1              0                1                 0
## 2458          1              1                1                 0
## 2459          0              0                1                 1
## 2460          1              0                1                 1
## 2461          1              0                0                 0
## 2462          0              1                1                 0
## 2463          0              1                1                 1
## 2464          0              0                0                 0
## 2465          1              0                1                 0
## 2466          0              0                1                 1
## 2467          0              0                1                 1
## 2468          0              0                1                 1
## 2470          1              0                1                 1
## 2471          1              0                1                 0
## 2472          0              0                1                 0
## 2473          1              0                1                 0
## 2474          1              0                1                 0
## 2475          0              1                1                 1
## 2478          0              0                1                 0
## 2479          0              1                1                 1
## 2481          1              0                1                 1
## 2482          0              1                1                 1
## 2484          1              0                1                 0
## 2485          0              1                1                 1
## 2486          1              1                1                 1
## 2487          0              0                1                 0
## 2491          0              0                1                 0
## 2492          1              0                1                 0
## 2494          0              0                1                 0
## 2495          1              1                1                 0
## 2496          0              1                1                 0
## 2497          0              1                1                 0
## 2499          0              1                1                 0
## 2500          1              0                1                 0
## 2501          0              1                1                 0
## 2502          0              0                1                 1
## 2503          0              0                1                 1
## 2504          1              0                1                 1
## 2505          0              0                1                 1
## 2506          1              0                1                 1
## 2507          0              0                1                 0
## 2508          0              0                1                 0
## 2509          0              1                1                 0
## 2510          1              0                1                 1
## 2511          1              0                1                 1
## 2512          1              0                1                 1
## 2513          1              0                1                 0
## 2514          1              0                1                 1
## 2515          0              0                1                 1
## 2516          0              1                1                 0
## 2517          0              0                1                 1
## 2518          0              1                1                 1
## 2519          0              1                1                 0
## 2521          0              1                1                 1
## 2522          1              0                1                 0
## 2523          1              0                1                 1
## 2524          1              0                1                 0
## 2525          1              0                1                 0
## 2526          1              0                1                 0
## 2527          0              0                1                 1
## 2528          1              0                1                 0
## 2529          0              1                0                 0
## 2530          0              0                1                 1
## 2531          0              0                1                 1
## 2532          1              0                1                 1
## 2533          1              0                1                 1
## 2534          0              1                0                 0
## 2535          0              1                1                 1
## 2536          1              0                1                 1
## 2537          0              1                0                 0
## 2538          1              1                1                 0
## 2539          1              0                1                 1
## 2540          0              0                1                 1
## 2541          0              1                1                 0
## 2543          1              0                0                 0
## 2544          1              0                1                 0
## 2545          1              0                1                 0
## 2546          0              1                1                 0
## 2547          1              0                1                 0
## 2548          0              0                1                 1
## 2549          1              0                1                 0
## 2550          1              0                1                 0
## 2552          0              0                1                 1
## 2553          1              0                1                 0
## 2554          1              0                1                 0
## 2555          0              0                1                 1
## 2556          1              0                1                 1
## 2557          0              1                1                 1
## 2558          0              1                0                 0
## 2559          1              0                1                 1
## 2562          0              1                1                 1
## 2563          0              0                1                 1
## 2564          0              1                1                 0
## 2565          0              0                1                 1
## 2566          0              0                1                 1
## 2567          0              1                1                 0
## 2568          0              0                1                 1
## 2569          1              0                1                 0
## 2571          1              0                1                 0
## 2572          0              1                1                 0
## 2573          1              0                1                 1
## 2574          0              1                1                 0
## 2575          1              0                1                 0
## 2576          1              1                1                 1
## 2579          1              0                1                 0
## 2580          0              0                1                 0
## 2581          1              0                1                 0
## 2582          0              1                1                 0
## 2583          1              1                1                 0
## 2584          1              0                1                 0
## 2585          1              0                1                 1
## 2587          0              1                1                 1
## 2588          1              0                1                 0
## 2589          0              1                1                 0
## 2591          0              0                1                 1
## 2592          0              1                1                 0
## 2594          1              0                1                 0
## 2595          1              0                1                 0
## 2597          0              1                1                 1
## 2599          1              0                1                 1
## 2600          1              0                1                 1
## 2601          1              0                1                 0
## 2602          1              0                1                 1
## 2603          1              0                1                 0
## 2604          0              1                0                 0
## 2605          0              0                1                 1
## 2607          0              0                1                 0
## 2608          0              1                1                 1
## 2609          1              0                1                 1
## 2610          0              1                1                 1
## 2612          0              1                1                 0
## 2614          0              1                1                 0
## 2615          1              0                1                 1
## 2616          1              0                1                 0
## 2617          0              0                1                 0
## 2620          0              1                1                 1
## 2621          1              0                1                 1
## 2622          0              0                0                 0
## 2623          1              0                1                 1
## 2624          1              0                1                 0
## 2625          1              0                1                 0
## 2627          0              0                1                 1
## 2628          1              0                1                 0
## 2631          1              0                1                 1
## 2633          0              1                0                 0
## 2634          1              0                1                 0
## 2635          1              0                1                 1
## 2636          1              0                1                 0
## 2637          1              0                1                 0
## 2638          0              0                1                 0
## 2639          1              0                1                 1
## 2640          1              0                0                 0
## 2642          1              0                1                 0
## 2644          1              0                1                 1
## 2645          0              0                1                 1
## 2646          1              0                1                 1
## 2647          1              0                1                 0
## 2648          1              0                1                 0
## 2649          0              1                1                 0
## 2650          0              0                1                 0
## 2651          1              1                1                 1
## 2652          1              0                1                 0
## 2653          1              0                1                 1
## 2654          0              1                1                 0
## 2656          1              1                1                 0
## 2657          1              0                0                 0
## 2658          1              0                0                 0
## 2659          0              0                1                 1
## 2661          0              0                1                 0
## 2663          1              0                1                 1
## 2665          1              0                1                 1
## 2666          0              1                1                 1
## 2667          1              0                1                 1
## 2668          1              0                1                 0
## 2669          1              0                1                 1
## 2671          0              1                1                 0
## 2672          1              0                1                 0
## 2674          1              0                1                 0
## 2675          0              0                1                 1
## 2676          0              1                1                 0
## 2677          0              0                0                 0
## 2678          1              0                1                 1
## 2679          1              0                1                 1
## 2682          1              0                1                 1
## 2683          1              0                1                 0
## 2685          0              0                1                 1
## 2686          0              1                1                 0
## 2687          1              0                1                 0
## 2689          1              0                1                 0
## 2690          0              1                1                 0
## 2691          0              0                1                 1
## 2692          1              0                0                 0
## 2693          0              0                1                 1
## 2694          1              0                1                 0
## 2695          1              0                1                 1
## 2696          1              0                0                 0
## 2697          0              1                1                 0
## 2699          1              0                1                 1
## 2700          0              1                1                 0
## 2701          0              0                1                 1
## 2702          0              0                1                 0
## 2703          1              0                1                 0
## 2704          1              0                1                 1
## 2705          0              0                0                 0
## 2706          0              0                1                 0
## 2709          1              0                1                 0
## 2710          1              0                1                 1
## 2711          1              0                1                 1
## 2713          0              1                1                 1
## 2714          1              0                0                 0
## 2715          0              1                1                 0
## 2716          1              0                1                 1
## 2717          1              0                1                 0
## 2718          0              1                1                 0
## 2719          1              0                1                 0
## 2720          0              1                1                 0
## 2721          1              0                0                 0
## 2722          1              1                1                 0
## 2723          1              0                1                 1
## 2726          1              0                1                 1
## 2727          1              0                1                 1
## 2728          1              1                1                 0
## 2729          0              0                1                 0
## 2730          1              0                1                 0
## 2731          1              0                1                 1
## 2732          0              0                1                 1
## 2733          1              0                1                 1
## 2735          0              0                1                 1
## 2736          1              0                1                 0
## 2738          1              0                1                 1
## 2739          0              0                1                 0
## 2740          0              0                1                 0
## 2741          0              0                1                 1
## 2742          0              1                1                 0
## 2743          1              0                1                 0
## 2744          1              0                0                 0
## 2745          0              1                1                 1
## 2746          1              0                1                 0
## 2747          0              1                0                 0
## 2748          0              1                0                 0
## 2749          1              0                1                 1
## 2750          1              0                0                 0
## 2751          0              0                1                 0
## 2754          1              0                1                 0
## 2755          1              0                1                 0
## 2756          1              0                1                 0
## 2757          1              0                0                 0
## 2758          1              0                1                 0
## 2759          0              1                1                 0
## 2761          1              0                1                 0
## 2762          0              0                1                 1
## 2763          1              1                1                 1
## 2764          1              0                1                 0
## 2766          0              1                1                 1
## 2767          0              1                1                 0
## 2768          0              1                1                 1
## 2770          1              0                1                 0
## 2773          1              0                1                 0
## 2774          1              0                1                 0
## 2775          1              0                1                 1
## 2776          1              0                1                 0
## 2777          1              0                0                 0
## 2778          0              1                1                 1
## 2779          0              0                1                 1
## 2781          1              0                1                 1
## 2782          1              1                1                 0
## 2783          0              1                1                 1
## 2784          1              1                1                 1
## 2785          1              0                1                 1
## 2786          1              0                1                 1
## 2787          1              0                1                 0
## 2789          1              0                1                 1
## 2790          1              0                1                 0
## 2791          1              0                1                 1
## 2792          0              0                1                 1
## 2794          1              0                1                 0
## 2795          1              1                1                 0
## 2796          0              1                1                 0
## 2797          0              1                1                 1
## 2798          0              0                1                 1
## 2799          1              0                1                 0
## 2800          0              0                0                 0
## 2801          0              0                1                 0
## 2802          0              0                1                 1
## 2803          1              1                1                 0
## 2806          0              1                1                 1
## 2808          0              0                1                 1
## 2809          1              0                1                 1
## 2810          0              1                0                 0
## 2812          0              0                1                 1
## 2813          0              0                1                 0
## 2814          0              1                1                 0
## 2815          1              0                1                 0
## 2816          1              0                1                 1
## 2818          0              1                1                 1
## 2819          0              0                1                 0
## 2820          0              0                1                 0
## 2821          1              0                1                 1
## 2822          0              0                1                 0
## 2823          1              0                1                 0
## 2824          1              0                1                 0
## 2825          1              0                1                 0
## 2826          1              0                1                 0
## 2828          0              0                1                 1
## 2829          1              0                1                 0
## 2831          1              0                1                 1
## 2832          1              0                1                 1
## 2835          0              1                1                 0
## 2836          0              1                1                 0
## 2837          1              0                0                 0
## 2839          0              1                1                 0
## 2840          0              0                1                 1
## 2841          1              0                1                 0
## 2842          0              0                1                 0
## 2843          0              0                1                 1
## 2844          0              1                1                 0
## 2845          1              0                1                 0
## 2846          0              0                1                 1
## 2847          0              1                1                 1
## 2848          0              0                1                 0
## 2849          1              0                1                 1
## 2850          0              1                1                 1
## 2851          0              1                1                 0
## 2852          1              0                1                 1
## 2854          0              0                1                 0
## 2855          0              0                1                 1
## 2856          1              0                1                 1
## 2858          0              0                1                 0
## 2859          1              0                1                 0
## 2862          1              0                1                 0
## 2864          1              0                1                 0
## 2865          1              0                1                 0
## 2866          0              0                1                 1
## 2867          0              0                1                 1
## 2868          0              1                1                 1
## 2869          1              0                1                 1
## 2870          0              0                1                 0
## 2871          0              0                1                 1
## 2872          1              0                1                 0
## 2874          0              0                1                 0
## 2875          0              0                1                 1
## 2876          1              0                1                 0
## 2877          0              0                1                 0
## 2878          1              0                1                 0
## 2879          0              1                1                 1
## 2881          1              0                1                 1
## 2882          1              0                1                 0
## 2883          1              0                1                 0
## 2884          1              1                1                 0
## 2885          0              1                0                 0
## 2886          0              1                1                 0
## 2887          1              0                1                 0
## 2888          1              0                1                 0
## 2889          1              0                1                 1
## 2890          1              0                1                 0
## 2893          1              0                1                 1
## 2894          1              0                0                 0
## 2895          1              0                0                 0
## 2896          0              1                1                 0
## 2897          0              1                1                 1
## 2901          0              0                1                 0
## 2902          0              1                1                 0
## 2903          0              0                1                 0
## 2904          0              0                1                 1
## 2905          1              0                1                 0
## 2906          0              1                1                 1
## 2907          1              0                1                 0
## 2908          0              0                1                 1
## 2909          1              0                0                 0
## 2910          1              0                1                 0
## 2911          0              1                0                 0
## 2912          1              0                0                 0
## 2914          0              0                0                 0
## 2916          0              0                1                 0
## 2918          0              0                1                 0
## 2920          1              0                1                 0
## 2921          0              1                1                 0
## 2922          0              0                1                 1
## 2923          1              0                1                 0
## 2925          1              1                0                 0
## 2926          0              1                1                 1
## 2928          0              0                1                 1
## 2929          0              1                1                 1
## 2930          0              1                1                 0
## 2931          0              0                1                 0
## 2932          1              0                1                 1
## 2933          0              1                1                 1
## 2935          1              0                1                 0
## 2936          1              0                0                 0
## 2937          0              0                1                 1
## 2938          1              0                1                 0
## 2939          1              0                1                 1
## 2941          1              0                1                 0
## 2944          0              0                1                 1
## 2946          1              0                1                 0
## 2947          0              0                1                 0
## 2948          0              1                1                 0
## 2949          0              1                1                 1
## 2950          1              0                1                 1
## 2952          1              0                1                 0
## 2954          1              0                1                 0
## 2955          0              1                1                 1
## 2957          1              0                1                 0
## 2959          0              1                1                 1
## 2960          0              0                1                 1
## 2962          1              0                0                 0
## 2963          0              0                1                 1
## 2964          1              0                1                 0
## 2965          0              1                1                 1
## 2966          1              0                1                 0
## 2968          0              1                0                 0
## 2969          0              1                1                 0
## 2970          1              0                1                 1
## 2971          1              0                1                 0
## 2972          1              1                1                 1
## 2973          1              0                1                 0
## 2974          1              0                1                 0
## 2975          1              0                1                 0
## 2978          0              1                1                 0
## 2979          0              1                1                 1
## 2980          0              0                1                 1
## 2981          1              0                1                 1
## 2982          0              1                1                 0
## 2983          0              1                1                 0
## 2985          1              1                1                 0
## 2986          1              0                0                 0
## 2988          1              0                0                 0
## 2990          0              0                0                 0
## 2992          1              0                1                 1
## 2993          0              0                1                 1
## 2994          1              0                1                 0
## 2995          0              1                1                 0
## 2996          1              0                1                 1
## 2997          1              0                1                 0
## 2998          1              0                1                 0
## 2999          1              1                1                 1
## 3001          1              0                1                 0
## 3002          1              0                1                 1
## 3003          1              0                1                 0
## 3004          1              0                1                 0
## 3006          1              1                1                 1
## 3007          0              1                1                 0
## 3009          1              0                1                 1
## 3010          0              0                1                 1
## 3011          0              1                1                 0
## 3013          0              1                1                 0
## 3014          1              0                1                 1
## 3017          1              0                1                 0
## 3018          1              0                1                 0
## 3020          1              1                1                 0
## 3021          0              1                1                 1
## 3024          1              0                0                 0
## 3026          1              0                1                 0
## 3027          0              0                1                 0
## 3028          1              0                1                 0
## 3029          0              0                1                 1
## 3030          1              0                1                 1
## 3031          0              0                1                 0
## 3034          0              0                1                 1
## 3036          0              0                1                 1
## 3037          1              1                1                 0
## 3039          1              0                0                 0
## 3040          1              0                1                 0
## 3043          0              0                1                 0
## 3044          1              0                1                 0
## 3045          1              0                1                 0
## 3047          0              1                1                 1
## 3048          0              0                1                 1
## 3050          1              1                1                 1
## 3051          1              1                1                 1
## 3052          0              1                1                 1
## 3053          0              1                1                 0
## 3054          1              1                1                 1
## 3055          0              1                1                 1
## 3056          0              0                0                 0
## 3057          1              0                1                 1
## 3058          0              0                0                 0
## 3059          1              0                1                 1
## 3060          1              0                1                 0
## 3061          1              0                1                 0
## 3062          1              0                1                 1
## 3064          0              0                1                 1
## 3065          1              0                1                 0
## 3067          0              1                1                 1
## 3068          0              1                1                 1
## 3069          1              0                0                 0
## 3070          0              1                1                 1
## 3072          1              0                1                 0
## 3075          1              0                1                 0
## 3076          1              0                0                 0
## 3077          1              0                1                 0
## 3078          1              0                1                 1
## 3081          1              0                1                 1
## 3082          1              0                1                 1
## 3083          1              0                1                 1
## 3085          1              0                1                 0
## 3086          1              0                1                 0
## 3087          0              0                1                 0
## 3089          1              1                1                 0
## 3091          1              0                1                 0
## 3092          0              0                0                 0
## 3093          1              1                1                 0
## 3094          0              0                1                 0
## 3095          1              0                1                 0
## 3097          1              0                1                 1
## 3098          1              0                1                 0
## 3099          1              0                1                 0
## 3100          1              0                1                 1
## 3101          1              0                1                 0
## 3102          1              0                1                 0
## 3103          0              0                1                 1
## 3104          1              1                1                 0
## 3105          1              0                1                 1
## 3106          1              0                1                 0
## 3107          0              1                1                 1
## 3108          0              0                1                 1
## 3109          0              0                1                 1
## 3110          1              0                1                 0
## 3112          1              0                1                 0
## 3113          0              1                1                 1
## 3114          1              0                1                 0
## 3115          0              0                1                 1
## 3116          0              0                1                 1
## 3117          1              0                1                 0
## 3118          0              1                1                 0
## 3119          1              0                1                 0
## 3120          0              1                1                 0
## 3121          1              0                1                 0
## 3122          0              1                0                 0
## 3124          1              1                1                 0
## 3125          0              0                1                 1
## 3126          0              0                1                 0
## 3128          1              0                1                 0
## 3129          0              0                0                 0
## 3130          0              1                1                 0
## 3131          1              0                1                 1
## 3132          1              0                1                 0
## 3133          0              1                1                 1
## 3134          1              0                1                 0
## 3135          1              0                0                 0
## 3136          1              0                1                 0
## 3137          1              0                1                 0
## 3138          1              0                1                 0
## 3139          0              1                1                 1
## 3140          1              0                1                 0
## 3141          1              0                1                 0
## 3142          0              1                1                 0
## 3143          0              0                1                 0
## 3145          1              0                1                 0
## 3147          0              1                1                 0
## 3148          1              0                1                 0
## 3149          1              0                1                 1
## 3150          1              0                1                 0
## 3151          1              1                1                 0
## 3153          1              0                1                 0
## 3155          1              0                1                 1
## 3156          0              1                0                 0
## 3157          1              0                1                 0
## 3158          1              0                1                 1
## 3159          1              0                1                 1
## 3160          1              0                1                 0
## 3161          0              1                1                 0
## 3162          0              0                1                 0
## 3163          0              0                1                 0
## 3164          1              0                1                 0
## 3165          0              1                1                 0
## 3166          1              0                1                 1
## 3167          1              0                1                 0
## 3168          1              1                1                 0
## 3169          0              0                1                 0
## 3170          0              0                0                 0
## 3171          0              0                1                 0
## 3172          0              0                1                 1
## 3173          0              1                0                 0
## 3174          0              0                1                 0
## 3178          0              0                1                 0
## 3179          0              0                0                 0
## 3180          0              0                1                 1
## 3182          0              1                1                 0
## 3183          0              1                1                 0
## 3184          1              0                1                 0
## 3185          0              1                1                 0
## 3186          0              1                0                 0
## 3187          1              0                0                 0
## 3188          1              0                1                 0
## 3189          0              1                1                 0
## 3190          0              0                0                 0
## 3192          1              0                1                 0
## 3194          0              0                1                 1
## 3196          0              0                1                 1
## 3197          1              0                1                 1
## 3198          1              0                1                 0
## 3200          1              1                1                 0
## 3201          0              1                1                 1
## 3202          1              0                1                 0
## 3203          1              0                1                 0
## 3205          1              0                1                 1
## 3206          0              1                1                 0
## 3207          1              0                1                 0
## 3209          0              1                0                 0
## 3210          1              0                1                 1
## 3211          0              0                1                 1
## 3212          0              1                1                 0
## 3213          1              0                1                 0
## 3215          0              1                1                 1
## 3217          1              0                0                 0
## 3218          1              0                1                 0
## 3219          0              0                0                 0
## 3220          1              0                1                 1
## 3221          1              0                1                 0
## 3222          1              0                1                 0
## 3223          0              1                1                 0
## 3224          0              1                1                 1
## 3225          1              0                1                 1
## 3226          0              1                1                 0
## 3227          1              0                1                 0
## 3228          0              1                1                 0
## 3229          0              0                0                 0
## 3230          0              1                1                 0
## 3231          1              0                0                 0
## 3232          1              0                1                 1
## 3234          0              1                1                 0
## 3235          1              0                1                 0
## 3236          0              0                1                 1
## 3237          1              0                1                 0
## 3239          1              0                0                 0
## 3241          0              1                1                 0
## 3243          1              0                1                 1
## 3244          0              0                1                 1
## 3245          0              1                1                 0
## 3247          1              0                1                 1
## 3249          0              1                1                 1
## 3250          1              0                1                 0
## 3251          0              1                1                 1
## 3252          0              1                1                 0
## 3253          1              0                1                 0
## 3254          1              0                0                 0
## 3255          1              0                1                 0
## 3256          1              0                1                 0
## 3257          0              1                1                 0
## 3258          0              1                1                 1
## 3259          0              1                1                 0
## 3260          1              1                1                 0
## 3261          0              1                1                 0
## 3262          0              1                1                 0
## 3263          0              1                1                 0
## 3265          1              0                1                 1
## 3267          0              0                1                 1
## 3268          1              0                1                 1
## 3269          1              0                1                 0
## 3270          1              0                1                 0
## 3271          0              0                1                 0
## 3272          1              0                1                 0
## 3273          0              1                1                 0
## 3274          0              1                1                 1
## 3276          0              0                1                 0
## 3277          0              0                1                 0
## 3278          0              0                1                 1
## 3279          0              1                1                 0
## 3282          1              0                1                 1
## 3283          0              1                1                 1
## 3284          0              1                1                 0
## 3285          1              1                1                 1
## 3286          1              0                0                 0
## 3287          0              1                1                 0
## 3290          0              1                1                 0
## 3291          0              1                1                 1
## 3292          1              0                1                 0
## 3295          1              0                1                 1
## 3297          1              0                1                 0
## 3298          1              0                1                 1
## 3299          1              0                1                 1
## 3300          0              0                1                 1
## 3302          0              1                1                 0
## 3304          0              0                1                 1
## 3306          1              0                1                 0
## 3308          1              0                1                 0
## 3310          1              0                1                 0
## 3311          0              0                1                 1
## 3312          0              0                0                 0
## 3314          1              0                0                 0
## 3316          0              0                1                 0
## 3318          1              0                1                 1
## 3319          1              1                1                 0
## 3320          1              0                1                 0
## 3321          1              0                1                 1
## 3322          1              0                1                 0
## 3323          0              0                1                 1
## 3324          1              0                1                 0
## 3325          0              0                1                 0
## 3326          1              0                1                 1
## 3328          1              1                1                 0
## 3330          1              0                1                 1
## 3331          0              1                1                 0
## 3332          1              0                1                 1
## 3334          0              1                1                 1
## 3335          1              0                1                 1
## 3336          1              0                1                 0
## 3337          1              0                0                 0
## 3338          1              0                1                 0
## 3339          1              0                1                 1
## 3340          0              0                1                 1
## 3341          1              0                1                 1
## 3342          0              1                1                 0
## 3343          1              0                1                 1
## 3344          0              0                1                 1
## 3345          1              0                1                 0
## 3347          1              0                1                 1
## 3348          0              0                1                 0
## 3349          1              0                0                 0
## 3350          0              0                1                 1
## 3351          0              1                1                 1
## 3355          1              0                1                 0
## 3356          1              0                1                 1
## 3357          1              0                1                 0
## 3359          0              0                1                 1
## 3360          1              0                1                 0
## 3361          0              0                1                 0
## 3362          1              0                1                 1
## 3363          1              0                1                 1
## 3365          0              1                0                 0
## 3366          0              1                1                 0
## 3367          1              0                1                 1
## 3368          1              0                1                 1
## 3369          1              0                1                 0
## 3370          0              1                1                 0
## 3371          0              1                1                 0
## 3372          0              0                1                 1
## 3376          1              0                1                 0
## 3379          0              1                1                 0
## 3380          1              0                1                 1
## 3381          0              0                1                 1
## 3382          1              0                1                 0
## 3383          0              0                1                 0
## 3385          0              0                1                 0
## 3387          0              1                1                 0
## 3388          0              0                1                 1
## 3389          1              0                1                 1
## 3390          1              0                1                 1
## 3391          0              1                1                 0
## 3392          0              0                1                 1
## 3393          0              1                1                 1
## 3394          1              0                1                 1
## 3396          1              0                1                 0
## 3397          1              0                1                 1
## 3398          1              0                1                 0
## 3401          1              0                1                 0
## 3403          1              0                1                 0
## 3404          0              0                1                 1
## 3406          0              0                1                 1
## 3407          0              1                1                 0
## 3408          0              1                1                 0
## 3409          1              0                0                 0
## 3410          0              1                1                 1
## 3411          1              1                1                 0
## 3412          0              1                1                 0
## 3414          0              1                1                 0
## 3415          1              0                1                 1
## 3416          0              0                1                 1
## 3417          1              0                0                 0
## 3418          1              1                1                 0
## 3419          1              0                1                 0
## 3420          0              1                1                 0
## 3421          1              0                1                 0
## 3422          0              0                1                 1
## 3424          0              1                1                 0
## 3425          1              1                1                 0
## 3426          0              0                1                 1
## 3427          0              0                1                 1
## 3428          1              0                1                 1
## 3430          1              0                1                 0
## 3431          1              0                1                 0
## 3432          1              0                1                 1
## 3433          0              0                1                 1
## 3434          0              0                1                 1
## 3435          0              1                1                 1
## 3437          1              0                1                 0
## 3438          0              0                1                 0
## 3439          0              0                0                 0
## 3440          0              0                1                 1
## 3441          1              0                1                 1
## 3443          0              1                1                 0
## 3444          0              1                1                 1
## 3447          1              0                1                 0
## 3448          0              0                1                 1
## 3449          0              1                0                 0
## 3450          1              0                1                 0
## 3451          1              0                1                 1
## 3452          1              0                1                 0
## 3453          1              0                1                 0
## 3454          0              1                1                 1
## 3455          0              0                1                 0
## 3456          0              1                1                 0
## 3457          1              0                1                 1
## 3459          0              0                1                 0
## 3460          1              0                1                 0
## 3461          0              1                1                 1
## 3462          1              0                1                 0
## 3463          0              1                1                 0
## 3464          1              0                1                 0
## 3465          0              1                1                 0
## 3466          1              0                1                 0
## 3467          1              0                1                 1
## 3468          0              0                1                 1
## 3469          0              1                1                 1
## 3470          0              1                1                 0
## 3471          0              0                1                 1
## 3472          1              0                1                 1
## 3473          1              0                1                 1
## 3474          1              0                1                 0
## 3476          1              0                1                 1
## 3480          1              0                1                 1
## 3481          1              0                1                 1
## 3483          1              0                1                 1
## 3484          0              0                1                 1
## 3485          0              1                1                 0
## 3486          0              0                1                 0
## 3487          1              0                0                 0
## 3488          1              0                1                 0
## 3489          0              1                1                 1
## 3490          1              0                1                 1
## 3491          1              0                1                 0
## 3492          0              0                1                 0
## 3493          1              0                1                 0
## 3494          1              0                1                 0
## 3495          0              0                1                 1
## 3496          0              1                1                 1
## 3497          1              0                0                 0
## 3499          0              1                1                 0
## 3501          1              0                1                 1
## 3502          1              0                1                 0
## 3503          1              0                1                 1
## 3505          1              0                1                 1
## 3506          1              0                1                 1
## 3507          1              0                1                 1
## 3508          0              1                1                 0
## 3509          0              1                1                 1
## 3510          1              0                1                 0
## 3512          0              0                1                 0
## 3513          1              0                1                 0
## 3514          1              0                1                 1
## 3515          0              0                1                 0
## 3516          0              1                1                 0
## 3517          0              1                1                 0
## 3518          0              0                1                 1
## 3519          1              0                1                 1
## 3520          0              0                1                 1
## 3521          1              0                1                 0
## 3522          0              0                1                 1
## 3523          1              0                1                 0
## 3524          0              0                1                 0
## 3525          1              0                1                 1
## 3526          1              0                1                 0
## 3527          1              0                1                 0
## 3528          1              0                1                 0
## 3529          1              1                1                 0
## 3530          0              1                1                 1
## 3531          1              0                1                 1
## 3532          0              1                1                 0
## 3533          0              1                1                 0
## 3534          1              0                1                 0
## 3537          0              1                0                 0
## 3538          0              0                1                 1
## 3540          1              0                1                 1
## 3542          0              0                1                 1
## 3543          1              0                1                 1
## 3545          1              0                1                 0
## 3546          1              1                1                 0
## 3547          1              0                1                 1
## 3549          1              1                1                 0
## 3550          1              0                1                 1
## 3551          0              1                1                 0
## 3552          1              0                0                 0
## 3553          0              1                1                 1
## 3554          1              0                1                 0
## 3555          1              0                1                 0
## 3556          1              0                1                 1
## 3557          1              0                1                 1
## 3559          1              0                1                 1
## 3560          1              0                1                 0
## 3561          1              1                1                 1
## 3562          0              1                1                 0
## 3563          1              0                1                 0
## 3567          1              0                1                 0
## 3569          1              0                1                 0
## 3572          1              0                1                 0
## 3573          1              0                1                 0
## 3574          0              1                1                 1
## 3577          1              0                1                 0
## 3578          0              1                0                 0
## 3580          0              0                1                 0
## 3581          1              0                0                 0
## 3582          1              0                1                 1
## 3583          0              0                1                 1
## 3584          0              1                1                 1
## 3585          0              0                1                 0
## 3586          1              0                1                 0
## 3588          1              0                1                 0
## 3589          1              0                0                 0
## 3590          1              0                1                 0
## 3591          1              0                1                 0
## 3592          0              0                1                 0
## 3593          1              0                1                 0
## 3594          0              1                1                 1
## 3595          0              1                1                 1
## 3596          0              1                1                 0
## 3597          1              0                1                 1
## 3598          1              0                1                 0
## 3599          0              1                1                 0
## 3600          1              0                1                 0
## 3602          1              0                1                 0
## 3604          1              0                1                 1
## 3605          1              0                1                 1
## 3606          1              0                1                 0
## 3607          1              0                1                 1
## 3608          1              0                0                 0
## 3609          0              0                0                 0
## 3610          0              1                1                 1
## 3611          0              0                1                 0
## 3613          0              1                1                 1
## 3614          0              1                1                 0
## 3615          0              0                0                 0
## 3617          0              1                1                 1
## 3618          0              0                1                 0
## 3619          0              1                1                 1
## 3620          0              0                1                 0
## 3622          1              0                1                 0
## 3623          1              0                1                 0
## 3624          0              1                1                 1
## 3626          0              0                1                 0
## 3627          0              0                1                 1
## 3628          1              0                1                 0
## 3629          1              0                1                 1
## 3630          0              0                1                 1
## 3631          1              1                1                 0
## 3633          0              0                1                 0
## 3634          0              0                1                 1
## 3636          1              0                1                 0
## 3637          1              0                1                 1
## 3638          0              0                1                 0
## 3640          1              0                1                 0
## 3641          1              0                1                 0
## 3643          0              1                1                 1
## 3644          0              1                1                 1
## 3645          1              0                1                 1
## 3647          1              0                0                 0
## 3649          0              0                1                 0
## 3651          0              0                1                 0
## 3652          0              1                1                 1
## 3655          1              0                0                 0
## 3656          1              0                1                 0
## 3658          1              0                1                 0
## 3659          1              0                1                 0
## 3661          0              1                1                 1
## 3662          0              1                1                 0
## 3663          0              0                1                 0
## 3664          1              0                1                 1
## 3665          0              1                1                 1
## 3666          1              0                1                 1
## 3667          0              0                1                 1
## 3668          1              0                1                 1
## 3669          1              0                1                 0
## 3670          1              0                1                 0
## 3671          1              0                1                 0
## 3672          1              0                0                 0
## 3673          0              1                1                 1
## 3674          1              0                1                 0
## 3675          0              0                0                 0
## 3676          0              0                1                 1
## 3677          1              0                1                 0
## 3678          0              0                1                 0
## 3679          1              0                1                 1
## 3680          0              0                0                 0
## 3681          1              0                1                 1
## 3682          0              1                1                 0
## 3684          1              0                1                 0
## 3685          1              0                0                 0
## 3686          0              0                1                 1
## 3687          0              1                1                 1
## 3689          0              1                1                 1
## 3690          0              1                1                 1
## 3691          0              0                1                 0
## 3693          1              0                1                 1
## 3694          0              0                1                 0
## 3695          1              1                1                 0
## 3698          1              1                1                 0
## 3699          0              1                1                 1
## 3700          0              1                1                 1
## 3701          1              0                1                 1
## 3704          1              0                1                 1
## 3706          0              1                1                 1
## 3707          1              0                1                 0
## 3708          0              0                1                 0
## 3709          0              1                1                 0
## 3710          1              0                1                 0
## 3711          0              0                1                 1
## 3712          1              0                1                 0
## 3713          0              0                1                 1
## 3714          1              0                1                 0
## 3715          1              0                1                 0
## 3716          1              0                1                 0
## 3718          0              1                1                 0
## 3719          0              1                1                 1
## 3721          1              0                1                 1
## 3722          1              0                1                 1
## 3723          1              0                1                 1
## 3724          1              0                1                 0
## 3726          1              0                1                 0
## 3731          1              0                1                 0
## 3732          1              0                1                 1
## 3733          1              0                0                 0
## 3734          1              0                1                 1
## 3736          0              1                1                 1
## 3738          1              1                1                 0
## 3739          1              0                1                 0
## 3740          1              0                1                 0
## 3742          0              1                1                 1
## 3743          1              0                1                 0
## 3744          1              0                1                 1
## 3745          0              0                1                 0
## 3746          0              0                1                 1
## 3748          1              0                0                 0
## 3749          1              0                1                 0
## 3750          1              0                1                 1
## 3751          1              0                0                 0
## 3753          1              0                1                 0
## 3754          1              0                1                 1
## 3755          1              0                1                 0
## 3757          1              0                1                 1
## 3760          1              0                1                 1
## 3761          1              0                1                 0
## 3762          0              0                1                 1
## 3763          0              0                1                 1
## 3764          0              1                1                 1
## 3766          1              0                1                 0
## 3767          0              0                1                 0
## 3768          1              0                0                 0
## 3770          1              0                1                 1
## 3771          0              0                1                 0
## 3773          1              0                1                 1
## 3775          0              1                1                 0
## 3776          1              0                1                 0
## 3777          1              1                1                 1
## 3778          0              0                1                 1
## 3780          0              0                1                 1
## 3781          0              1                1                 1
## 3782          1              0                1                 0
## 3784          1              0                1                 0
## 3785          1              0                1                 0
## 3786          1              0                1                 0
## 3787          1              0                1                 0
## 3788          1              0                1                 0
## 3789          0              0                1                 0
## 3790          1              0                1                 0
## 3791          1              0                1                 1
## 3792          0              0                1                 1
## 3793          1              0                1                 1
## 3794          1              0                1                 1
## 3795          1              1                1                 1
## 3796          1              0                1                 1
## 3797          1              0                1                 0
## 3799          1              0                1                 1
## 3800          1              0                1                 0
## 3802          0              0                1                 1
## 3803          0              1                1                 0
## 3804          1              0                1                 0
## 3807          1              0                1                 0
## 3808          0              1                1                 1
## 3810          1              0                1                 1
## 3811          0              1                1                 1
## 3812          1              0                1                 0
## 3813          0              0                1                 1
## 3814          1              0                0                 0
## 3815          0              0                1                 1
## 3816          1              0                1                 1
## 3817          0              1                1                 1
## 3818          0              0                1                 1
## 3819          1              0                1                 0
## 3820          0              1                1                 0
## 3821          1              0                1                 0
## 3822          0              0                1                 0
## 3823          0              0                1                 1
## 3824          0              0                1                 1
## 3825          0              0                1                 1
## 3826          0              0                1                 1
## 3827          1              0                1                 1
## 3829          0              1                1                 0
## 3830          0              0                1                 1
## 3831          1              0                1                 0
## 3832          1              0                1                 1
## 3833          0              1                1                 0
## 3835          0              0                1                 1
## 3836          0              0                1                 1
## 3837          0              0                1                 0
## 3838          1              0                1                 1
## 3839          1              0                1                 0
## 3841          1              0                1                 0
## 3842          1              0                1                 0
## 3843          0              0                1                 1
## 3845          0              1                1                 0
## 3846          1              0                1                 0
## 3850          0              0                1                 1
## 3851          1              0                1                 0
## 3852          1              0                1                 0
## 3853          1              0                1                 1
## 3854          1              1                0                 0
## 3855          1              1                1                 0
## 3856          0              1                1                 1
## 3858          1              0                1                 1
## 3859          1              1                1                 1
## 3860          0              1                1                 1
## 3861          0              0                1                 0
## 3862          0              1                1                 0
## 3863          0              0                1                 1
## 3864          0              0                0                 0
## 3865          1              0                1                 1
## 3866          0              1                1                 0
## 3867          0              1                0                 0
## 3869          0              1                1                 1
## 3870          1              0                1                 1
## 3872          0              1                1                 1
## 3874          0              1                1                 1
## 3875          0              0                1                 1
## 3876          1              0                1                 0
## 3877          1              0                1                 1
## 3879          1              0                1                 1
## 3880          0              0                1                 1
## 3881          1              0                1                 0
## 3883          1              0                1                 0
## 3887          1              0                1                 0
## 3888          0              0                1                 1
## 3889          0              1                1                 1
## 3894          0              1                1                 0
## 3895          0              0                1                 1
## 3896          1              0                0                 0
## 3897          1              0                1                 0
## 3898          0              1                1                 0
## 3899          1              0                0                 0
## 3900          0              0                1                 0
## 3901          1              0                1                 0
## 3902          0              0                1                 1
## 3903          1              0                1                 0
## 3904          1              0                1                 1
## 3905          1              0                1                 0
## 3906          0              1                1                 1
## 3907          0              0                1                 1
## 3908          1              0                1                 0
## 3909          0              0                1                 0
## 3910          0              1                1                 0
## 3911          1              0                1                 0
## 3913          1              0                1                 1
## 3914          1              0                1                 1
## 3915          0              0                1                 1
## 3916          0              0                1                 1
## 3917          1              0                1                 0
## 3919          0              0                1                 1
## 3920          1              0                0                 0
## 3921          0              0                1                 0
## 3923          0              1                1                 0
## 3924          0              1                1                 1
## 3925          0              0                1                 0
## 3926          1              0                1                 1
## 3927          1              0                1                 0
## 3928          1              1                0                 0
## 3930          1              0                1                 0
## 3931          1              0                1                 0
## 3932          1              0                1                 0
## 3933          1              1                1                 0
## 3934          1              0                0                 0
## 3935          0              1                1                 0
## 3940          1              0                0                 0
## 3942          0              1                1                 0
## 3944          1              0                1                 1
## 3945          0              0                1                 1
## 3946          1              0                1                 1
## 3947          1              0                1                 0
## 3948          0              0                1                 1
## 3949          0              0                0                 0
## 3952          0              0                1                 1
## 3953          1              0                1                 0
## 3954          1              0                1                 0
## 3955          1              0                0                 0
## 3956          0              0                1                 1
## 3958          0              1                1                 1
## 3959          0              0                1                 1
## 3960          0              1                1                 1
## 3961          0              0                1                 0
## 3962          0              0                1                 0
## 3963          0              1                1                 0
## 3964          0              1                1                 0
## 3966          1              0                1                 0
## 3967          0              1                0                 0
## 3968          0              0                1                 1
## 3969          1              0                1                 1
## 3970          1              0                0                 0
## 3971          0              0                1                 0
## 3972          1              0                1                 0
## 3974          1              0                1                 1
## 3975          1              0                1                 1
## 3976          1              1                1                 1
## 3977          1              0                0                 0
## 3978          0              1                1                 1
## 3979          0              0                1                 0
## 3980          0              0                1                 1
## 3981          1              0                1                 1
## 3982          1              0                1                 1
## 3983          1              1                0                 0
## 3985          1              0                1                 1
## 3987          1              1                1                 1
## 3988          0              0                1                 1
## 3989          1              1                1                 0
## 3990          1              0                1                 0
## 3991          0              0                1                 0
## 3993          1              0                1                 0
## 3995          0              1                1                 1
## 3996          0              1                1                 1
## 3997          1              0                1                 0
## 3998          0              0                1                 1
## 4000          0              1                1                 0
## 4001          0              0                1                 1
## 4002          0              1                0                 0
## 4003          1              0                1                 0
## 4006          1              0                1                 0
## 4007          1              0                1                 1
## 4009          1              0                1                 1
## 4010          1              0                1                 0
## 4011          1              0                1                 1
## 4012          0              1                1                 0
## 4013          1              0                1                 1
## 4014          0              0                0                 0
## 4015          0              1                1                 0
## 4016          1              0                1                 0
## 4017          1              0                1                 0
## 4018          1              0                0                 0
## 4019          1              0                1                 0
## 4021          0              0                0                 0
## 4022          1              0                1                 0
## 4023          1              0                0                 0
## 4025          0              0                1                 1
## 4026          0              1                1                 1
## 4027          0              1                1                 0
## 4028          0              1                1                 0
## 4029          0              1                1                 1
## 4030          0              1                1                 0
## 4031          0              1                1                 1
## 4032          1              0                1                 0
## 4034          0              1                0                 0
## 4036          1              0                1                 0
## 4037          0              0                0                 0
## 4039          1              0                1                 0
## 4040          1              0                1                 1
## 4041          0              0                1                 1
## 4042          0              1                0                 0
## 4043          0              0                1                 1
## 4044          0              0                1                 1
## 4045          0              0                1                 1
## 4046          1              0                0                 0
## 4047          1              0                1                 1
## 4048          1              0                0                 0
## 4049          1              0                0                 0
## 4050          1              0                0                 0
## 4051          0              1                1                 1
## 4052          0              1                1                 1
## 4053          0              1                1                 0
## 4055          1              0                1                 0
## 4056          1              0                1                 0
## 4057          1              0                1                 1
## 4058          1              0                1                 0
## 4059          1              0                1                 0
## 4060          1              0                1                 1
## 4061          0              0                1                 0
## 4064          0              0                1                 1
## 4065          1              0                0                 0
## 4066          1              0                1                 0
## 4067          0              1                1                 0
## 4068          0              0                1                 1
## 4070          0              0                1                 1
## 4071          0              1                1                 1
## 4072          0              1                1                 0
## 4073          0              0                1                 1
## 4075          1              0                1                 0
## 4076          0              0                1                 1
## 4077          0              0                1                 1
## 4078          1              0                1                 0
## 4079          1              0                0                 0
## 4080          0              0                1                 1
## 4081          1              0                1                 0
## 4082          1              0                1                 1
## 4083          1              0                1                 1
## 4084          1              1                1                 0
## 4085          1              0                1                 1
## 4087          1              0                1                 1
## 4088          1              0                1                 0
## 4089          1              0                1                 0
## 4090          1              0                1                 0
## 4092          1              0                1                 0
## 4094          0              0                1                 0
## 4095          1              0                1                 0
## 4096          0              1                1                 0
## 4097          0              1                1                 1
## 4098          0              0                1                 0
## 4099          0              1                1                 1
## 4100          0              0                1                 1
## 4101          0              0                1                 1
## 4103          1              0                0                 0
## 4106          1              0                1                 1
## 4108          0              1                1                 0
## 4109          0              0                1                 1
## 4110          0              1                1                 0
## 4111          0              0                1                 0
## 4113          1              0                1                 0
## 4114          0              1                1                 0
## 4116          1              1                1                 0
## 4118          0              0                1                 1
## 4119          0              0                1                 0
## 4121          1              1                1                 1
## 4122          1              0                0                 0
## 4123          0              1                1                 0
## 4125          1              0                1                 0
## 4126          1              0                0                 0
## 4127          1              0                1                 1
## 4128          0              0                1                 1
## 4129          0              1                1                 1
## 4131          0              1                1                 0
## 4132          1              0                1                 0
## 4134          1              0                1                 1
## 4136          1              0                1                 0
## 4138          1              0                1                 1
## 4139          1              0                1                 0
## 4140          0              0                1                 1
## 4141          0              0                1                 1
## 4142          1              0                1                 0
## 4146          0              0                1                 1
## 4147          1              0                1                 0
## 4148          1              0                1                 1
## 4149          1              0                1                 1
## 4151          1              0                1                 0
## 4152          0              1                1                 1
## 4154          1              0                1                 0
## 4156          0              1                0                 0
## 4157          0              0                1                 1
## 4158          0              1                1                 1
## 4161          0              0                1                 1
## 4162          0              0                0                 0
## 4163          1              0                1                 0
## 4165          1              0                1                 0
## 4166          1              0                1                 0
## 4167          1              0                1                 1
## 4168          1              0                0                 0
## 4169          0              1                1                 0
## 4171          1              1                1                 0
## 4172          0              1                0                 0
## 4173          1              0                1                 1
## 4174          1              0                0                 0
## 4175          0              0                1                 1
## 4176          1              0                1                 1
## 4177          1              1                0                 0
## 4180          1              1                1                 1
## 4181          0              1                1                 0
## 4182          1              0                1                 1
## 4183          0              1                1                 1
## 4184          0              0                1                 1
## 4186          1              0                1                 0
## 4187          1              0                1                 0
## 4188          0              0                1                 1
## 4189          1              0                1                 1
## 4190          0              1                1                 1
## 4191          1              1                1                 1
## 4192          0              1                1                 1
## 4193          0              0                1                 1
## 4194          1              0                0                 0
## 4195          0              1                1                 0
## 4197          1              1                1                 0
## 4199          0              1                1                 1
## 4200          0              1                1                 1
## 4201          1              0                0                 0
## 4202          0              0                0                 0
## 4204          0              1                1                 1
## 4205          1              0                1                 1
## 4206          1              0                1                 0
## 4207          1              0                1                 0
## 4209          0              0                1                 1
## 4213          1              0                1                 0
## 4215          1              0                1                 0
## 4216          1              0                1                 0
## 4217          1              0                1                 0
## 4218          0              0                1                 0
## 4219          0              0                1                 0
## 4220          0              0                1                 1
## 4221          0              1                1                 0
## 4222          0              1                1                 0
## 4223          0              0                1                 1
## 4225          1              0                1                 1
## 4226          1              0                1                 0
## 4228          1              0                1                 0
## 4229          0              0                1                 1
## 4230          1              0                1                 0
## 4231          1              0                1                 0
## 4232          0              1                1                 0
## 4234          1              0                1                 1
## 4235          0              1                1                 0
## 4237          1              1                1                 0
## 4238          0              1                1                 0
## 4239          0              1                1                 0
## 4240          0              1                1                 1
## 4241          0              1                1                 0
## 4242          0              0                1                 1
## 4243          0              1                1                 0
## 4244          1              0                1                 1
## 4245          0              1                0                 0
## 4246          1              0                1                 1
## 4248          0              0                1                 1
## 4249          0              0                1                 1
## 4250          0              0                1                 1
## 4251          0              0                1                 0
## 4252          0              0                1                 1
## 4254          0              1                1                 0
## 4256          1              0                1                 0
## 4258          1              0                1                 1
## 4259          0              0                1                 1
## 4260          1              0                1                 1
## 4261          0              0                1                 1
## 4262          0              1                1                 0
## 4263          0              0                1                 1
## 4264          0              0                1                 1
## 4265          0              1                1                 0
## 4266          0              0                1                 1
## 4267          1              0                1                 1
## 4268          1              0                1                 0
## 4269          1              0                1                 1
## 4270          1              0                1                 0
## 4271          1              0                1                 0
## 4273          0              1                1                 1
## 4275          1              0                0                 0
## 4276          0              1                1                 1
## 4277          0              0                1                 0
## 4279          0              1                1                 1
## 4281          0              0                1                 1
## 4282          1              1                1                 1
## 4283          1              0                1                 0
## 4284          0              1                0                 0
## 4286          1              0                1                 1
## 4288          1              0                1                 0
## 4289          0              0                1                 0
## 4290          0              1                1                 1
## 4291          1              0                1                 1
## 4292          1              0                1                 0
## 4293          1              0                1                 1
## 4294          1              0                1                 1
## 4295          0              1                1                 0
## 4296          1              0                1                 0
## 4297          0              0                1                 1
## 4298          0              0                1                 0
## 4299          0              0                1                 0
## 4301          1              0                1                 1
## 4302          1              0                1                 0
## 4304          1              0                0                 0
## 4305          1              0                0                 0
## 4306          0              1                1                 0
## 4307          1              0                1                 0
## 4308          1              0                1                 1
## 4309          1              0                1                 0
## 4310          1              0                1                 1
## 4311          1              1                1                 0
## 4312          1              0                1                 0
## 4314          0              0                1                 0
## 4317          1              0                1                 1
## 4318          1              0                1                 0
## 4319          1              0                1                 0
## 4320          1              0                1                 0
## 4321          1              0                1                 0
## 4322          0              0                1                 1
## 4324          1              0                1                 0
## 4325          1              0                1                 1
## 4326          0              1                1                 1
## 4327          0              0                1                 1
## 4328          1              0                1                 0
## 4329          1              0                1                 0
## 4330          1              0                1                 1
## 4331          1              0                1                 1
## 4333          0              0                1                 1
## 4335          1              0                1                 0
## 4337          1              0                1                 1
## 4338          1              0                1                 1
## 4339          0              1                1                 0
## 4341          1              0                1                 0
## 4343          0              0                1                 1
## 4344          0              0                1                 0
## 4345          1              0                1                 0
## 4346          0              1                1                 1
## 4347          1              0                1                 0
## 4348          1              0                1                 0
## 4349          0              0                1                 1
## 4350          1              0                1                 0
## 4351          0              0                1                 0
## 4355          1              0                1                 0
## 4356          0              0                1                 0
## 4357          0              0                1                 1
## 4358          1              0                1                 1
## 4359          0              0                1                 1
## 4360          0              1                1                 1
## 4361          0              0                1                 0
## 4362          1              0                1                 0
## 4363          1              0                0                 0
## 4364          0              0                1                 0
## 4365          0              1                1                 1
## 4367          0              1                1                 0
## 4368          0              1                1                 0
## 4369          1              0                1                 1
## 4370          1              0                1                 0
## 4371          0              0                1                 0
## 4373          0              0                1                 1
## 4374          1              0                1                 1
## 4376          0              0                1                 1
## 4378          1              0                1                 0
## 4382          1              0                1                 1
## 4383          0              1                1                 0
## 4386          0              0                1                 1
## 4387          1              0                1                 1
## 4388          0              1                1                 1
## 4389          1              0                0                 0
## 4390          0              0                1                 1
## 4391          0              1                1                 1
## 4392          1              0                1                 1
## 4393          0              1                0                 0
## 4395          1              0                0                 0
## 4396          0              1                1                 1
## 4397          1              0                1                 0
## 4398          0              1                1                 0
## 4399          1              0                1                 1
## 4401          0              1                1                 1
## 4402          0              0                0                 0
## 4403          0              0                1                 0
## 4405          1              0                1                 1
## 4406          1              0                1                 0
## 4407          1              1                1                 0
## 4408          0              0                1                 1
## 4409          0              0                1                 1
## 4410          1              1                1                 0
## 4411          0              0                1                 0
## 4412          0              1                1                 0
## 4413          1              0                1                 0
## 4414          0              0                1                 1
## 4415          1              0                1                 0
## 4416          1              0                1                 0
## 4417          1              1                0                 0
## 4418          0              1                1                 1
## 4419          1              1                1                 1
## 4420          1              0                1                 0
## 4421          0              1                1                 1
## 4422          0              1                1                 1
## 4423          0              1                1                 0
## 4424          1              0                1                 0
## 4425          1              0                0                 0
## 4426          1              0                1                 1
## 4427          0              0                1                 1
## 4428          0              0                1                 1
## 4429          1              1                1                 0
## 4431          0              1                1                 1
## 4432          0              1                1                 0
## 4433          1              0                1                 0
## 4434          0              0                1                 0
## 4435          1              0                1                 0
## 4436          1              0                1                 0
## 4437          1              0                1                 0
## 4438          1              0                1                 1
## 4439          1              0                1                 0
## 4440          0              0                1                 1
## 4441          1              0                1                 1
## 4442          1              0                1                 1
## 4443          1              0                1                 1
## 4446          0              0                1                 1
## 4447          1              0                1                 0
## 4448          1              0                1                 0
## 4449          0              0                1                 1
## 4450          0              1                1                 0
## 4452          1              0                1                 1
## 4453          0              0                1                 0
## 4454          1              0                1                 0
## 4455          1              0                1                 1
## 4456          1              0                1                 0
## 4457          1              0                1                 0
## 4458          1              0                0                 0
## 4459          1              0                1                 0
## 4461          1              0                1                 1
## 4464          0              0                1                 1
## 4465          0              1                1                 0
## 4466          0              0                1                 1
## 4469          1              0                1                 0
## 4470          0              1                1                 0
## 4471          1              0                1                 0
## 4472          1              0                1                 1
## 4473          0              0                1                 0
## 4475          1              0                1                 1
## 4476          0              0                1                 1
## 4478          0              0                1                 1
## 4479          1              0                1                 1
## 4480          0              1                1                 1
## 4483          0              0                1                 1
## 4484          1              0                1                 0
## 4485          0              1                1                 1
## 4486          1              1                1                 1
## 4489          0              1                1                 1
## 4490          0              0                1                 0
## 4492          1              1                1                 1
## 4493          0              1                1                 0
## 4494          1              0                1                 0
## 4495          1              0                1                 1
## 4496          1              0                1                 1
## 4498          0              0                1                 1
## 4500          1              0                1                 0
## 4501          0              1                1                 0
## 4502          1              0                1                 0
## 4503          1              0                1                 1
## 4504          1              1                1                 0
## 4506          0              1                1                 1
## 4507          1              0                1                 0
## 4508          1              0                1                 0
## 4510          0              0                1                 1
## 4511          1              0                1                 1
## 4512          0              0                1                 1
## 4513          0              1                1                 0
## 4514          0              0                0                 0
## 4515          0              0                1                 0
## 4516          0              0                1                 0
## 4517          0              0                1                 1
## 4518          1              0                1                 0
## 4521          1              0                1                 0
## 4523          0              0                1                 0
## 4525          1              0                1                 1
## 4526          0              0                1                 1
## 4527          1              0                1                 0
## 4528          0              1                1                 1
## 4531          1              0                1                 0
## 4532          0              1                1                 1
## 4533          1              0                1                 0
## 4534          1              0                1                 1
## 4535          0              0                1                 1
## 4536          0              1                1                 0
## 4538          1              0                1                 0
## 4539          0              1                1                 1
## 4540          0              1                1                 1
## 4541          1              0                1                 0
## 4542          1              1                1                 1
## 4543          0              1                1                 1
## 4544          0              1                1                 1
## 4545          1              0                1                 0
## 4546          0              0                1                 1
## 4547          1              0                1                 0
## 4548          0              1                1                 0
## 4549          1              0                1                 0
## 4550          1              0                0                 0
## 4552          1              0                1                 0
## 4553          0              1                1                 1
## 4554          0              1                1                 1
## 4555          0              1                1                 1
## 4556          1              0                1                 1
## 4560          1              0                1                 1
## 4561          1              0                1                 0
## 4562          1              0                1                 0
## 4563          1              0                1                 0
## 4564          0              0                1                 0
## 4565          0              0                1                 1
## 4566          0              1                1                 0
## 4569          0              1                1                 0
## 4570          0              0                1                 1
## 4571          1              0                1                 0
## 4572          1              0                1                 1
## 4573          0              0                1                 0
## 4574          1              0                1                 0
## 4575          0              1                1                 1
## 4576          0              0                1                 1
## 4577          1              0                1                 1
## 4578          1              0                1                 1
## 4579          0              1                1                 1
## 4580          0              0                1                 0
## 4581          0              0                1                 1
## 4582          0              1                1                 0
## 4585          0              1                1                 1
## 4586          1              0                1                 0
## 4587          0              1                1                 0
## 4588          0              1                1                 1
## 4589          1              0                1                 1
## 4590          1              0                1                 0
## 4591          1              0                1                 1
## 4592          0              1                1                 0
## 4593          0              1                1                 1
## 4594          1              0                1                 1
## 4595          1              0                1                 1
## 4596          0              0                0                 0
## 4598          0              0                1                 1
## 4599          0              1                1                 1
## 4600          1              1                1                 0
## 4601          1              0                1                 1
## 4602          0              1                1                 1
## 4603          0              0                1                 1
## 4604          0              0                1                 1
## 4605          1              1                0                 0
## 4606          1              0                1                 1
## 4607          0              1                1                 0
## 4609          0              0                1                 0
## 4610          1              0                1                 0
## 4611          1              0                1                 0
## 4612          0              0                1                 1
## 4613          0              0                1                 1
## 4614          1              0                1                 0
## 4615          1              0                1                 0
## 4616          0              0                1                 1
## 4617          1              0                1                 0
## 4618          1              0                1                 0
## 4619          1              0                1                 1
## 4620          1              0                1                 1
## 4622          1              0                1                 0
## 4623          1              0                1                 1
## 4625          0              1                1                 0
## 4626          0              1                1                 1
## 4627          1              0                1                 0
##      InternetService_FiberOptic InternetService_No OnlineSecurity_Yes
## 1                             0                  0                  0
## 2                             0                  0                  1
## 3                             0                  0                  1
## 4                             0                  0                  1
## 5                             1                  0                  0
## 8                             0                  0                  1
## 9                             1                  0                  0
## 10                            0                  0                  1
## 12                            0                  1                  0
## 13                            1                  0                  0
## 15                            1                  0                  1
## 18                            1                  0                  1
## 19                            0                  0                  0
## 20                            1                  0                  0
## 21                            0                  0                  0
## 22                            0                  1                  0
## 24                            0                  0                  0
## 26                            0                  0                  1
## 27                            1                  0                  0
## 29                            0                  0                  1
## 30                            0                  0                  0
## 31                            1                  0                  1
## 32                            1                  0                  0
## 33                            0                  0                  1
## 34                            0                  1                  0
## 35                            0                  0                  0
## 36                            1                  0                  1
## 38                            1                  0                  0
## 40                            1                  0                  0
## 42                            0                  0                  1
## 43                            0                  1                  0
## 44                            0                  0                  1
## 46                            1                  0                  0
## 48                            1                  0                  0
## 49                            0                  0                  1
## 50                            0                  0                  1
## 51                            1                  0                  0
## 53                            0                  0                  1
## 55                            0                  0                  1
## 56                            1                  0                  0
## 57                            1                  0                  1
## 59                            0                  1                  0
## 60                            1                  0                  0
## 61                            1                  0                  0
## 63                            0                  0                  1
## 65                            1                  0                  0
## 66                            0                  0                  0
## 67                            1                  0                  0
## 69                            0                  1                  0
## 70                            1                  0                  1
## 71                            0                  0                  0
## 72                            0                  1                  0
## 73                            1                  0                  1
## 75                            0                  0                  1
## 76                            1                  0                  1
## 77                            0                  0                  0
## 78                            0                  0                  1
## 79                            0                  0                  1
## 80                            0                  1                  0
## 82                            0                  0                  1
## 83                            1                  0                  0
## 84                            1                  0                  0
## 85                            0                  1                  0
## 86                            1                  0                  0
## 87                            0                  0                  1
## 88                            0                  1                  0
## 89                            0                  1                  0
## 91                            1                  0                  0
## 92                            1                  0                  0
## 93                            0                  0                  1
## 94                            1                  0                  1
## 95                            1                  0                  0
## 96                            1                  0                  1
## 97                            0                  0                  1
## 98                            0                  1                  0
## 99                            0                  1                  0
## 100                           1                  0                  0
## 102                           0                  1                  0
## 103                           1                  0                  0
## 104                           0                  0                  0
## 106                           0                  0                  0
## 108                           0                  0                  1
## 109                           1                  0                  0
## 110                           0                  1                  0
## 111                           1                  0                  1
## 112                           0                  0                  1
## 113                           1                  0                  0
## 114                           1                  0                  0
## 115                           0                  0                  0
## 117                           0                  0                  1
## 118                           1                  0                  1
## 119                           0                  1                  0
## 120                           1                  0                  0
## 121                           1                  0                  0
## 122                           0                  1                  0
## 123                           1                  0                  0
## 124                           0                  0                  1
## 126                           1                  0                  1
## 127                           1                  0                  0
## 128                           0                  1                  0
## 129                           0                  1                  0
## 130                           0                  0                  1
## 131                           1                  0                  0
## 132                           0                  0                  1
## 133                           0                  0                  0
## 134                           0                  0                  0
## 137                           1                  0                  1
## 138                           0                  1                  0
## 139                           0                  1                  0
## 141                           0                  0                  1
## 142                           0                  0                  1
## 144                           1                  0                  1
## 145                           0                  1                  0
## 146                           1                  0                  1
## 147                           0                  1                  0
## 148                           0                  0                  0
## 149                           0                  0                  0
## 150                           0                  0                  0
## 151                           0                  0                  0
## 152                           1                  0                  0
## 153                           1                  0                  1
## 154                           0                  0                  1
## 155                           0                  1                  0
## 156                           1                  0                  0
## 157                           1                  0                  0
## 158                           0                  1                  0
## 160                           0                  1                  0
## 162                           1                  0                  1
## 163                           1                  0                  0
## 164                           0                  0                  0
## 165                           0                  1                  0
## 166                           0                  1                  0
## 167                           1                  0                  0
## 168                           0                  0                  1
## 169                           0                  0                  0
## 170                           0                  1                  0
## 172                           1                  0                  0
## 173                           0                  0                  0
## 174                           1                  0                  0
## 175                           0                  1                  0
## 177                           1                  0                  0
## 178                           1                  0                  1
## 179                           1                  0                  0
## 181                           0                  0                  0
## 182                           0                  0                  0
## 183                           1                  0                  0
## 185                           1                  0                  0
## 186                           0                  0                  0
## 188                           0                  0                  0
## 189                           0                  1                  0
## 190                           0                  0                  0
## 191                           0                  0                  1
## 192                           1                  0                  0
## 193                           0                  1                  0
## 195                           0                  1                  0
## 196                           1                  0                  1
## 197                           0                  1                  0
## 199                           1                  0                  0
## 200                           0                  1                  0
## 201                           1                  0                  1
## 202                           1                  0                  0
## 203                           1                  0                  1
## 205                           1                  0                  0
## 207                           0                  0                  1
## 208                           1                  0                  0
## 209                           1                  0                  1
## 210                           1                  0                  0
## 211                           0                  0                  0
## 212                           0                  0                  0
## 213                           0                  1                  0
## 214                           0                  1                  0
## 215                           1                  0                  0
## 216                           0                  0                  1
## 217                           0                  0                  1
## 218                           0                  0                  1
## 219                           0                  0                  0
## 221                           1                  0                  0
## 222                           0                  1                  0
## 223                           0                  1                  0
## 224                           0                  0                  0
## 225                           0                  1                  0
## 226                           0                  0                  1
## 227                           0                  0                  1
## 228                           0                  0                  0
## 229                           1                  0                  0
## 230                           0                  0                  1
## 231                           1                  0                  1
## 232                           1                  0                  1
## 233                           1                  0                  1
## 234                           0                  1                  0
## 235                           0                  1                  0
## 236                           0                  0                  0
## 237                           0                  0                  0
## 238                           1                  0                  0
## 239                           1                  0                  0
## 240                           0                  1                  0
## 241                           0                  0                  0
## 242                           1                  0                  0
## 243                           0                  0                  1
## 244                           1                  0                  1
## 246                           1                  0                  1
## 247                           0                  0                  0
## 248                           1                  0                  0
## 249                           0                  0                  1
## 250                           1                  0                  1
## 252                           1                  0                  0
## 254                           0                  0                  0
## 256                           0                  0                  0
## 257                           1                  0                  1
## 258                           1                  0                  1
## 259                           0                  0                  0
## 260                           0                  0                  1
## 261                           0                  0                  0
## 262                           1                  0                  0
## 265                           1                  0                  1
## 266                           0                  0                  1
## 267                           0                  1                  0
## 268                           1                  0                  1
## 269                           0                  1                  0
## 271                           1                  0                  0
## 272                           0                  0                  1
## 273                           0                  0                  0
## 276                           1                  0                  0
## 277                           1                  0                  0
## 278                           0                  0                  1
## 279                           0                  0                  0
## 280                           0                  0                  0
## 281                           0                  0                  1
## 282                           0                  0                  0
## 283                           0                  1                  0
## 284                           0                  0                  1
## 285                           1                  0                  0
## 286                           1                  0                  0
## 287                           0                  0                  0
## 288                           1                  0                  0
## 289                           1                  0                  0
## 290                           0                  0                  0
## 291                           1                  0                  0
## 292                           0                  0                  1
## 293                           1                  0                  0
## 294                           1                  0                  0
## 295                           0                  1                  0
## 297                           1                  0                  0
## 298                           1                  0                  0
## 299                           0                  0                  0
## 300                           1                  0                  1
## 302                           1                  0                  0
## 303                           1                  0                  0
## 304                           0                  0                  0
## 305                           1                  0                  0
## 306                           0                  1                  0
## 307                           1                  0                  0
## 308                           0                  0                  0
## 310                           0                  0                  1
## 311                           0                  1                  0
## 312                           1                  0                  1
## 313                           1                  0                  1
## 315                           1                  0                  0
## 317                           0                  1                  0
## 318                           0                  0                  1
## 319                           1                  0                  0
## 320                           1                  0                  0
## 321                           0                  0                  1
## 322                           0                  0                  0
## 323                           0                  0                  0
## 324                           0                  0                  1
## 325                           0                  0                  1
## 326                           1                  0                  0
## 327                           1                  0                  0
## 329                           0                  0                  0
## 332                           0                  1                  0
## 333                           1                  0                  0
## 334                           1                  0                  0
## 335                           1                  0                  0
## 336                           0                  0                  0
## 337                           1                  0                  0
## 338                           0                  0                  1
## 339                           1                  0                  0
## 340                           1                  0                  0
## 341                           0                  0                  0
## 342                           0                  0                  1
## 343                           0                  0                  1
## 344                           0                  1                  0
## 346                           1                  0                  0
## 347                           1                  0                  0
## 348                           0                  1                  0
## 349                           0                  0                  0
## 350                           1                  0                  1
## 352                           0                  0                  0
## 353                           1                  0                  0
## 354                           1                  0                  0
## 356                           1                  0                  0
## 357                           0                  0                  1
## 358                           1                  0                  0
## 360                           1                  0                  1
## 361                           0                  1                  0
## 362                           1                  0                  0
## 363                           0                  0                  0
## 365                           1                  0                  0
## 367                           0                  0                  1
## 368                           0                  1                  0
## 369                           1                  0                  0
## 370                           1                  0                  1
## 371                           0                  1                  0
## 373                           0                  0                  1
## 374                           1                  0                  0
## 375                           1                  0                  0
## 376                           0                  0                  0
## 377                           0                  0                  0
## 378                           1                  0                  0
## 379                           0                  0                  1
## 380                           1                  0                  0
## 381                           1                  0                  0
## 382                           0                  0                  0
## 383                           0                  0                  1
## 384                           1                  0                  0
## 385                           1                  0                  0
## 387                           1                  0                  0
## 388                           0                  0                  1
## 391                           1                  0                  0
## 392                           0                  0                  0
## 393                           0                  0                  0
## 395                           1                  0                  0
## 396                           0                  0                  1
## 397                           1                  0                  1
## 399                           0                  0                  0
## 400                           0                  1                  0
## 401                           0                  1                  0
## 402                           0                  1                  0
## 403                           1                  0                  0
## 405                           0                  1                  0
## 407                           1                  0                  1
## 408                           1                  0                  0
## 409                           0                  1                  0
## 411                           1                  0                  0
## 412                           0                  1                  0
## 413                           1                  0                  0
## 415                           1                  0                  0
## 416                           1                  0                  0
## 417                           1                  0                  0
## 418                           0                  1                  0
## 419                           1                  0                  0
## 421                           0                  1                  0
## 423                           1                  0                  0
## 426                           0                  0                  0
## 427                           1                  0                  0
## 428                           1                  0                  0
## 429                           1                  0                  0
## 430                           0                  0                  1
## 431                           0                  1                  0
## 432                           0                  0                  1
## 433                           0                  0                  1
## 434                           0                  0                  0
## 435                           0                  1                  0
## 436                           0                  0                  0
## 437                           0                  1                  0
## 438                           1                  0                  1
## 439                           1                  0                  0
## 441                           1                  0                  1
## 442                           1                  0                  1
## 443                           1                  0                  1
## 445                           1                  0                  0
## 447                           1                  0                  0
## 448                           0                  1                  0
## 449                           1                  0                  0
## 450                           1                  0                  1
## 451                           0                  1                  0
## 452                           0                  0                  1
## 453                           0                  0                  0
## 454                           1                  0                  0
## 455                           0                  1                  0
## 456                           1                  0                  0
## 458                           0                  0                  0
## 459                           0                  1                  0
## 460                           1                  0                  0
## 461                           0                  1                  0
## 462                           0                  0                  0
## 464                           1                  0                  0
## 466                           0                  0                  0
## 467                           1                  0                  0
## 469                           0                  1                  0
## 470                           0                  0                  0
## 471                           0                  1                  0
## 473                           0                  0                  0
## 474                           0                  0                  1
## 476                           1                  0                  0
## 477                           0                  0                  0
## 479                           1                  0                  0
## 481                           0                  1                  0
## 482                           0                  0                  1
## 483                           1                  0                  0
## 484                           1                  0                  0
## 485                           1                  0                  0
## 486                           1                  0                  0
## 487                           1                  0                  0
## 488                           0                  0                  0
## 489                           1                  0                  0
## 490                           1                  0                  0
## 491                           0                  0                  0
## 492                           1                  0                  1
## 493                           0                  0                  0
## 494                           0                  1                  0
## 495                           0                  0                  0
## 496                           0                  0                  1
## 497                           0                  1                  0
## 498                           0                  0                  0
## 499                           1                  0                  1
## 500                           1                  0                  1
## 501                           1                  0                  1
## 502                           0                  0                  1
## 504                           0                  0                  1
## 505                           1                  0                  0
## 506                           1                  0                  0
## 507                           1                  0                  0
## 509                           0                  1                  0
## 510                           1                  0                  1
## 511                           1                  0                  1
## 513                           1                  0                  0
## 514                           1                  0                  1
## 516                           0                  0                  1
## 517                           1                  0                  0
## 518                           1                  0                  1
## 519                           0                  1                  0
## 520                           1                  0                  0
## 521                           0                  0                  0
## 522                           1                  0                  0
## 524                           1                  0                  0
## 525                           1                  0                  1
## 526                           1                  0                  1
## 527                           1                  0                  0
## 528                           0                  1                  0
## 529                           1                  0                  0
## 530                           0                  1                  0
## 531                           0                  1                  0
## 532                           1                  0                  0
## 533                           1                  0                  0
## 534                           1                  0                  0
## 535                           1                  0                  0
## 536                           1                  0                  0
## 537                           0                  0                  1
## 538                           1                  0                  0
## 539                           0                  0                  0
## 540                           1                  0                  1
## 541                           0                  0                  0
## 542                           0                  1                  0
## 543                           1                  0                  0
## 544                           0                  0                  1
## 545                           1                  0                  0
## 546                           1                  0                  0
## 547                           1                  0                  0
## 548                           1                  0                  1
## 549                           0                  1                  0
## 552                           0                  1                  0
## 553                           0                  1                  0
## 554                           1                  0                  0
## 555                           0                  0                  1
## 556                           0                  1                  0
## 557                           0                  0                  1
## 558                           1                  0                  0
## 559                           0                  0                  0
## 560                           1                  0                  0
## 561                           0                  1                  0
## 562                           0                  0                  1
## 563                           1                  0                  0
## 564                           0                  0                  0
## 568                           1                  0                  0
## 569                           0                  0                  0
## 570                           0                  1                  0
## 571                           0                  0                  0
## 573                           1                  0                  0
## 574                           1                  0                  0
## 575                           0                  0                  1
## 576                           1                  0                  1
## 577                           1                  0                  0
## 578                           1                  0                  1
## 579                           0                  1                  0
## 580                           0                  1                  0
## 581                           1                  0                  1
## 582                           1                  0                  0
## 584                           0                  1                  0
## 586                           0                  0                  1
## 587                           0                  1                  0
## 589                           0                  0                  1
## 590                           1                  0                  1
## 591                           0                  1                  0
## 592                           0                  0                  1
## 594                           0                  0                  0
## 595                           0                  0                  1
## 596                           0                  0                  1
## 597                           0                  0                  0
## 598                           1                  0                  0
## 599                           0                  1                  0
## 600                           1                  0                  0
## 601                           0                  1                  0
## 602                           1                  0                  0
## 603                           1                  0                  0
## 604                           1                  0                  1
## 605                           0                  0                  1
## 607                           0                  0                  0
## 608                           1                  0                  1
## 609                           1                  0                  1
## 611                           0                  0                  1
## 612                           0                  1                  0
## 613                           1                  0                  1
## 615                           0                  0                  0
## 616                           0                  0                  0
## 617                           1                  0                  0
## 618                           1                  0                  1
## 619                           1                  0                  0
## 620                           0                  0                  0
## 621                           1                  0                  1
## 622                           1                  0                  0
## 623                           0                  1                  0
## 624                           0                  1                  0
## 625                           1                  0                  0
## 627                           1                  0                  0
## 630                           1                  0                  0
## 631                           0                  0                  1
## 634                           0                  0                  1
## 635                           1                  0                  0
## 638                           1                  0                  1
## 639                           1                  0                  0
## 640                           0                  1                  0
## 641                           0                  0                  0
## 642                           1                  0                  0
## 643                           1                  0                  0
## 645                           1                  0                  0
## 648                           1                  0                  0
## 649                           1                  0                  0
## 650                           1                  0                  0
## 651                           1                  0                  0
## 652                           0                  1                  0
## 653                           0                  1                  0
## 654                           0                  1                  0
## 655                           1                  0                  0
## 656                           0                  0                  1
## 657                           0                  0                  1
## 659                           0                  1                  0
## 660                           0                  0                  0
## 661                           0                  0                  0
## 662                           0                  1                  0
## 664                           0                  1                  0
## 665                           1                  0                  0
## 666                           1                  0                  0
## 667                           0                  0                  0
## 668                           0                  0                  0
## 669                           0                  0                  0
## 670                           0                  1                  0
## 672                           1                  0                  0
## 673                           0                  1                  0
## 674                           0                  0                  0
## 675                           1                  0                  1
## 676                           0                  1                  0
## 677                           0                  0                  0
## 678                           1                  0                  0
## 679                           1                  0                  0
## 680                           1                  0                  0
## 681                           0                  0                  0
## 683                           1                  0                  0
## 684                           1                  0                  0
## 685                           0                  0                  0
## 687                           0                  0                  1
## 688                           0                  0                  0
## 689                           1                  0                  0
## 691                           0                  0                  1
## 692                           0                  1                  0
## 693                           1                  0                  0
## 695                           0                  1                  0
## 696                           0                  0                  0
## 697                           0                  0                  0
## 698                           1                  0                  0
## 699                           0                  0                  1
## 700                           0                  0                  0
## 702                           1                  0                  0
## 703                           0                  1                  0
## 704                           0                  0                  0
## 705                           1                  0                  1
## 707                           1                  0                  0
## 708                           1                  0                  0
## 709                           0                  0                  0
## 711                           1                  0                  0
## 712                           0                  1                  0
## 713                           1                  0                  1
## 714                           0                  1                  0
## 715                           1                  0                  1
## 716                           0                  0                  0
## 717                           1                  0                  0
## 718                           0                  0                  0
## 719                           1                  0                  0
## 720                           0                  1                  0
## 721                           0                  1                  0
## 723                           0                  0                  0
## 724                           1                  0                  0
## 725                           0                  1                  0
## 727                           1                  0                  0
## 728                           1                  0                  1
## 730                           1                  0                  0
## 731                           0                  1                  0
## 733                           1                  0                  1
## 734                           1                  0                  0
## 735                           0                  0                  0
## 736                           1                  0                  0
## 737                           1                  0                  1
## 738                           1                  0                  0
## 739                           0                  0                  1
## 740                           0                  0                  1
## 742                           1                  0                  1
## 743                           0                  1                  0
## 745                           1                  0                  0
## 746                           1                  0                  1
## 747                           1                  0                  0
## 748                           0                  1                  0
## 749                           1                  0                  0
## 750                           0                  0                  1
## 751                           0                  0                  1
## 752                           0                  0                  1
## 753                           1                  0                  1
## 755                           0                  1                  0
## 757                           1                  0                  0
## 758                           1                  0                  1
## 759                           0                  1                  0
## 761                           1                  0                  0
## 762                           0                  0                  1
## 763                           0                  1                  0
## 766                           0                  1                  0
## 767                           1                  0                  0
## 768                           0                  0                  1
## 769                           0                  1                  0
## 770                           1                  0                  0
## 771                           0                  1                  0
## 772                           1                  0                  1
## 774                           1                  0                  1
## 775                           0                  0                  0
## 776                           1                  0                  0
## 777                           1                  0                  1
## 779                           0                  0                  0
## 780                           0                  0                  0
## 781                           0                  0                  1
## 782                           0                  0                  0
## 783                           0                  0                  1
## 784                           1                  0                  1
## 785                           0                  0                  1
## 786                           0                  0                  1
## 788                           0                  0                  1
## 789                           0                  0                  1
## 791                           0                  1                  0
## 792                           0                  0                  1
## 793                           0                  0                  0
## 794                           0                  0                  0
## 795                           1                  0                  0
## 796                           0                  1                  0
## 797                           0                  1                  0
## 798                           1                  0                  0
## 799                           1                  0                  0
## 800                           1                  0                  0
## 801                           0                  1                  0
## 803                           1                  0                  0
## 804                           0                  0                  0
## 805                           0                  0                  0
## 806                           1                  0                  1
## 807                           1                  0                  0
## 808                           1                  0                  0
## 809                           1                  0                  0
## 810                           1                  0                  1
## 811                           0                  1                  0
## 812                           0                  0                  1
## 813                           0                  1                  0
## 815                           1                  0                  0
## 816                           1                  0                  0
## 817                           1                  0                  0
## 818                           1                  0                  1
## 819                           1                  0                  0
## 820                           0                  0                  1
## 821                           1                  0                  0
## 822                           0                  0                  0
## 823                           0                  1                  0
## 824                           1                  0                  0
## 826                           0                  1                  0
## 827                           1                  0                  0
## 828                           0                  0                  0
## 830                           0                  1                  0
## 831                           0                  0                  1
## 832                           1                  0                  0
## 833                           1                  0                  0
## 834                           1                  0                  1
## 835                           0                  0                  1
## 837                           0                  0                  1
## 838                           0                  1                  0
## 839                           1                  0                  0
## 840                           1                  0                  1
## 844                           0                  1                  0
## 845                           0                  0                  1
## 848                           0                  0                  1
## 849                           1                  0                  1
## 850                           0                  0                  1
## 852                           0                  0                  1
## 853                           0                  1                  0
## 854                           1                  0                  0
## 855                           0                  0                  1
## 856                           0                  0                  0
## 857                           1                  0                  1
## 859                           0                  1                  0
## 862                           1                  0                  0
## 863                           1                  0                  0
## 864                           1                  0                  0
## 865                           0                  0                  0
## 866                           0                  1                  0
## 867                           1                  0                  0
## 868                           0                  1                  0
## 869                           1                  0                  1
## 870                           1                  0                  0
## 872                           0                  0                  0
## 874                           0                  0                  0
## 875                           1                  0                  1
## 876                           0                  0                  1
## 877                           0                  0                  1
## 878                           0                  0                  0
## 879                           1                  0                  1
## 880                           0                  1                  0
## 881                           1                  0                  0
## 882                           1                  0                  1
## 884                           0                  1                  0
## 885                           1                  0                  0
## 886                           1                  0                  1
## 888                           1                  0                  1
## 889                           1                  0                  1
## 890                           1                  0                  0
## 891                           1                  0                  0
## 892                           0                  0                  0
## 893                           1                  0                  0
## 894                           1                  0                  1
## 895                           1                  0                  1
## 897                           1                  0                  1
## 898                           1                  0                  1
## 900                           1                  0                  0
## 901                           1                  0                  1
## 902                           1                  0                  1
## 903                           0                  0                  1
## 904                           1                  0                  0
## 906                           0                  0                  0
## 907                           0                  1                  0
## 908                           1                  0                  0
## 909                           1                  0                  0
## 910                           1                  0                  0
## 911                           1                  0                  1
## 913                           0                  1                  0
## 914                           1                  0                  0
## 915                           1                  0                  1
## 916                           0                  0                  1
## 917                           1                  0                  0
## 918                           1                  0                  0
## 919                           0                  1                  0
## 920                           0                  1                  0
## 921                           1                  0                  0
## 922                           0                  0                  1
## 923                           1                  0                  1
## 924                           0                  0                  1
## 927                           1                  0                  0
## 928                           1                  0                  0
## 929                           1                  0                  0
## 930                           1                  0                  0
## 931                           0                  1                  0
## 932                           1                  0                  0
## 933                           0                  0                  1
## 934                           1                  0                  0
## 935                           1                  0                  1
## 936                           1                  0                  0
## 937                           0                  1                  0
## 938                           0                  1                  0
## 939                           0                  0                  0
## 941                           0                  0                  1
## 942                           1                  0                  1
## 943                           1                  0                  0
## 944                           0                  1                  0
## 945                           1                  0                  0
## 946                           1                  0                  0
## 949                           1                  0                  0
## 950                           0                  0                  1
## 952                           1                  0                  0
## 953                           0                  0                  0
## 954                           0                  1                  0
## 955                           0                  0                  1
## 956                           0                  0                  1
## 959                           0                  1                  0
## 960                           0                  0                  1
## 961                           0                  0                  1
## 963                           1                  0                  1
## 964                           0                  1                  0
## 965                           0                  1                  0
## 968                           1                  0                  0
## 969                           1                  0                  1
## 970                           0                  0                  0
## 971                           0                  0                  0
## 972                           0                  0                  0
## 974                           1                  0                  0
## 975                           1                  0                  0
## 976                           1                  0                  0
## 977                           0                  0                  1
## 978                           0                  1                  0
## 979                           0                  1                  0
## 980                           0                  0                  1
## 982                           0                  1                  0
## 983                           1                  0                  0
## 984                           0                  0                  0
## 986                           0                  1                  0
## 987                           0                  1                  0
## 988                           1                  0                  1
## 989                           0                  1                  0
## 990                           0                  1                  0
## 991                           0                  1                  0
## 992                           0                  1                  0
## 993                           1                  0                  0
## 994                           1                  0                  0
## 995                           1                  0                  0
## 996                           0                  1                  0
## 997                           0                  0                  0
## 1001                          0                  1                  0
## 1002                          0                  1                  0
## 1003                          1                  0                  0
## 1004                          1                  0                  0
## 1005                          1                  0                  0
## 1006                          1                  0                  1
## 1007                          0                  1                  0
## 1008                          0                  0                  1
## 1010                          1                  0                  0
## 1011                          0                  0                  0
## 1012                          0                  0                  0
## 1013                          0                  0                  0
## 1014                          0                  0                  1
## 1015                          0                  1                  0
## 1016                          0                  0                  0
## 1017                          0                  1                  0
## 1018                          0                  0                  1
## 1019                          0                  0                  1
## 1020                          1                  0                  0
## 1023                          1                  0                  1
## 1024                          1                  0                  0
## 1025                          1                  0                  1
## 1026                          1                  0                  0
## 1027                          1                  0                  1
## 1028                          1                  0                  0
## 1029                          0                  0                  0
## 1031                          0                  1                  0
## 1033                          0                  1                  0
## 1034                          1                  0                  1
## 1035                          0                  0                  0
## 1037                          1                  0                  1
## 1038                          1                  0                  0
## 1040                          1                  0                  0
## 1042                          0                  0                  1
## 1043                          1                  0                  0
## 1045                          0                  0                  0
## 1046                          0                  1                  0
## 1047                          0                  1                  0
## 1048                          0                  0                  0
## 1049                          0                  0                  0
## 1051                          0                  0                  0
## 1053                          0                  1                  0
## 1054                          1                  0                  0
## 1055                          1                  0                  1
## 1057                          1                  0                  0
## 1059                          1                  0                  1
## 1060                          0                  0                  0
## 1061                          0                  0                  1
## 1062                          0                  0                  1
## 1066                          1                  0                  0
## 1067                          0                  0                  1
## 1069                          0                  0                  0
## 1070                          0                  0                  0
## 1072                          0                  1                  0
## 1073                          1                  0                  0
## 1074                          0                  1                  0
## 1075                          1                  0                  1
## 1076                          1                  0                  0
## 1077                          1                  0                  0
## 1078                          0                  1                  0
## 1079                          1                  0                  0
## 1080                          1                  0                  0
## 1081                          0                  1                  0
## 1082                          1                  0                  0
## 1083                          1                  0                  0
## 1084                          1                  0                  1
## 1085                          1                  0                  0
## 1086                          1                  0                  0
## 1087                          1                  0                  1
## 1088                          0                  0                  0
## 1089                          0                  0                  1
## 1090                          1                  0                  1
## 1092                          1                  0                  0
## 1093                          0                  0                  1
## 1094                          1                  0                  0
## 1095                          1                  0                  1
## 1097                          0                  1                  0
## 1099                          0                  0                  0
## 1100                          1                  0                  0
## 1101                          0                  1                  0
## 1102                          1                  0                  0
## 1103                          1                  0                  0
## 1104                          0                  1                  0
## 1105                          0                  1                  0
## 1106                          0                  0                  0
## 1107                          0                  0                  1
## 1108                          1                  0                  1
## 1109                          0                  0                  1
## 1110                          1                  0                  0
## 1111                          1                  0                  0
## 1112                          0                  0                  0
## 1113                          0                  1                  0
## 1115                          1                  0                  1
## 1116                          0                  0                  1
## 1117                          1                  0                  0
## 1118                          0                  0                  1
## 1119                          0                  0                  0
## 1121                          0                  0                  0
## 1122                          1                  0                  0
## 1123                          1                  0                  0
## 1124                          0                  0                  1
## 1125                          0                  1                  0
## 1126                          1                  0                  0
## 1127                          0                  1                  0
## 1128                          0                  0                  1
## 1130                          0                  1                  0
## 1131                          1                  0                  1
## 1132                          1                  0                  1
## 1133                          0                  1                  0
## 1134                          0                  1                  0
## 1135                          0                  0                  1
## 1136                          0                  1                  0
## 1138                          0                  1                  0
## 1139                          1                  0                  0
## 1140                          0                  0                  0
## 1141                          0                  0                  0
## 1142                          1                  0                  1
## 1143                          0                  0                  1
## 1146                          1                  0                  0
## 1147                          0                  0                  0
## 1148                          0                  1                  0
## 1149                          0                  0                  0
## 1151                          0                  1                  0
## 1152                          0                  0                  0
## 1153                          0                  1                  0
## 1154                          1                  0                  0
## 1155                          1                  0                  1
## 1157                          1                  0                  1
## 1158                          0                  0                  0
## 1159                          0                  0                  1
## 1160                          1                  0                  0
## 1161                          0                  0                  1
## 1162                          0                  1                  0
## 1163                          0                  0                  1
## 1164                          0                  0                  0
## 1165                          0                  1                  0
## 1167                          1                  0                  1
## 1168                          1                  0                  0
## 1169                          1                  0                  0
## 1170                          0                  1                  0
## 1172                          1                  0                  1
## 1174                          0                  0                  1
## 1175                          1                  0                  0
## 1176                          1                  0                  0
## 1177                          0                  0                  0
## 1178                          0                  0                  0
## 1180                          1                  0                  0
## 1181                          1                  0                  1
## 1182                          0                  0                  0
## 1183                          0                  0                  1
## 1184                          1                  0                  0
## 1185                          1                  0                  0
## 1187                          1                  0                  1
## 1188                          0                  0                  1
## 1189                          1                  0                  0
## 1190                          0                  0                  0
## 1191                          0                  0                  0
## 1192                          0                  0                  0
## 1193                          0                  0                  1
## 1194                          0                  1                  0
## 1196                          1                  0                  1
## 1197                          1                  0                  0
## 1198                          0                  0                  0
## 1199                          1                  0                  0
## 1200                          0                  1                  0
## 1201                          0                  0                  0
## 1205                          1                  0                  0
## 1206                          1                  0                  1
## 1207                          1                  0                  0
## 1208                          0                  0                  0
## 1211                          1                  0                  0
## 1212                          1                  0                  0
## 1213                          0                  1                  0
## 1214                          0                  1                  0
## 1215                          1                  0                  0
## 1217                          0                  0                  1
## 1220                          1                  0                  0
## 1221                          0                  0                  0
## 1222                          0                  0                  0
## 1223                          0                  1                  0
## 1224                          1                  0                  1
## 1229                          1                  0                  0
## 1230                          0                  1                  0
## 1231                          1                  0                  1
## 1232                          1                  0                  0
## 1233                          1                  0                  0
## 1235                          1                  0                  0
## 1236                          0                  0                  0
## 1237                          0                  1                  0
## 1238                          0                  0                  1
## 1239                          0                  0                  1
## 1240                          0                  0                  0
## 1242                          1                  0                  0
## 1243                          1                  0                  1
## 1244                          1                  0                  0
## 1245                          1                  0                  0
## 1246                          0                  0                  0
## 1248                          1                  0                  0
## 1250                          1                  0                  0
## 1251                          1                  0                  0
## 1252                          0                  0                  0
## 1253                          0                  0                  1
## 1255                          0                  1                  0
## 1256                          1                  0                  0
## 1257                          0                  0                  0
## 1258                          1                  0                  1
## 1259                          0                  0                  0
## 1260                          1                  0                  0
## 1261                          1                  0                  0
## 1262                          1                  0                  1
## 1263                          1                  0                  1
## 1264                          0                  0                  0
## 1265                          1                  0                  1
## 1266                          1                  0                  1
## 1267                          0                  1                  0
## 1268                          0                  0                  1
## 1269                          0                  1                  0
## 1270                          1                  0                  1
## 1273                          1                  0                  1
## 1274                          0                  1                  0
## 1275                          0                  0                  1
## 1276                          0                  1                  0
## 1277                          1                  0                  1
## 1279                          0                  0                  0
## 1280                          1                  0                  1
## 1281                          0                  1                  0
## 1283                          0                  0                  0
## 1284                          1                  0                  0
## 1285                          0                  1                  0
## 1286                          0                  0                  1
## 1287                          0                  0                  1
## 1288                          1                  0                  1
## 1289                          0                  0                  0
## 1290                          1                  0                  0
## 1291                          0                  0                  0
## 1292                          0                  0                  1
## 1294                          1                  0                  0
## 1296                          0                  0                  0
## 1297                          1                  0                  0
## 1298                          0                  0                  1
## 1299                          0                  0                  1
## 1300                          0                  1                  0
## 1301                          1                  0                  0
## 1302                          0                  0                  0
## 1304                          0                  0                  1
## 1306                          1                  0                  0
## 1307                          1                  0                  0
## 1308                          0                  0                  0
## 1309                          0                  0                  1
## 1310                          1                  0                  0
## 1311                          1                  0                  0
## 1312                          0                  1                  0
## 1313                          0                  1                  0
## 1314                          0                  1                  0
## 1315                          0                  0                  1
## 1317                          1                  0                  1
## 1318                          0                  0                  1
## 1319                          0                  1                  0
## 1320                          0                  1                  0
## 1321                          0                  1                  0
## 1322                          1                  0                  0
## 1323                          0                  0                  1
## 1324                          1                  0                  0
## 1325                          0                  0                  0
## 1326                          0                  1                  0
## 1327                          0                  0                  1
## 1328                          0                  0                  0
## 1329                          0                  1                  0
## 1330                          0                  0                  1
## 1331                          0                  0                  0
## 1332                          0                  0                  0
## 1334                          0                  1                  0
## 1335                          0                  1                  0
## 1337                          0                  0                  0
## 1338                          0                  1                  0
## 1339                          0                  0                  1
## 1340                          0                  1                  0
## 1342                          1                  0                  0
## 1343                          0                  1                  0
## 1344                          1                  0                  0
## 1345                          0                  0                  0
## 1346                          0                  0                  1
## 1347                          0                  1                  0
## 1348                          0                  0                  1
## 1349                          0                  1                  0
## 1350                          1                  0                  0
## 1353                          1                  0                  1
## 1354                          1                  0                  0
## 1355                          1                  0                  0
## 1358                          1                  0                  0
## 1359                          0                  0                  1
## 1360                          0                  0                  1
## 1362                          1                  0                  0
## 1363                          1                  0                  0
## 1364                          1                  0                  1
## 1365                          0                  0                  1
## 1366                          0                  1                  0
## 1367                          1                  0                  0
## 1369                          0                  1                  0
## 1370                          0                  0                  1
## 1371                          0                  1                  0
## 1372                          0                  0                  0
## 1373                          0                  0                  1
## 1374                          0                  0                  0
## 1375                          0                  0                  1
## 1376                          1                  0                  0
## 1378                          0                  1                  0
## 1380                          1                  0                  0
## 1381                          1                  0                  1
## 1384                          0                  0                  0
## 1385                          1                  0                  0
## 1386                          0                  0                  1
## 1387                          1                  0                  0
## 1388                          0                  1                  0
## 1389                          0                  1                  0
## 1390                          1                  0                  0
## 1392                          1                  0                  0
## 1393                          1                  0                  0
## 1394                          1                  0                  1
## 1395                          0                  1                  0
## 1396                          0                  1                  0
## 1397                          1                  0                  0
## 1401                          1                  0                  0
## 1402                          0                  1                  0
## 1403                          0                  0                  1
## 1404                          1                  0                  1
## 1406                          1                  0                  0
## 1407                          1                  0                  0
## 1408                          1                  0                  0
## 1409                          1                  0                  1
## 1410                          1                  0                  0
## 1411                          1                  0                  1
## 1412                          0                  0                  0
## 1413                          0                  0                  0
## 1414                          1                  0                  0
## 1416                          1                  0                  0
## 1417                          1                  0                  0
## 1418                          1                  0                  1
## 1419                          1                  0                  0
## 1420                          0                  1                  0
## 1421                          0                  0                  0
## 1422                          1                  0                  1
## 1423                          1                  0                  0
## 1424                          0                  0                  0
## 1425                          0                  1                  0
## 1426                          0                  1                  0
## 1427                          0                  0                  0
## 1428                          0                  1                  0
## 1429                          0                  0                  1
## 1430                          1                  0                  0
## 1431                          1                  0                  1
## 1432                          1                  0                  0
## 1434                          0                  0                  0
## 1435                          1                  0                  0
## 1436                          0                  1                  0
## 1437                          1                  0                  0
## 1438                          1                  0                  1
## 1439                          0                  0                  0
## 1440                          1                  0                  1
## 1442                          0                  0                  0
## 1443                          1                  0                  0
## 1444                          0                  1                  0
## 1445                          0                  1                  0
## 1446                          0                  1                  0
## 1447                          0                  0                  1
## 1448                          0                  0                  1
## 1449                          1                  0                  0
## 1450                          0                  1                  0
## 1451                          1                  0                  1
## 1452                          1                  0                  0
## 1454                          0                  1                  0
## 1455                          1                  0                  0
## 1456                          1                  0                  0
## 1457                          1                  0                  1
## 1459                          1                  0                  0
## 1460                          0                  0                  1
## 1461                          1                  0                  0
## 1462                          0                  0                  1
## 1463                          0                  0                  0
## 1464                          1                  0                  1
## 1465                          1                  0                  0
## 1466                          0                  1                  0
## 1468                          1                  0                  0
## 1469                          1                  0                  0
## 1470                          1                  0                  0
## 1471                          1                  0                  0
## 1473                          1                  0                  1
## 1474                          1                  0                  0
## 1475                          0                  0                  0
## 1477                          0                  0                  1
## 1479                          0                  0                  1
## 1480                          1                  0                  0
## 1481                          1                  0                  0
## 1482                          0                  0                  0
## 1484                          0                  0                  1
## 1485                          0                  0                  1
## 1486                          0                  0                  0
## 1488                          1                  0                  0
## 1489                          1                  0                  1
## 1490                          0                  1                  0
## 1491                          1                  0                  1
## 1493                          1                  0                  1
## 1494                          1                  0                  0
## 1495                          1                  0                  0
## 1496                          0                  0                  0
## 1497                          0                  1                  0
## 1498                          0                  0                  1
## 1499                          1                  0                  0
## 1500                          1                  0                  0
## 1501                          1                  0                  0
## 1502                          0                  0                  1
## 1503                          0                  1                  0
## 1504                          1                  0                  0
## 1505                          1                  0                  0
## 1506                          0                  0                  1
## 1507                          0                  1                  0
## 1508                          1                  0                  0
## 1509                          0                  0                  0
## 1511                          0                  0                  0
## 1513                          1                  0                  1
## 1514                          0                  1                  0
## 1515                          0                  0                  1
## 1516                          0                  1                  0
## 1517                          0                  0                  1
## 1519                          0                  0                  0
## 1520                          1                  0                  0
## 1521                          0                  1                  0
## 1522                          1                  0                  0
## 1524                          0                  0                  0
## 1525                          0                  1                  0
## 1526                          1                  0                  0
## 1527                          0                  1                  0
## 1528                          0                  1                  0
## 1529                          1                  0                  0
## 1530                          0                  1                  0
## 1532                          0                  0                  1
## 1533                          0                  0                  0
## 1534                          1                  0                  0
## 1535                          0                  0                  1
## 1536                          1                  0                  0
## 1538                          0                  1                  0
## 1539                          1                  0                  0
## 1540                          0                  0                  0
## 1541                          1                  0                  0
## 1543                          1                  0                  0
## 1544                          1                  0                  0
## 1545                          0                  0                  0
## 1546                          1                  0                  0
## 1547                          0                  1                  0
## 1548                          0                  0                  0
## 1549                          1                  0                  0
## 1551                          1                  0                  1
## 1553                          0                  0                  1
## 1555                          0                  1                  0
## 1557                          1                  0                  0
## 1559                          1                  0                  0
## 1560                          1                  0                  0
## 1561                          1                  0                  0
## 1562                          0                  0                  0
## 1563                          0                  0                  0
## 1564                          1                  0                  0
## 1565                          0                  0                  0
## 1567                          0                  1                  0
## 1568                          0                  0                  0
## 1569                          1                  0                  1
## 1571                          1                  0                  0
## 1572                          0                  0                  0
## 1573                          1                  0                  0
## 1574                          0                  0                  0
## 1575                          1                  0                  0
## 1576                          0                  0                  0
## 1577                          0                  0                  0
## 1578                          0                  0                  1
## 1579                          0                  0                  0
## 1581                          0                  0                  1
## 1582                          1                  0                  1
## 1583                          0                  1                  0
## 1584                          1                  0                  0
## 1585                          0                  0                  0
## 1586                          0                  1                  0
## 1587                          0                  1                  0
## 1588                          1                  0                  0
## 1589                          0                  1                  0
## 1590                          0                  1                  0
## 1591                          1                  0                  0
## 1592                          1                  0                  0
## 1593                          1                  0                  1
## 1594                          0                  1                  0
## 1595                          0                  0                  0
## 1596                          1                  0                  0
## 1597                          1                  0                  0
## 1598                          1                  0                  0
## 1599                          0                  0                  1
## 1600                          1                  0                  0
## 1602                          1                  0                  1
## 1603                          1                  0                  0
## 1606                          0                  0                  1
## 1607                          0                  0                  1
## 1608                          1                  0                  0
## 1611                          0                  1                  0
## 1614                          1                  0                  0
## 1615                          0                  0                  1
## 1617                          1                  0                  0
## 1618                          0                  0                  1
## 1619                          1                  0                  0
## 1620                          1                  0                  0
## 1621                          1                  0                  0
## 1622                          0                  0                  1
## 1623                          1                  0                  0
## 1624                          1                  0                  0
## 1625                          0                  0                  1
## 1626                          1                  0                  0
## 1628                          1                  0                  0
## 1630                          0                  0                  1
## 1632                          0                  1                  0
## 1633                          0                  0                  0
## 1634                          1                  0                  0
## 1635                          0                  0                  0
## 1638                          0                  1                  0
## 1639                          1                  0                  0
## 1640                          1                  0                  1
## 1641                          1                  0                  0
## 1643                          1                  0                  0
## 1644                          1                  0                  1
## 1645                          0                  0                  0
## 1646                          1                  0                  0
## 1647                          1                  0                  0
## 1648                          0                  0                  1
## 1649                          0                  1                  0
## 1650                          0                  1                  0
## 1651                          0                  0                  0
## 1652                          1                  0                  1
## 1653                          0                  1                  0
## 1654                          1                  0                  1
## 1655                          0                  0                  0
## 1658                          1                  0                  0
## 1659                          1                  0                  0
## 1662                          0                  1                  0
## 1663                          0                  1                  0
## 1664                          1                  0                  1
## 1665                          1                  0                  0
## 1666                          0                  0                  0
## 1667                          1                  0                  1
## 1669                          1                  0                  1
## 1670                          0                  1                  0
## 1671                          1                  0                  0
## 1672                          1                  0                  1
## 1673                          0                  1                  0
## 1674                          1                  0                  1
## 1675                          0                  0                  0
## 1676                          0                  1                  0
## 1677                          0                  1                  0
## 1678                          0                  0                  1
## 1679                          0                  1                  0
## 1680                          0                  0                  0
## 1681                          1                  0                  0
## 1682                          0                  0                  0
## 1683                          0                  1                  0
## 1684                          0                  1                  0
## 1685                          0                  0                  1
## 1686                          1                  0                  1
## 1687                          0                  1                  0
## 1688                          0                  0                  0
## 1689                          1                  0                  1
## 1690                          0                  0                  0
## 1691                          0                  0                  0
## 1694                          1                  0                  0
## 1695                          0                  1                  0
## 1696                          0                  1                  0
## 1697                          1                  0                  0
## 1699                          0                  0                  0
## 1700                          1                  0                  0
## 1703                          1                  0                  0
## 1704                          0                  0                  0
## 1706                          1                  0                  0
## 1707                          0                  1                  0
## 1708                          0                  0                  0
## 1709                          0                  0                  0
## 1710                          0                  0                  1
## 1711                          0                  1                  0
## 1713                          0                  1                  0
## 1714                          0                  1                  0
## 1716                          1                  0                  0
## 1717                          1                  0                  1
## 1718                          0                  0                  0
## 1719                          0                  1                  0
## 1720                          1                  0                  0
## 1721                          1                  0                  0
## 1722                          0                  0                  0
## 1723                          0                  0                  0
## 1724                          0                  0                  1
## 1726                          0                  0                  0
## 1727                          1                  0                  0
## 1728                          1                  0                  0
## 1729                          0                  1                  0
## 1730                          0                  0                  0
## 1731                          1                  0                  1
## 1733                          0                  0                  0
## 1734                          1                  0                  0
## 1735                          1                  0                  0
## 1736                          0                  1                  0
## 1737                          0                  0                  0
## 1738                          1                  0                  0
## 1739                          0                  1                  0
## 1740                          1                  0                  1
## 1741                          0                  1                  0
## 1742                          1                  0                  1
## 1744                          0                  1                  0
## 1746                          1                  0                  0
## 1747                          1                  0                  0
## 1748                          0                  0                  1
## 1749                          1                  0                  1
## 1750                          0                  0                  1
## 1751                          0                  0                  0
## 1752                          0                  0                  0
## 1753                          1                  0                  0
## 1754                          0                  1                  0
## 1756                          0                  0                  0
## 1757                          0                  1                  0
## 1758                          1                  0                  0
## 1760                          0                  0                  1
## 1761                          1                  0                  1
## 1762                          0                  1                  0
## 1764                          0                  0                  0
## 1765                          1                  0                  0
## 1767                          1                  0                  0
## 1768                          1                  0                  0
## 1771                          1                  0                  1
## 1772                          0                  1                  0
## 1773                          0                  0                  0
## 1774                          0                  1                  0
## 1775                          1                  0                  1
## 1776                          0                  1                  0
## 1777                          1                  0                  0
## 1779                          1                  0                  0
## 1780                          0                  1                  0
## 1781                          0                  0                  1
## 1782                          1                  0                  0
## 1783                          1                  0                  1
## 1784                          0                  1                  0
## 1785                          0                  0                  0
## 1786                          1                  0                  0
## 1787                          0                  0                  1
## 1788                          0                  0                  1
## 1789                          0                  1                  0
## 1791                          1                  0                  0
## 1792                          0                  0                  0
## 1793                          0                  1                  0
## 1795                          1                  0                  1
## 1796                          0                  0                  0
## 1797                          1                  0                  0
## 1798                          0                  0                  1
## 1802                          0                  1                  0
## 1803                          1                  0                  0
## 1804                          1                  0                  0
## 1807                          1                  0                  0
## 1808                          1                  0                  0
## 1810                          0                  1                  0
## 1811                          0                  1                  0
## 1812                          0                  1                  0
## 1813                          1                  0                  0
## 1814                          1                  0                  0
## 1815                          0                  0                  0
## 1816                          0                  0                  0
## 1818                          1                  0                  0
## 1819                          1                  0                  0
## 1822                          1                  0                  0
## 1823                          0                  0                  1
## 1825                          1                  0                  0
## 1826                          0                  1                  0
## 1827                          0                  0                  1
## 1830                          0                  0                  0
## 1831                          0                  0                  0
## 1832                          1                  0                  0
## 1834                          1                  0                  0
## 1835                          0                  1                  0
## 1836                          1                  0                  1
## 1837                          0                  1                  0
## 1838                          0                  0                  1
## 1842                          0                  1                  0
## 1844                          0                  1                  0
## 1845                          0                  0                  0
## 1847                          0                  0                  0
## 1848                          0                  0                  0
## 1849                          0                  0                  0
## 1850                          0                  0                  0
## 1851                          0                  1                  0
## 1853                          0                  0                  1
## 1854                          1                  0                  1
## 1855                          1                  0                  0
## 1857                          0                  0                  0
## 1858                          0                  0                  0
## 1860                          0                  0                  0
## 1861                          1                  0                  0
## 1862                          1                  0                  1
## 1863                          1                  0                  0
## 1864                          0                  0                  0
## 1865                          0                  1                  0
## 1866                          0                  0                  0
## 1867                          1                  0                  1
## 1868                          0                  1                  0
## 1869                          0                  0                  1
## 1870                          0                  0                  1
## 1871                          1                  0                  1
## 1873                          0                  0                  1
## 1876                          1                  0                  0
## 1877                          0                  0                  1
## 1878                          0                  0                  1
## 1879                          1                  0                  1
## 1880                          0                  0                  1
## 1883                          1                  0                  0
## 1884                          0                  0                  0
## 1885                          0                  0                  0
## 1886                          0                  1                  0
## 1887                          0                  0                  0
## 1888                          0                  0                  0
## 1890                          0                  0                  0
## 1892                          0                  0                  1
## 1893                          0                  0                  0
## 1894                          1                  0                  0
## 1895                          1                  0                  0
## 1896                          0                  1                  0
## 1897                          0                  1                  0
## 1898                          0                  0                  1
## 1899                          1                  0                  0
## 1900                          1                  0                  0
## 1901                          0                  1                  0
## 1902                          0                  0                  0
## 1903                          0                  0                  1
## 1904                          0                  1                  0
## 1905                          0                  1                  0
## 1906                          0                  0                  0
## 1907                          1                  0                  1
## 1909                          1                  0                  0
## 1910                          0                  0                  0
## 1911                          0                  0                  0
## 1912                          1                  0                  0
## 1913                          0                  0                  1
## 1914                          0                  0                  1
## 1915                          0                  0                  0
## 1917                          0                  0                  0
## 1918                          0                  0                  0
## 1919                          0                  1                  0
## 1921                          0                  0                  0
## 1923                          1                  0                  0
## 1924                          0                  1                  0
## 1926                          0                  1                  0
## 1927                          1                  0                  0
## 1928                          0                  1                  0
## 1930                          1                  0                  1
## 1931                          0                  1                  0
## 1932                          0                  0                  1
## 1933                          0                  1                  0
## 1934                          0                  1                  0
## 1935                          0                  1                  0
## 1936                          0                  0                  1
## 1938                          0                  1                  0
## 1939                          0                  0                  0
## 1940                          0                  0                  0
## 1941                          0                  1                  0
## 1942                          1                  0                  0
## 1943                          1                  0                  0
## 1944                          1                  0                  0
## 1945                          1                  0                  1
## 1946                          1                  0                  0
## 1947                          0                  0                  0
## 1948                          1                  0                  0
## 1949                          1                  0                  0
## 1950                          1                  0                  0
## 1951                          1                  0                  0
## 1952                          1                  0                  1
## 1953                          0                  0                  1
## 1954                          1                  0                  0
## 1956                          1                  0                  0
## 1957                          0                  0                  1
## 1958                          1                  0                  1
## 1959                          1                  0                  0
## 1960                          0                  0                  1
## 1961                          0                  0                  1
## 1962                          0                  0                  0
## 1963                          0                  0                  1
## 1964                          1                  0                  0
## 1965                          0                  0                  1
## 1966                          1                  0                  0
## 1967                          0                  1                  0
## 1970                          1                  0                  0
## 1971                          0                  1                  0
## 1972                          1                  0                  0
## 1973                          1                  0                  0
## 1974                          0                  0                  0
## 1975                          0                  1                  0
## 1976                          1                  0                  0
## 1977                          1                  0                  0
## 1978                          0                  1                  0
## 1979                          0                  0                  1
## 1981                          0                  0                  0
## 1983                          1                  0                  0
## 1984                          1                  0                  1
## 1985                          0                  0                  1
## 1987                          0                  0                  0
## 1990                          0                  1                  0
## 1991                          1                  0                  0
## 1992                          0                  0                  1
## 1994                          0                  0                  0
## 1995                          1                  0                  0
## 1996                          1                  0                  0
## 1997                          0                  1                  0
## 1998                          0                  0                  1
## 1999                          1                  0                  0
## 2000                          1                  0                  0
## 2001                          1                  0                  0
## 2002                          0                  0                  0
## 2004                          1                  0                  0
## 2006                          1                  0                  0
## 2007                          0                  0                  1
## 2008                          1                  0                  1
## 2010                          0                  0                  0
## 2011                          0                  0                  0
## 2013                          0                  1                  0
## 2015                          1                  0                  0
## 2016                          0                  0                  1
## 2017                          1                  0                  1
## 2018                          1                  0                  0
## 2020                          1                  0                  0
## 2021                          1                  0                  1
## 2022                          1                  0                  0
## 2023                          0                  1                  0
## 2024                          0                  1                  0
## 2025                          1                  0                  1
## 2026                          0                  0                  1
## 2027                          0                  0                  0
## 2028                          1                  0                  0
## 2030                          0                  0                  1
## 2032                          1                  0                  0
## 2033                          1                  0                  0
## 2034                          1                  0                  0
## 2035                          1                  0                  0
## 2036                          0                  0                  1
## 2037                          0                  1                  0
## 2039                          1                  0                  0
## 2040                          0                  1                  0
## 2041                          1                  0                  0
## 2042                          0                  0                  0
## 2043                          0                  0                  1
## 2044                          1                  0                  0
## 2045                          1                  0                  0
## 2046                          0                  0                  1
## 2047                          0                  1                  0
## 2048                          1                  0                  0
## 2049                          1                  0                  0
## 2050                          0                  0                  0
## 2051                          1                  0                  1
## 2052                          1                  0                  0
## 2053                          0                  0                  1
## 2054                          0                  0                  1
## 2055                          1                  0                  0
## 2057                          0                  0                  0
## 2058                          0                  1                  0
## 2059                          0                  0                  1
## 2060                          0                  1                  0
## 2062                          0                  1                  0
## 2063                          1                  0                  0
## 2065                          1                  0                  1
## 2066                          0                  0                  1
## 2067                          1                  0                  0
## 2069                          0                  1                  0
## 2070                          1                  0                  1
## 2071                          1                  0                  0
## 2072                          0                  0                  0
## 2074                          0                  0                  1
## 2076                          0                  0                  1
## 2077                          1                  0                  0
## 2078                          0                  1                  0
## 2080                          1                  0                  0
## 2081                          1                  0                  0
## 2082                          1                  0                  0
## 2083                          0                  0                  1
## 2084                          0                  0                  0
## 2085                          0                  0                  0
## 2088                          0                  0                  1
## 2090                          0                  1                  0
## 2093                          1                  0                  0
## 2094                          1                  0                  1
## 2096                          1                  0                  0
## 2098                          1                  0                  0
## 2099                          1                  0                  0
## 2101                          1                  0                  0
## 2102                          0                  0                  1
## 2103                          1                  0                  0
## 2105                          0                  1                  0
## 2107                          0                  1                  0
## 2108                          0                  0                  1
## 2109                          1                  0                  0
## 2111                          1                  0                  1
## 2113                          0                  0                  1
## 2115                          0                  1                  0
## 2116                          0                  1                  0
## 2118                          0                  0                  0
## 2120                          0                  0                  0
## 2122                          0                  0                  0
## 2123                          0                  0                  1
## 2124                          0                  0                  1
## 2125                          1                  0                  0
## 2126                          1                  0                  1
## 2128                          0                  1                  0
## 2132                          1                  0                  0
## 2133                          0                  1                  0
## 2136                          1                  0                  0
## 2137                          0                  1                  0
## 2139                          0                  0                  0
## 2140                          0                  0                  0
## 2141                          1                  0                  0
## 2142                          1                  0                  1
## 2143                          0                  1                  0
## 2144                          0                  1                  0
## 2146                          1                  0                  0
## 2147                          0                  1                  0
## 2148                          0                  0                  0
## 2149                          1                  0                  0
## 2150                          0                  1                  0
## 2151                          1                  0                  0
## 2153                          1                  0                  0
## 2154                          0                  0                  1
## 2155                          0                  1                  0
## 2156                          0                  0                  1
## 2157                          1                  0                  0
## 2159                          1                  0                  0
## 2160                          1                  0                  1
## 2162                          1                  0                  1
## 2163                          1                  0                  0
## 2164                          1                  0                  0
## 2165                          0                  0                  1
## 2166                          0                  0                  1
## 2168                          0                  0                  0
## 2169                          1                  0                  0
## 2172                          0                  1                  0
## 2174                          0                  1                  0
## 2175                          0                  1                  0
## 2176                          1                  0                  0
## 2179                          0                  0                  0
## 2180                          1                  0                  0
## 2181                          0                  0                  1
## 2182                          0                  1                  0
## 2183                          1                  0                  1
## 2184                          0                  0                  0
## 2185                          0                  1                  0
## 2186                          0                  0                  0
## 2187                          1                  0                  0
## 2190                          1                  0                  0
## 2191                          0                  1                  0
## 2192                          0                  1                  0
## 2193                          0                  0                  0
## 2194                          0                  0                  0
## 2195                          0                  1                  0
## 2196                          0                  0                  0
## 2197                          0                  0                  1
## 2198                          1                  0                  0
## 2199                          1                  0                  1
## 2200                          1                  0                  1
## 2201                          1                  0                  0
## 2202                          1                  0                  0
## 2203                          1                  0                  0
## 2205                          0                  1                  0
## 2206                          1                  0                  0
## 2209                          0                  1                  0
## 2211                          0                  0                  1
## 2212                          1                  0                  1
## 2213                          0                  0                  1
## 2214                          0                  0                  1
## 2215                          1                  0                  0
## 2216                          0                  0                  1
## 2217                          0                  0                  1
## 2218                          1                  0                  0
## 2219                          1                  0                  0
## 2221                          0                  0                  0
## 2222                          0                  0                  1
## 2223                          0                  1                  0
## 2224                          1                  0                  0
## 2225                          1                  0                  0
## 2226                          0                  1                  0
## 2227                          1                  0                  0
## 2228                          0                  1                  0
## 2229                          0                  0                  1
## 2230                          0                  0                  0
## 2231                          0                  0                  1
## 2233                          0                  0                  0
## 2234                          1                  0                  0
## 2235                          0                  0                  1
## 2236                          0                  0                  1
## 2237                          0                  1                  0
## 2238                          0                  1                  0
## 2239                          1                  0                  0
## 2240                          0                  0                  1
## 2242                          1                  0                  1
## 2243                          0                  1                  0
## 2244                          0                  0                  1
## 2246                          0                  1                  0
## 2248                          0                  1                  0
## 2250                          1                  0                  1
## 2251                          0                  0                  1
## 2252                          0                  0                  1
## 2253                          0                  0                  0
## 2255                          0                  1                  0
## 2256                          1                  0                  0
## 2257                          0                  0                  0
## 2258                          1                  0                  0
## 2259                          1                  0                  1
## 2260                          1                  0                  1
## 2261                          1                  0                  0
## 2262                          1                  0                  1
## 2264                          0                  1                  0
## 2265                          1                  0                  0
## 2266                          1                  0                  0
## 2268                          0                  0                  0
## 2269                          0                  1                  0
## 2270                          1                  0                  1
## 2272                          1                  0                  0
## 2274                          0                  0                  1
## 2275                          0                  1                  0
## 2276                          1                  0                  0
## 2277                          0                  0                  0
## 2278                          1                  0                  0
## 2280                          0                  0                  1
## 2282                          0                  0                  0
## 2284                          1                  0                  0
## 2286                          0                  0                  0
## 2287                          1                  0                  0
## 2288                          0                  0                  1
## 2289                          0                  0                  0
## 2290                          1                  0                  0
## 2291                          0                  0                  0
## 2292                          0                  0                  0
## 2293                          1                  0                  0
## 2294                          1                  0                  0
## 2295                          0                  0                  1
## 2296                          1                  0                  1
## 2297                          1                  0                  0
## 2298                          0                  0                  1
## 2300                          1                  0                  1
## 2301                          1                  0                  0
## 2303                          0                  0                  0
## 2304                          1                  0                  1
## 2307                          1                  0                  1
## 2308                          0                  1                  0
## 2309                          1                  0                  0
## 2310                          0                  0                  1
## 2311                          0                  0                  0
## 2312                          0                  1                  0
## 2313                          0                  1                  0
## 2315                          1                  0                  0
## 2316                          0                  0                  1
## 2318                          0                  1                  0
## 2319                          1                  0                  0
## 2320                          1                  0                  0
## 2321                          0                  1                  0
## 2322                          1                  0                  0
## 2323                          1                  0                  0
## 2324                          1                  0                  0
## 2325                          1                  0                  0
## 2326                          0                  0                  0
## 2327                          0                  1                  0
## 2328                          0                  0                  1
## 2329                          0                  0                  1
## 2330                          1                  0                  0
## 2331                          0                  0                  1
## 2332                          1                  0                  0
## 2333                          1                  0                  0
## 2334                          0                  1                  0
## 2335                          1                  0                  0
## 2336                          0                  0                  1
## 2338                          1                  0                  1
## 2339                          0                  0                  0
## 2340                          0                  0                  1
## 2341                          0                  1                  0
## 2342                          1                  0                  0
## 2343                          0                  1                  0
## 2344                          0                  0                  1
## 2345                          1                  0                  0
## 2346                          1                  0                  0
## 2347                          0                  0                  1
## 2348                          0                  1                  0
## 2349                          1                  0                  0
## 2350                          0                  1                  0
## 2351                          0                  0                  1
## 2352                          0                  0                  0
## 2354                          0                  1                  0
## 2355                          0                  0                  1
## 2356                          0                  1                  0
## 2357                          0                  0                  0
## 2358                          0                  0                  1
## 2359                          0                  0                  0
## 2360                          1                  0                  0
## 2361                          1                  0                  0
## 2362                          1                  0                  0
## 2363                          1                  0                  0
## 2364                          1                  0                  1
## 2365                          1                  0                  1
## 2366                          1                  0                  1
## 2367                          0                  1                  0
## 2368                          0                  0                  1
## 2371                          1                  0                  1
## 2372                          0                  0                  0
## 2373                          0                  0                  1
## 2374                          1                  0                  0
## 2375                          1                  0                  0
## 2376                          1                  0                  0
## 2377                          0                  1                  0
## 2378                          0                  0                  1
## 2381                          0                  0                  0
## 2382                          0                  0                  0
## 2383                          1                  0                  0
## 2387                          0                  0                  0
## 2388                          1                  0                  0
## 2389                          1                  0                  1
## 2390                          1                  0                  0
## 2391                          1                  0                  0
## 2392                          1                  0                  1
## 2393                          1                  0                  0
## 2395                          0                  0                  0
## 2396                          1                  0                  1
## 2397                          0                  0                  0
## 2398                          0                  1                  0
## 2399                          0                  0                  1
## 2401                          1                  0                  0
## 2402                          1                  0                  0
## 2404                          0                  1                  0
## 2405                          0                  0                  0
## 2406                          1                  0                  0
## 2407                          0                  0                  1
## 2408                          0                  0                  0
## 2410                          0                  1                  0
## 2411                          1                  0                  0
## 2412                          1                  0                  0
## 2413                          0                  0                  0
## 2414                          1                  0                  0
## 2415                          0                  0                  0
## 2416                          0                  0                  1
## 2418                          1                  0                  0
## 2420                          1                  0                  1
## 2421                          0                  1                  0
## 2422                          0                  0                  0
## 2424                          1                  0                  0
## 2425                          1                  0                  1
## 2426                          0                  0                  1
## 2427                          0                  0                  0
## 2428                          0                  1                  0
## 2430                          0                  1                  0
## 2432                          1                  0                  1
## 2433                          0                  0                  1
## 2434                          1                  0                  1
## 2435                          0                  1                  0
## 2436                          0                  1                  0
## 2437                          1                  0                  0
## 2438                          1                  0                  0
## 2439                          1                  0                  1
## 2440                          1                  0                  0
## 2441                          1                  0                  1
## 2442                          1                  0                  0
## 2443                          1                  0                  0
## 2444                          1                  0                  0
## 2445                          0                  0                  0
## 2447                          1                  0                  1
## 2449                          1                  0                  0
## 2450                          0                  1                  0
## 2451                          1                  0                  0
## 2452                          0                  1                  0
## 2453                          1                  0                  0
## 2454                          1                  0                  1
## 2455                          0                  1                  0
## 2456                          0                  1                  0
## 2457                          0                  1                  0
## 2458                          0                  0                  1
## 2459                          1                  0                  0
## 2460                          1                  0                  0
## 2461                          0                  0                  0
## 2462                          0                  1                  0
## 2463                          1                  0                  0
## 2464                          0                  0                  0
## 2465                          0                  1                  0
## 2466                          0                  1                  0
## 2467                          1                  0                  0
## 2468                          0                  0                  1
## 2470                          1                  0                  0
## 2471                          1                  0                  1
## 2472                          0                  0                  1
## 2473                          1                  0                  1
## 2474                          0                  0                  0
## 2475                          0                  0                  1
## 2478                          0                  0                  0
## 2479                          1                  0                  1
## 2481                          1                  0                  0
## 2482                          1                  0                  0
## 2484                          0                  0                  0
## 2485                          0                  0                  1
## 2486                          1                  0                  0
## 2487                          0                  1                  0
## 2491                          0                  1                  0
## 2492                          0                  1                  0
## 2494                          0                  0                  0
## 2495                          0                  0                  1
## 2496                          0                  0                  1
## 2497                          0                  1                  0
## 2499                          0                  1                  0
## 2500                          1                  0                  1
## 2501                          0                  1                  0
## 2502                          0                  1                  0
## 2503                          0                  1                  0
## 2504                          1                  0                  0
## 2505                          0                  1                  0
## 2506                          1                  0                  0
## 2507                          1                  0                  1
## 2508                          0                  0                  1
## 2509                          0                  1                  0
## 2510                          1                  0                  0
## 2511                          1                  0                  1
## 2512                          1                  0                  0
## 2513                          1                  0                  0
## 2514                          1                  0                  0
## 2515                          1                  0                  0
## 2516                          0                  0                  1
## 2517                          1                  0                  0
## 2518                          0                  0                  0
## 2519                          0                  1                  0
## 2521                          1                  0                  1
## 2522                          0                  1                  0
## 2523                          1                  0                  0
## 2524                          1                  0                  0
## 2525                          0                  0                  1
## 2526                          1                  0                  0
## 2527                          0                  1                  0
## 2528                          1                  0                  0
## 2529                          0                  0                  1
## 2530                          1                  0                  1
## 2531                          0                  0                  1
## 2532                          0                  1                  0
## 2533                          1                  0                  1
## 2534                          0                  0                  0
## 2535                          0                  1                  0
## 2536                          1                  0                  1
## 2537                          0                  0                  1
## 2538                          0                  0                  0
## 2539                          1                  0                  1
## 2540                          0                  0                  1
## 2541                          0                  0                  1
## 2543                          0                  0                  1
## 2544                          1                  0                  0
## 2545                          0                  1                  0
## 2546                          0                  1                  0
## 2547                          0                  1                  0
## 2548                          0                  1                  0
## 2549                          0                  1                  0
## 2550                          0                  0                  0
## 2552                          1                  0                  1
## 2553                          0                  0                  0
## 2554                          0                  1                  0
## 2555                          1                  0                  1
## 2556                          1                  0                  1
## 2557                          1                  0                  1
## 2558                          0                  0                  0
## 2559                          1                  0                  0
## 2562                          0                  0                  1
## 2563                          1                  0                  0
## 2564                          0                  1                  0
## 2565                          0                  1                  0
## 2566                          1                  0                  0
## 2567                          1                  0                  0
## 2568                          0                  1                  0
## 2569                          0                  0                  0
## 2571                          0                  1                  0
## 2572                          1                  0                  0
## 2573                          1                  0                  0
## 2574                          1                  0                  0
## 2575                          0                  1                  0
## 2576                          1                  0                  0
## 2579                          0                  0                  1
## 2580                          0                  0                  1
## 2581                          0                  1                  0
## 2582                          0                  1                  0
## 2583                          0                  1                  0
## 2584                          0                  0                  0
## 2585                          1                  0                  0
## 2587                          1                  0                  0
## 2588                          0                  1                  0
## 2589                          0                  1                  0
## 2591                          0                  0                  0
## 2592                          0                  0                  0
## 2594                          1                  0                  0
## 2595                          0                  0                  1
## 2597                          1                  0                  0
## 2599                          1                  0                  1
## 2600                          1                  0                  0
## 2601                          0                  1                  0
## 2602                          1                  0                  1
## 2603                          1                  0                  0
## 2604                          0                  0                  1
## 2605                          1                  0                  0
## 2607                          1                  0                  0
## 2608                          0                  0                  0
## 2609                          1                  0                  0
## 2610                          1                  0                  1
## 2612                          0                  0                  0
## 2614                          0                  1                  0
## 2615                          1                  0                  0
## 2616                          0                  0                  1
## 2617                          0                  0                  0
## 2620                          0                  0                  0
## 2621                          1                  0                  1
## 2622                          0                  0                  1
## 2623                          0                  1                  0
## 2624                          1                  0                  1
## 2625                          1                  0                  0
## 2627                          1                  0                  0
## 2628                          0                  0                  0
## 2631                          0                  1                  0
## 2633                          0                  0                  1
## 2634                          1                  0                  0
## 2635                          0                  0                  1
## 2636                          1                  0                  0
## 2637                          0                  0                  1
## 2638                          1                  0                  0
## 2639                          1                  0                  0
## 2640                          0                  0                  0
## 2642                          0                  0                  0
## 2644                          0                  0                  1
## 2645                          0                  1                  0
## 2646                          1                  0                  1
## 2647                          1                  0                  0
## 2648                          0                  0                  0
## 2649                          0                  0                  1
## 2650                          1                  0                  0
## 2651                          1                  0                  0
## 2652                          0                  0                  0
## 2653                          0                  0                  1
## 2654                          0                  1                  0
## 2656                          0                  0                  1
## 2657                          0                  0                  1
## 2658                          0                  0                  0
## 2659                          1                  0                  1
## 2661                          1                  0                  1
## 2663                          1                  0                  1
## 2665                          1                  0                  1
## 2666                          1                  0                  1
## 2667                          1                  0                  0
## 2668                          0                  1                  0
## 2669                          1                  0                  1
## 2671                          0                  1                  0
## 2672                          0                  1                  0
## 2674                          0                  1                  0
## 2675                          1                  0                  0
## 2676                          0                  0                  1
## 2677                          0                  0                  1
## 2678                          0                  0                  0
## 2679                          1                  0                  1
## 2682                          1                  0                  0
## 2683                          1                  0                  0
## 2685                          1                  0                  1
## 2686                          1                  0                  0
## 2687                          0                  0                  1
## 2689                          0                  1                  0
## 2690                          0                  1                  0
## 2691                          0                  0                  1
## 2692                          0                  0                  1
## 2693                          0                  0                  1
## 2694                          0                  1                  0
## 2695                          1                  0                  0
## 2696                          0                  0                  0
## 2697                          0                  1                  0
## 2699                          0                  0                  0
## 2700                          0                  0                  0
## 2701                          0                  1                  0
## 2702                          1                  0                  0
## 2703                          1                  0                  0
## 2704                          1                  0                  1
## 2705                          0                  0                  0
## 2706                          0                  1                  0
## 2709                          0                  1                  0
## 2710                          1                  0                  0
## 2711                          0                  1                  0
## 2713                          0                  0                  1
## 2714                          0                  0                  1
## 2715                          0                  0                  1
## 2716                          0                  0                  0
## 2717                          1                  0                  0
## 2718                          0                  1                  0
## 2719                          0                  1                  0
## 2720                          0                  1                  0
## 2721                          0                  0                  0
## 2722                          0                  1                  0
## 2723                          1                  0                  0
## 2726                          1                  0                  0
## 2727                          1                  0                  1
## 2728                          0                  1                  0
## 2729                          0                  0                  0
## 2730                          0                  1                  0
## 2731                          1                  0                  0
## 2732                          1                  0                  0
## 2733                          1                  0                  0
## 2735                          1                  0                  0
## 2736                          0                  0                  0
## 2738                          0                  0                  1
## 2739                          1                  0                  1
## 2740                          1                  0                  0
## 2741                          1                  0                  0
## 2742                          0                  1                  0
## 2743                          0                  1                  0
## 2744                          0                  0                  0
## 2745                          0                  0                  0
## 2746                          0                  1                  0
## 2747                          0                  0                  0
## 2748                          0                  0                  1
## 2749                          1                  0                  0
## 2750                          0                  0                  1
## 2751                          0                  1                  0
## 2754                          0                  1                  0
## 2755                          0                  1                  0
## 2756                          0                  1                  0
## 2757                          0                  0                  0
## 2758                          1                  0                  0
## 2759                          1                  0                  1
## 2761                          1                  0                  0
## 2762                          1                  0                  1
## 2763                          1                  0                  0
## 2764                          0                  1                  0
## 2766                          1                  0                  0
## 2767                          0                  0                  1
## 2768                          0                  0                  1
## 2770                          0                  0                  0
## 2773                          0                  1                  0
## 2774                          1                  0                  0
## 2775                          1                  0                  0
## 2776                          0                  0                  1
## 2777                          0                  0                  0
## 2778                          0                  0                  1
## 2779                          1                  0                  1
## 2781                          1                  0                  0
## 2782                          0                  0                  1
## 2783                          0                  1                  0
## 2784                          1                  0                  1
## 2785                          1                  0                  0
## 2786                          1                  0                  1
## 2787                          0                  0                  1
## 2789                          1                  0                  1
## 2790                          0                  0                  1
## 2791                          1                  0                  0
## 2792                          1                  0                  1
## 2794                          1                  0                  0
## 2795                          0                  1                  0
## 2796                          0                  1                  0
## 2797                          1                  0                  0
## 2798                          1                  0                  0
## 2799                          0                  1                  0
## 2800                          0                  0                  0
## 2801                          0                  0                  1
## 2802                          0                  0                  1
## 2803                          0                  1                  0
## 2806                          1                  0                  0
## 2808                          1                  0                  0
## 2809                          0                  1                  0
## 2810                          0                  0                  1
## 2812                          1                  0                  1
## 2813                          0                  1                  0
## 2814                          1                  0                  1
## 2815                          0                  0                  1
## 2816                          0                  1                  0
## 2818                          0                  0                  1
## 2819                          0                  1                  0
## 2820                          0                  1                  0
## 2821                          0                  1                  0
## 2822                          0                  0                  0
## 2823                          0                  0                  0
## 2824                          0                  1                  0
## 2825                          1                  0                  0
## 2826                          0                  0                  1
## 2828                          0                  0                  0
## 2829                          0                  0                  1
## 2831                          0                  0                  1
## 2832                          1                  0                  0
## 2835                          0                  1                  0
## 2836                          1                  0                  1
## 2837                          0                  0                  0
## 2839                          0                  1                  0
## 2840                          1                  0                  1
## 2841                          1                  0                  0
## 2842                          0                  0                  1
## 2843                          1                  0                  0
## 2844                          0                  0                  1
## 2845                          0                  1                  0
## 2846                          1                  0                  0
## 2847                          0                  0                  1
## 2848                          0                  0                  1
## 2849                          1                  0                  0
## 2850                          0                  0                  1
## 2851                          0                  1                  0
## 2852                          0                  0                  0
## 2854                          0                  1                  0
## 2855                          0                  0                  1
## 2856                          1                  0                  0
## 2858                          1                  0                  0
## 2859                          0                  0                  0
## 2862                          1                  0                  0
## 2864                          1                  0                  0
## 2865                          1                  0                  0
## 2866                          1                  0                  0
## 2867                          1                  0                  0
## 2868                          0                  1                  0
## 2869                          1                  0                  0
## 2870                          0                  1                  0
## 2871                          1                  0                  0
## 2872                          0                  1                  0
## 2874                          1                  0                  0
## 2875                          1                  0                  0
## 2876                          1                  0                  0
## 2877                          0                  0                  1
## 2878                          0                  0                  0
## 2879                          0                  1                  0
## 2881                          1                  0                  1
## 2882                          1                  0                  1
## 2883                          0                  0                  0
## 2884                          1                  0                  0
## 2885                          0                  0                  1
## 2886                          1                  0                  0
## 2887                          1                  0                  0
## 2888                          0                  1                  0
## 2889                          0                  0                  1
## 2890                          0                  0                  1
## 2893                          0                  1                  0
## 2894                          0                  0                  1
## 2895                          0                  0                  1
## 2896                          1                  0                  0
## 2897                          1                  0                  1
## 2901                          1                  0                  0
## 2902                          0                  0                  0
## 2903                          1                  0                  0
## 2904                          1                  0                  1
## 2905                          0                  0                  0
## 2906                          0                  1                  0
## 2907                          1                  0                  0
## 2908                          1                  0                  0
## 2909                          0                  0                  1
## 2910                          0                  0                  0
## 2911                          0                  0                  1
## 2912                          0                  0                  1
## 2914                          0                  0                  0
## 2916                          0                  0                  1
## 2918                          1                  0                  1
## 2920                          1                  0                  0
## 2921                          1                  0                  0
## 2922                          1                  0                  1
## 2923                          1                  0                  0
## 2925                          0                  0                  1
## 2926                          0                  1                  0
## 2928                          1                  0                  0
## 2929                          0                  1                  0
## 2930                          0                  1                  0
## 2931                          0                  0                  1
## 2932                          1                  0                  0
## 2933                          1                  0                  0
## 2935                          1                  0                  0
## 2936                          0                  0                  0
## 2937                          1                  0                  1
## 2938                          0                  1                  0
## 2939                          0                  1                  0
## 2941                          1                  0                  1
## 2944                          1                  0                  0
## 2946                          0                  1                  0
## 2947                          0                  0                  1
## 2948                          0                  1                  0
## 2949                          1                  0                  0
## 2950                          1                  0                  0
## 2952                          1                  0                  0
## 2954                          0                  1                  0
## 2955                          1                  0                  1
## 2957                          0                  0                  0
## 2959                          0                  1                  0
## 2960                          0                  0                  1
## 2962                          0                  0                  0
## 2963                          1                  0                  1
## 2964                          1                  0                  0
## 2965                          1                  0                  1
## 2966                          1                  0                  0
## 2968                          0                  0                  1
## 2969                          1                  0                  0
## 2970                          1                  0                  1
## 2971                          0                  0                  0
## 2972                          0                  1                  0
## 2973                          0                  1                  0
## 2974                          1                  0                  0
## 2975                          0                  0                  0
## 2978                          0                  1                  0
## 2979                          0                  0                  1
## 2980                          0                  1                  0
## 2981                          1                  0                  1
## 2982                          1                  0                  0
## 2983                          0                  1                  0
## 2985                          0                  1                  0
## 2986                          0                  0                  0
## 2988                          0                  0                  0
## 2990                          0                  0                  1
## 2992                          0                  0                  1
## 2993                          1                  0                  0
## 2994                          1                  0                  0
## 2995                          0                  1                  0
## 2996                          1                  0                  0
## 2997                          0                  1                  0
## 2998                          0                  0                  1
## 2999                          1                  0                  0
## 3001                          0                  1                  0
## 3002                          1                  0                  0
## 3003                          1                  0                  0
## 3004                          0                  1                  0
## 3006                          1                  0                  1
## 3007                          0                  1                  0
## 3009                          0                  0                  0
## 3010                          1                  0                  0
## 3011                          0                  0                  1
## 3013                          0                  0                  1
## 3014                          0                  1                  0
## 3017                          0                  1                  0
## 3018                          0                  1                  0
## 3020                          0                  1                  0
## 3021                          0                  1                  0
## 3024                          0                  0                  1
## 3026                          1                  0                  0
## 3027                          1                  0                  0
## 3028                          0                  1                  0
## 3029                          1                  0                  1
## 3030                          1                  0                  0
## 3031                          1                  0                  0
## 3034                          1                  0                  1
## 3036                          1                  0                  0
## 3037                          0                  0                  0
## 3039                          0                  0                  0
## 3040                          0                  0                  0
## 3043                          1                  0                  0
## 3044                          0                  0                  0
## 3045                          0                  1                  0
## 3047                          0                  0                  1
## 3048                          0                  0                  1
## 3050                          1                  0                  0
## 3051                          1                  0                  0
## 3052                          0                  0                  1
## 3053                          0                  1                  0
## 3054                          0                  0                  0
## 3055                          0                  1                  0
## 3056                          0                  0                  0
## 3057                          1                  0                  0
## 3058                          0                  0                  0
## 3059                          1                  0                  0
## 3060                          1                  0                  0
## 3061                          0                  0                  0
## 3062                          1                  0                  0
## 3064                          1                  0                  1
## 3065                          0                  1                  0
## 3067                          0                  0                  1
## 3068                          0                  0                  1
## 3069                          0                  0                  1
## 3070                          0                  0                  1
## 3072                          0                  0                  1
## 3075                          0                  0                  0
## 3076                          0                  0                  0
## 3077                          1                  0                  0
## 3078                          0                  0                  1
## 3081                          1                  0                  0
## 3082                          1                  0                  0
## 3083                          1                  0                  0
## 3085                          0                  0                  1
## 3086                          0                  0                  0
## 3087                          0                  1                  0
## 3089                          0                  0                  0
## 3091                          1                  0                  0
## 3092                          0                  0                  0
## 3093                          0                  1                  0
## 3094                          1                  0                  0
## 3095                          0                  1                  0
## 3097                          1                  0                  1
## 3098                          0                  0                  1
## 3099                          0                  1                  0
## 3100                          1                  0                  0
## 3101                          0                  0                  0
## 3102                          0                  1                  0
## 3103                          1                  0                  1
## 3104                          1                  0                  1
## 3105                          0                  1                  0
## 3106                          0                  1                  0
## 3107                          1                  0                  0
## 3108                          1                  0                  1
## 3109                          1                  0                  0
## 3110                          0                  0                  0
## 3112                          1                  0                  0
## 3113                          1                  0                  0
## 3114                          0                  1                  0
## 3115                          1                  0                  0
## 3116                          0                  1                  0
## 3117                          0                  0                  0
## 3118                          0                  1                  0
## 3119                          1                  0                  0
## 3120                          0                  0                  1
## 3121                          0                  1                  0
## 3122                          0                  0                  1
## 3124                          0                  1                  0
## 3125                          1                  0                  0
## 3126                          0                  0                  1
## 3128                          1                  0                  0
## 3129                          0                  0                  0
## 3130                          0                  1                  0
## 3131                          1                  0                  0
## 3132                          1                  0                  0
## 3133                          1                  0                  0
## 3134                          0                  0                  0
## 3135                          0                  0                  0
## 3136                          1                  0                  0
## 3137                          1                  0                  0
## 3138                          0                  1                  0
## 3139                          0                  0                  0
## 3140                          0                  1                  0
## 3141                          1                  0                  0
## 3142                          1                  0                  0
## 3143                          1                  0                  1
## 3145                          0                  0                  0
## 3147                          1                  0                  1
## 3148                          1                  0                  1
## 3149                          0                  0                  1
## 3150                          1                  0                  0
## 3151                          0                  1                  0
## 3153                          0                  0                  0
## 3155                          1                  0                  0
## 3156                          0                  0                  1
## 3157                          0                  1                  0
## 3158                          0                  0                  0
## 3159                          1                  0                  0
## 3160                          1                  0                  0
## 3161                          0                  1                  0
## 3162                          0                  0                  0
## 3163                          0                  0                  1
## 3164                          0                  1                  0
## 3165                          0                  0                  0
## 3166                          1                  0                  0
## 3167                          0                  1                  0
## 3168                          1                  0                  0
## 3169                          0                  1                  0
## 3170                          0                  0                  0
## 3171                          1                  0                  0
## 3172                          0                  1                  0
## 3173                          0                  0                  1
## 3174                          1                  0                  1
## 3178                          1                  0                  0
## 3179                          0                  0                  0
## 3180                          0                  0                  0
## 3182                          0                  1                  0
## 3183                          1                  0                  0
## 3184                          0                  0                  1
## 3185                          0                  1                  0
## 3186                          0                  0                  0
## 3187                          0                  0                  0
## 3188                          0                  1                  0
## 3189                          0                  1                  0
## 3190                          0                  0                  0
## 3192                          0                  1                  0
## 3194                          1                  0                  0
## 3196                          1                  0                  0
## 3197                          0                  0                  0
## 3198                          0                  0                  0
## 3200                          0                  1                  0
## 3201                          1                  0                  1
## 3202                          0                  1                  0
## 3203                          0                  1                  0
## 3205                          1                  0                  0
## 3206                          0                  0                  1
## 3207                          0                  1                  0
## 3209                          0                  0                  1
## 3210                          1                  0                  0
## 3211                          1                  0                  0
## 3212                          0                  0                  0
## 3213                          0                  1                  0
## 3215                          0                  1                  0
## 3217                          0                  0                  0
## 3218                          0                  0                  0
## 3219                          0                  0                  0
## 3220                          0                  0                  0
## 3221                          0                  0                  1
## 3222                          0                  1                  0
## 3223                          0                  0                  0
## 3224                          1                  0                  0
## 3225                          1                  0                  0
## 3226                          0                  1                  0
## 3227                          0                  0                  1
## 3228                          0                  0                  1
## 3229                          0                  0                  0
## 3230                          0                  1                  0
## 3231                          0                  0                  1
## 3232                          0                  0                  0
## 3234                          0                  1                  0
## 3235                          0                  0                  0
## 3236                          1                  0                  1
## 3237                          0                  1                  0
## 3239                          0                  0                  0
## 3241                          1                  0                  0
## 3243                          1                  0                  0
## 3244                          1                  0                  0
## 3245                          0                  0                  0
## 3247                          1                  0                  1
## 3249                          1                  0                  1
## 3250                          1                  0                  0
## 3251                          1                  0                  1
## 3252                          0                  0                  1
## 3253                          1                  0                  0
## 3254                          0                  0                  0
## 3255                          1                  0                  0
## 3256                          1                  0                  0
## 3257                          0                  0                  1
## 3258                          1                  0                  0
## 3259                          1                  0                  0
## 3260                          1                  0                  0
## 3261                          1                  0                  0
## 3262                          0                  1                  0
## 3263                          0                  1                  0
## 3265                          0                  1                  0
## 3267                          1                  0                  0
## 3268                          1                  0                  1
## 3269                          1                  0                  0
## 3270                          1                  0                  0
## 3271                          0                  1                  0
## 3272                          1                  0                  0
## 3273                          0                  1                  0
## 3274                          0                  0                  0
## 3276                          0                  0                  1
## 3277                          1                  0                  0
## 3278                          1                  0                  0
## 3279                          0                  1                  0
## 3282                          1                  0                  0
## 3283                          1                  0                  0
## 3284                          0                  1                  0
## 3285                          1                  0                  0
## 3286                          0                  0                  1
## 3287                          0                  0                  1
## 3290                          1                  0                  0
## 3291                          0                  0                  1
## 3292                          0                  0                  0
## 3295                          1                  0                  1
## 3297                          1                  0                  0
## 3298                          1                  0                  0
## 3299                          1                  0                  0
## 3300                          1                  0                  0
## 3302                          1                  0                  0
## 3304                          0                  1                  0
## 3306                          1                  0                  0
## 3308                          0                  1                  0
## 3310                          1                  0                  0
## 3311                          1                  0                  0
## 3312                          0                  0                  1
## 3314                          0                  0                  0
## 3316                          0                  0                  1
## 3318                          1                  0                  0
## 3319                          0                  1                  0
## 3320                          1                  0                  0
## 3321                          1                  0                  0
## 3322                          0                  0                  0
## 3323                          1                  0                  0
## 3324                          1                  0                  0
## 3325                          0                  0                  0
## 3326                          1                  0                  0
## 3328                          0                  1                  0
## 3330                          0                  1                  0
## 3331                          0                  1                  0
## 3332                          1                  0                  0
## 3334                          0                  0                  1
## 3335                          1                  0                  0
## 3336                          0                  0                  0
## 3337                          0                  0                  1
## 3338                          0                  1                  0
## 3339                          1                  0                  0
## 3340                          1                  0                  0
## 3341                          1                  0                  0
## 3342                          0                  1                  0
## 3343                          1                  0                  0
## 3344                          1                  0                  0
## 3345                          0                  0                  0
## 3347                          1                  0                  0
## 3348                          1                  0                  0
## 3349                          0                  0                  1
## 3350                          1                  0                  0
## 3351                          0                  0                  0
## 3355                          1                  0                  0
## 3356                          0                  0                  0
## 3357                          0                  0                  1
## 3359                          1                  0                  1
## 3360                          0                  1                  0
## 3361                          1                  0                  0
## 3362                          0                  0                  1
## 3363                          1                  0                  0
## 3365                          0                  0                  1
## 3366                          0                  1                  0
## 3367                          1                  0                  0
## 3368                          1                  0                  0
## 3369                          0                  0                  1
## 3370                          0                  1                  0
## 3371                          0                  1                  0
## 3372                          0                  1                  0
## 3376                          0                  0                  1
## 3379                          1                  0                  0
## 3380                          1                  0                  0
## 3381                          0                  0                  1
## 3382                          0                  1                  0
## 3383                          0                  0                  1
## 3385                          0                  1                  0
## 3387                          0                  0                  0
## 3388                          1                  0                  0
## 3389                          0                  0                  1
## 3390                          1                  0                  1
## 3391                          1                  0                  1
## 3392                          0                  0                  1
## 3393                          1                  0                  1
## 3394                          0                  0                  0
## 3396                          0                  1                  0
## 3397                          1                  0                  0
## 3398                          0                  1                  0
## 3401                          0                  1                  0
## 3403                          0                  0                  0
## 3404                          1                  0                  1
## 3406                          1                  0                  0
## 3407                          0                  0                  1
## 3408                          1                  0                  0
## 3409                          0                  0                  1
## 3410                          1                  0                  0
## 3411                          0                  0                  1
## 3412                          0                  0                  0
## 3414                          1                  0                  0
## 3415                          0                  0                  1
## 3416                          1                  0                  1
## 3417                          0                  0                  1
## 3418                          0                  0                  1
## 3419                          1                  0                  0
## 3420                          1                  0                  0
## 3421                          1                  0                  0
## 3422                          1                  0                  0
## 3424                          0                  1                  0
## 3425                          1                  0                  1
## 3426                          1                  0                  0
## 3427                          0                  0                  1
## 3428                          1                  0                  1
## 3430                          1                  0                  0
## 3431                          0                  1                  0
## 3432                          0                  0                  0
## 3433                          1                  0                  0
## 3434                          1                  0                  0
## 3435                          0                  0                  1
## 3437                          1                  0                  0
## 3438                          1                  0                  1
## 3439                          0                  0                  1
## 3440                          1                  0                  0
## 3441                          1                  0                  1
## 3443                          0                  0                  0
## 3444                          1                  0                  0
## 3447                          0                  0                  0
## 3448                          1                  0                  0
## 3449                          0                  0                  0
## 3450                          1                  0                  0
## 3451                          0                  0                  1
## 3452                          0                  1                  0
## 3453                          1                  0                  0
## 3454                          0                  1                  0
## 3455                          1                  0                  0
## 3456                          0                  0                  1
## 3457                          1                  0                  0
## 3459                          1                  0                  0
## 3460                          0                  0                  0
## 3461                          0                  1                  0
## 3462                          1                  0                  0
## 3463                          0                  1                  0
## 3464                          1                  0                  0
## 3465                          0                  0                  1
## 3466                          0                  1                  0
## 3467                          1                  0                  0
## 3468                          1                  0                  0
## 3469                          1                  0                  1
## 3470                          0                  1                  0
## 3471                          1                  0                  1
## 3472                          1                  0                  0
## 3473                          0                  0                  1
## 3474                          0                  0                  0
## 3476                          0                  0                  0
## 3480                          1                  0                  0
## 3481                          1                  0                  1
## 3483                          0                  0                  0
## 3484                          0                  0                  1
## 3485                          0                  0                  0
## 3486                          0                  0                  0
## 3487                          0                  0                  0
## 3488                          0                  0                  0
## 3489                          1                  0                  0
## 3490                          1                  0                  0
## 3491                          1                  0                  1
## 3492                          1                  0                  0
## 3493                          1                  0                  1
## 3494                          0                  1                  0
## 3495                          1                  0                  0
## 3496                          0                  0                  1
## 3497                          0                  0                  1
## 3499                          0                  1                  0
## 3501                          1                  0                  1
## 3502                          0                  1                  0
## 3503                          1                  0                  1
## 3505                          1                  0                  0
## 3506                          0                  1                  0
## 3507                          0                  1                  0
## 3508                          0                  1                  0
## 3509                          1                  0                  1
## 3510                          0                  0                  1
## 3512                          1                  0                  1
## 3513                          0                  1                  0
## 3514                          1                  0                  0
## 3515                          0                  1                  0
## 3516                          0                  0                  1
## 3517                          0                  1                  0
## 3518                          1                  0                  1
## 3519                          1                  0                  0
## 3520                          1                  0                  0
## 3521                          0                  0                  0
## 3522                          1                  0                  0
## 3523                          0                  1                  0
## 3524                          1                  0                  0
## 3525                          0                  0                  0
## 3526                          0                  1                  0
## 3527                          0                  0                  0
## 3528                          0                  1                  0
## 3529                          1                  0                  1
## 3530                          1                  0                  0
## 3531                          1                  0                  0
## 3532                          0                  0                  0
## 3533                          1                  0                  1
## 3534                          0                  0                  0
## 3537                          0                  0                  1
## 3538                          1                  0                  1
## 3540                          1                  0                  0
## 3542                          0                  0                  1
## 3543                          1                  0                  1
## 3545                          1                  0                  0
## 3546                          1                  0                  0
## 3547                          1                  0                  1
## 3549                          1                  0                  0
## 3550                          1                  0                  0
## 3551                          0                  1                  0
## 3552                          0                  0                  1
## 3553                          1                  0                  0
## 3554                          0                  1                  0
## 3555                          0                  0                  0
## 3556                          1                  0                  0
## 3557                          1                  0                  0
## 3559                          1                  0                  0
## 3560                          0                  0                  0
## 3561                          0                  0                  0
## 3562                          1                  0                  0
## 3563                          1                  0                  0
## 3567                          1                  0                  0
## 3569                          0                  1                  0
## 3572                          0                  0                  0
## 3573                          0                  0                  1
## 3574                          1                  0                  0
## 3577                          1                  0                  0
## 3578                          0                  0                  0
## 3580                          1                  0                  1
## 3581                          0                  0                  1
## 3582                          1                  0                  0
## 3583                          0                  0                  0
## 3584                          0                  0                  0
## 3585                          0                  1                  0
## 3586                          1                  0                  1
## 3588                          1                  0                  0
## 3589                          0                  0                  0
## 3590                          1                  0                  0
## 3591                          0                  0                  1
## 3592                          1                  0                  0
## 3593                          0                  0                  0
## 3594                          0                  0                  1
## 3595                          1                  0                  0
## 3596                          0                  1                  0
## 3597                          0                  0                  1
## 3598                          0                  0                  0
## 3599                          0                  1                  0
## 3600                          0                  0                  0
## 3602                          0                  0                  1
## 3604                          1                  0                  0
## 3605                          1                  0                  0
## 3606                          1                  0                  0
## 3607                          1                  0                  0
## 3608                          0                  0                  0
## 3609                          0                  0                  1
## 3610                          1                  0                  0
## 3611                          1                  0                  1
## 3613                          0                  0                  0
## 3614                          0                  0                  1
## 3615                          0                  0                  0
## 3617                          0                  0                  1
## 3618                          1                  0                  0
## 3619                          1                  0                  0
## 3620                          0                  1                  0
## 3622                          0                  1                  0
## 3623                          0                  0                  1
## 3624                          0                  1                  0
## 3626                          0                  0                  1
## 3627                          1                  0                  0
## 3628                          1                  0                  0
## 3629                          1                  0                  1
## 3630                          0                  1                  0
## 3631                          0                  1                  0
## 3633                          0                  0                  0
## 3634                          1                  0                  0
## 3636                          0                  0                  0
## 3637                          1                  0                  0
## 3638                          0                  1                  0
## 3640                          0                  1                  0
## 3641                          1                  0                  0
## 3643                          1                  0                  0
## 3644                          0                  1                  0
## 3645                          0                  1                  0
## 3647                          0                  0                  0
## 3649                          1                  0                  0
## 3651                          0                  0                  0
## 3652                          0                  1                  0
## 3655                          0                  0                  0
## 3656                          1                  0                  0
## 3658                          1                  0                  0
## 3659                          0                  0                  0
## 3661                          1                  0                  0
## 3662                          1                  0                  0
## 3663                          0                  0                  1
## 3664                          1                  0                  1
## 3665                          0                  1                  0
## 3666                          1                  0                  0
## 3667                          0                  0                  0
## 3668                          1                  0                  0
## 3669                          0                  0                  0
## 3670                          0                  1                  0
## 3671                          0                  0                  1
## 3672                          0                  0                  0
## 3673                          0                  0                  1
## 3674                          0                  1                  0
## 3675                          0                  0                  0
## 3676                          1                  0                  0
## 3677                          1                  0                  0
## 3678                          0                  0                  1
## 3679                          1                  0                  0
## 3680                          0                  0                  1
## 3681                          1                  0                  0
## 3682                          1                  0                  0
## 3684                          1                  0                  0
## 3685                          0                  0                  0
## 3686                          0                  0                  0
## 3687                          0                  0                  0
## 3689                          1                  0                  1
## 3690                          1                  0                  0
## 3691                          0                  0                  0
## 3693                          1                  0                  0
## 3694                          0                  0                  0
## 3695                          0                  1                  0
## 3698                          0                  1                  0
## 3699                          0                  0                  1
## 3700                          0                  0                  1
## 3701                          1                  0                  0
## 3704                          0                  0                  0
## 3706                          0                  0                  1
## 3707                          0                  0                  1
## 3708                          1                  0                  0
## 3709                          0                  0                  1
## 3710                          1                  0                  0
## 3711                          1                  0                  0
## 3712                          0                  0                  0
## 3713                          1                  0                  1
## 3714                          0                  1                  0
## 3715                          0                  0                  1
## 3716                          0                  1                  0
## 3718                          0                  1                  0
## 3719                          0                  1                  0
## 3721                          1                  0                  0
## 3722                          1                  0                  0
## 3723                          0                  0                  1
## 3724                          0                  1                  0
## 3726                          1                  0                  0
## 3731                          0                  1                  0
## 3732                          0                  0                  0
## 3733                          0                  0                  0
## 3734                          0                  1                  0
## 3736                          1                  0                  1
## 3738                          0                  0                  1
## 3739                          1                  0                  0
## 3740                          1                  0                  0
## 3742                          0                  0                  0
## 3743                          0                  0                  0
## 3744                          1                  0                  0
## 3745                          0                  0                  1
## 3746                          1                  0                  1
## 3748                          0                  0                  0
## 3749                          0                  1                  0
## 3750                          1                  0                  0
## 3751                          0                  0                  0
## 3753                          0                  0                  1
## 3754                          1                  0                  0
## 3755                          1                  0                  0
## 3757                          0                  0                  0
## 3760                          0                  1                  0
## 3761                          0                  0                  1
## 3762                          1                  0                  1
## 3763                          1                  0                  0
## 3764                          0                  1                  0
## 3766                          1                  0                  0
## 3767                          1                  0                  1
## 3768                          0                  0                  0
## 3770                          1                  0                  0
## 3771                          0                  0                  0
## 3773                          0                  0                  0
## 3775                          0                  0                  0
## 3776                          0                  1                  0
## 3777                          1                  0                  0
## 3778                          1                  0                  0
## 3780                          1                  0                  0
## 3781                          1                  0                  0
## 3782                          1                  0                  0
## 3784                          0                  1                  0
## 3785                          0                  1                  0
## 3786                          1                  0                  0
## 3787                          1                  0                  0
## 3788                          0                  1                  0
## 3789                          0                  0                  0
## 3790                          1                  0                  0
## 3791                          0                  0                  0
## 3792                          0                  0                  1
## 3793                          1                  0                  0
## 3794                          0                  0                  1
## 3795                          1                  0                  1
## 3796                          1                  0                  0
## 3797                          0                  1                  0
## 3799                          1                  0                  0
## 3800                          1                  0                  0
## 3802                          1                  0                  0
## 3803                          0                  1                  0
## 3804                          0                  1                  0
## 3807                          0                  1                  0
## 3808                          1                  0                  0
## 3810                          1                  0                  0
## 3811                          0                  0                  1
## 3812                          0                  1                  0
## 3813                          1                  0                  1
## 3814                          0                  0                  1
## 3815                          1                  0                  1
## 3816                          1                  0                  0
## 3817                          1                  0                  0
## 3818                          0                  0                  1
## 3819                          0                  0                  0
## 3820                          0                  1                  0
## 3821                          0                  1                  0
## 3822                          0                  1                  0
## 3823                          1                  0                  0
## 3824                          1                  0                  0
## 3825                          1                  0                  1
## 3826                          0                  0                  0
## 3827                          0                  0                  0
## 3829                          0                  1                  0
## 3830                          0                  0                  0
## 3831                          1                  0                  0
## 3832                          1                  0                  0
## 3833                          0                  1                  0
## 3835                          1                  0                  0
## 3836                          1                  0                  0
## 3837                          1                  0                  0
## 3838                          0                  0                  1
## 3839                          1                  0                  0
## 3841                          0                  1                  0
## 3842                          0                  0                  0
## 3843                          1                  0                  1
## 3845                          0                  1                  0
## 3846                          0                  1                  0
## 3850                          1                  0                  0
## 3851                          0                  1                  0
## 3852                          0                  0                  1
## 3853                          1                  0                  0
## 3854                          0                  0                  0
## 3855                          1                  0                  0
## 3856                          0                  1                  0
## 3858                          1                  0                  0
## 3859                          0                  1                  0
## 3860                          0                  1                  0
## 3861                          0                  0                  0
## 3862                          1                  0                  0
## 3863                          1                  0                  0
## 3864                          0                  0                  1
## 3865                          1                  0                  0
## 3866                          1                  0                  0
## 3867                          0                  0                  1
## 3869                          1                  0                  0
## 3870                          1                  0                  0
## 3872                          1                  0                  1
## 3874                          0                  0                  0
## 3875                          0                  0                  1
## 3876                          0                  0                  0
## 3877                          1                  0                  1
## 3879                          1                  0                  0
## 3880                          1                  0                  1
## 3881                          1                  0                  0
## 3883                          0                  1                  0
## 3887                          0                  0                  0
## 3888                          1                  0                  1
## 3889                          0                  1                  0
## 3894                          0                  1                  0
## 3895                          1                  0                  0
## 3896                          0                  0                  1
## 3897                          1                  0                  0
## 3898                          0                  1                  0
## 3899                          0                  0                  0
## 3900                          1                  0                  0
## 3901                          1                  0                  0
## 3902                          1                  0                  1
## 3903                          0                  1                  0
## 3904                          1                  0                  0
## 3905                          0                  0                  1
## 3906                          1                  0                  1
## 3907                          0                  1                  0
## 3908                          0                  1                  0
## 3909                          1                  0                  1
## 3910                          1                  0                  0
## 3911                          1                  0                  0
## 3913                          1                  0                  0
## 3914                          1                  0                  0
## 3915                          0                  0                  1
## 3916                          1                  0                  0
## 3917                          1                  0                  0
## 3919                          0                  0                  0
## 3920                          0                  0                  0
## 3921                          0                  1                  0
## 3923                          0                  0                  0
## 3924                          1                  0                  1
## 3925                          0                  0                  1
## 3926                          1                  0                  0
## 3927                          0                  1                  0
## 3928                          0                  0                  1
## 3930                          0                  0                  1
## 3931                          0                  1                  0
## 3932                          0                  0                  1
## 3933                          1                  0                  0
## 3934                          0                  0                  0
## 3935                          0                  1                  0
## 3940                          0                  0                  1
## 3942                          1                  0                  0
## 3944                          1                  0                  0
## 3945                          0                  0                  1
## 3946                          1                  0                  0
## 3947                          1                  0                  0
## 3948                          1                  0                  0
## 3949                          0                  0                  0
## 3952                          1                  0                  0
## 3953                          0                  0                  0
## 3954                          0                  0                  0
## 3955                          0                  0                  0
## 3956                          1                  0                  0
## 3958                          1                  0                  1
## 3959                          1                  0                  0
## 3960                          1                  0                  1
## 3961                          0                  1                  0
## 3962                          0                  1                  0
## 3963                          1                  0                  0
## 3964                          0                  0                  1
## 3966                          0                  0                  1
## 3967                          0                  0                  1
## 3968                          0                  0                  1
## 3969                          1                  0                  0
## 3970                          0                  0                  0
## 3971                          1                  0                  1
## 3972                          1                  0                  0
## 3974                          1                  0                  0
## 3975                          1                  0                  0
## 3976                          0                  1                  0
## 3977                          0                  0                  0
## 3978                          0                  1                  0
## 3979                          0                  0                  1
## 3980                          1                  0                  1
## 3981                          1                  0                  0
## 3982                          0                  0                  1
## 3983                          0                  0                  1
## 3985                          1                  0                  0
## 3987                          0                  0                  1
## 3988                          1                  0                  0
## 3989                          1                  0                  1
## 3990                          0                  1                  0
## 3991                          0                  0                  0
## 3993                          1                  0                  0
## 3995                          1                  0                  0
## 3996                          0                  0                  1
## 3997                          0                  1                  0
## 3998                          0                  0                  1
## 4000                          0                  1                  0
## 4001                          0                  1                  0
## 4002                          0                  0                  0
## 4003                          0                  0                  1
## 4006                          0                  0                  0
## 4007                          0                  0                  0
## 4009                          0                  0                  1
## 4010                          0                  0                  0
## 4011                          0                  0                  1
## 4012                          0                  0                  1
## 4013                          1                  0                  0
## 4014                          0                  0                  1
## 4015                          0                  1                  0
## 4016                          0                  1                  0
## 4017                          0                  1                  0
## 4018                          0                  0                  0
## 4019                          1                  0                  0
## 4021                          0                  0                  0
## 4022                          1                  0                  1
## 4023                          0                  0                  1
## 4025                          1                  0                  0
## 4026                          1                  0                  0
## 4027                          0                  0                  1
## 4028                          0                  0                  0
## 4029                          1                  0                  0
## 4030                          0                  1                  0
## 4031                          0                  1                  0
## 4032                          0                  1                  0
## 4034                          0                  0                  1
## 4036                          0                  0                  0
## 4037                          0                  0                  1
## 4039                          1                  0                  0
## 4040                          0                  0                  0
## 4041                          1                  0                  1
## 4042                          0                  0                  1
## 4043                          1                  0                  0
## 4044                          1                  0                  0
## 4045                          1                  0                  0
## 4046                          0                  0                  0
## 4047                          0                  0                  1
## 4048                          0                  0                  0
## 4049                          0                  0                  1
## 4050                          0                  0                  0
## 4051                          0                  1                  0
## 4052                          1                  0                  0
## 4053                          0                  0                  0
## 4055                          0                  0                  1
## 4056                          1                  0                  0
## 4057                          1                  0                  0
## 4058                          0                  0                  1
## 4059                          0                  1                  0
## 4060                          0                  0                  1
## 4061                          0                  0                  1
## 4064                          1                  0                  0
## 4065                          0                  0                  1
## 4066                          1                  0                  0
## 4067                          0                  0                  1
## 4068                          1                  0                  0
## 4070                          1                  0                  1
## 4071                          1                  0                  0
## 4072                          0                  0                  1
## 4073                          1                  0                  1
## 4075                          1                  0                  0
## 4076                          0                  0                  1
## 4077                          1                  0                  0
## 4078                          1                  0                  0
## 4079                          0                  0                  0
## 4080                          0                  0                  1
## 4081                          0                  1                  0
## 4082                          1                  0                  0
## 4083                          1                  0                  0
## 4084                          0                  0                  1
## 4085                          0                  0                  0
## 4087                          1                  0                  0
## 4088                          1                  0                  0
## 4089                          1                  0                  1
## 4090                          1                  0                  1
## 4092                          0                  1                  0
## 4094                          0                  1                  0
## 4095                          0                  0                  1
## 4096                          0                  0                  0
## 4097                          1                  0                  0
## 4098                          0                  0                  0
## 4099                          1                  0                  1
## 4100                          1                  0                  0
## 4101                          1                  0                  1
## 4103                          0                  0                  0
## 4106                          1                  0                  1
## 4108                          0                  1                  0
## 4109                          0                  0                  1
## 4110                          0                  1                  0
## 4111                          1                  0                  1
## 4113                          0                  1                  0
## 4114                          1                  0                  0
## 4116                          0                  0                  1
## 4118                          1                  0                  0
## 4119                          1                  0                  1
## 4121                          0                  1                  0
## 4122                          0                  0                  0
## 4123                          1                  0                  0
## 4125                          0                  1                  0
## 4126                          0                  0                  0
## 4127                          1                  0                  0
## 4128                          1                  0                  0
## 4129                          0                  0                  1
## 4131                          0                  1                  0
## 4132                          1                  0                  0
## 4134                          1                  0                  0
## 4136                          0                  0                  1
## 4138                          1                  0                  1
## 4139                          0                  0                  1
## 4140                          1                  0                  0
## 4141                          0                  1                  0
## 4142                          0                  1                  0
## 4146                          0                  0                  1
## 4147                          0                  1                  0
## 4148                          1                  0                  0
## 4149                          1                  0                  1
## 4151                          0                  0                  0
## 4152                          0                  1                  0
## 4154                          0                  0                  1
## 4156                          0                  0                  1
## 4157                          0                  0                  1
## 4158                          1                  0                  0
## 4161                          0                  0                  0
## 4162                          0                  0                  1
## 4163                          1                  0                  0
## 4165                          0                  1                  0
## 4166                          0                  1                  0
## 4167                          1                  0                  0
## 4168                          0                  0                  0
## 4169                          0                  1                  0
## 4171                          0                  0                  0
## 4172                          0                  0                  1
## 4173                          1                  0                  0
## 4174                          0                  0                  0
## 4175                          1                  0                  0
## 4176                          1                  0                  0
## 4177                          0                  0                  0
## 4180                          1                  0                  0
## 4181                          0                  1                  0
## 4182                          1                  0                  0
## 4183                          0                  0                  1
## 4184                          1                  0                  1
## 4186                          0                  1                  0
## 4187                          0                  1                  0
## 4188                          0                  1                  0
## 4189                          0                  0                  1
## 4190                          0                  1                  0
## 4191                          1                  0                  0
## 4192                          0                  1                  0
## 4193                          1                  0                  0
## 4194                          0                  0                  1
## 4195                          0                  1                  0
## 4197                          0                  1                  0
## 4199                          0                  0                  1
## 4200                          1                  0                  1
## 4201                          0                  0                  1
## 4202                          0                  0                  0
## 4204                          0                  0                  0
## 4205                          1                  0                  0
## 4206                          1                  0                  0
## 4207                          0                  0                  0
## 4209                          1                  0                  0
## 4213                          1                  0                  0
## 4215                          0                  1                  0
## 4216                          1                  0                  1
## 4217                          1                  0                  0
## 4218                          0                  1                  0
## 4219                          0                  1                  0
## 4220                          1                  0                  0
## 4221                          0                  0                  1
## 4222                          1                  0                  0
## 4223                          1                  0                  1
## 4225                          0                  0                  1
## 4226                          1                  0                  0
## 4228                          0                  1                  0
## 4229                          1                  0                  1
## 4230                          0                  1                  0
## 4231                          0                  0                  0
## 4232                          0                  1                  0
## 4234                          1                  0                  0
## 4235                          0                  0                  1
## 4237                          0                  0                  1
## 4238                          0                  1                  0
## 4239                          0                  1                  0
## 4240                          1                  0                  1
## 4241                          1                  0                  1
## 4242                          1                  0                  0
## 4243                          0                  0                  0
## 4244                          1                  0                  1
## 4245                          0                  0                  1
## 4246                          0                  0                  0
## 4248                          1                  0                  1
## 4249                          0                  0                  0
## 4250                          0                  1                  0
## 4251                          1                  0                  0
## 4252                          1                  0                  1
## 4254                          0                  0                  0
## 4256                          0                  0                  1
## 4258                          1                  0                  0
## 4259                          1                  0                  0
## 4260                          1                  0                  1
## 4261                          0                  0                  1
## 4262                          1                  0                  0
## 4263                          1                  0                  1
## 4264                          0                  0                  1
## 4265                          0                  1                  0
## 4266                          0                  1                  0
## 4267                          1                  0                  0
## 4268                          0                  1                  0
## 4269                          0                  1                  0
## 4270                          0                  0                  0
## 4271                          0                  1                  0
## 4273                          0                  1                  0
## 4275                          0                  0                  1
## 4276                          1                  0                  0
## 4277                          1                  0                  0
## 4279                          0                  0                  1
## 4281                          1                  0                  0
## 4282                          1                  0                  0
## 4283                          0                  1                  0
## 4284                          0                  0                  0
## 4286                          1                  0                  0
## 4288                          1                  0                  1
## 4289                          0                  0                  1
## 4290                          0                  0                  1
## 4291                          0                  0                  1
## 4292                          0                  0                  0
## 4293                          0                  0                  1
## 4294                          0                  1                  0
## 4295                          0                  1                  0
## 4296                          1                  0                  1
## 4297                          0                  1                  0
## 4298                          0                  1                  0
## 4299                          0                  1                  0
## 4301                          1                  0                  0
## 4302                          1                  0                  0
## 4304                          0                  0                  1
## 4305                          0                  0                  0
## 4306                          0                  0                  0
## 4307                          1                  0                  0
## 4308                          1                  0                  0
## 4309                          1                  0                  0
## 4310                          0                  0                  1
## 4311                          0                  1                  0
## 4312                          0                  0                  0
## 4314                          0                  1                  0
## 4317                          1                  0                  0
## 4318                          0                  0                  1
## 4319                          0                  1                  0
## 4320                          1                  0                  0
## 4321                          1                  0                  0
## 4322                          0                  0                  0
## 4324                          1                  0                  0
## 4325                          0                  1                  0
## 4326                          0                  0                  1
## 4327                          1                  0                  1
## 4328                          1                  0                  1
## 4329                          1                  0                  0
## 4330                          1                  0                  1
## 4331                          1                  0                  0
## 4333                          0                  0                  0
## 4335                          0                  0                  0
## 4337                          1                  0                  0
## 4338                          0                  0                  0
## 4339                          0                  1                  0
## 4341                          1                  0                  0
## 4343                          1                  0                  1
## 4344                          0                  0                  0
## 4345                          0                  1                  0
## 4346                          1                  0                  1
## 4347                          1                  0                  0
## 4348                          0                  1                  0
## 4349                          0                  0                  0
## 4350                          0                  1                  0
## 4351                          0                  1                  0
## 4355                          0                  0                  1
## 4356                          0                  1                  0
## 4357                          1                  0                  0
## 4358                          0                  0                  1
## 4359                          0                  0                  0
## 4360                          1                  0                  1
## 4361                          0                  0                  0
## 4362                          1                  0                  0
## 4363                          0                  0                  0
## 4364                          0                  0                  1
## 4365                          0                  1                  0
## 4367                          0                  1                  0
## 4368                          0                  1                  0
## 4369                          1                  0                  1
## 4370                          1                  0                  1
## 4371                          1                  0                  0
## 4373                          1                  0                  0
## 4374                          1                  0                  0
## 4376                          0                  0                  1
## 4378                          0                  1                  0
## 4382                          1                  0                  1
## 4383                          0                  0                  1
## 4386                          1                  0                  0
## 4387                          0                  0                  0
## 4388                          1                  0                  0
## 4389                          0                  0                  0
## 4390                          1                  0                  1
## 4391                          0                  0                  1
## 4392                          1                  0                  1
## 4393                          0                  0                  0
## 4395                          0                  0                  1
## 4396                          0                  0                  0
## 4397                          1                  0                  0
## 4398                          1                  0                  0
## 4399                          0                  0                  1
## 4401                          0                  0                  1
## 4402                          0                  0                  1
## 4403                          1                  0                  0
## 4405                          0                  1                  0
## 4406                          1                  0                  0
## 4407                          0                  1                  0
## 4408                          0                  0                  1
## 4409                          0                  0                  0
## 4410                          1                  0                  0
## 4411                          0                  0                  1
## 4412                          0                  1                  0
## 4413                          0                  0                  1
## 4414                          1                  0                  0
## 4415                          1                  0                  0
## 4416                          0                  0                  0
## 4417                          0                  0                  0
## 4418                          0                  0                  1
## 4419                          1                  0                  0
## 4420                          1                  0                  0
## 4421                          1                  0                  0
## 4422                          0                  0                  1
## 4423                          0                  0                  1
## 4424                          1                  0                  0
## 4425                          0                  0                  1
## 4426                          1                  0                  0
## 4427                          1                  0                  1
## 4428                          1                  0                  0
## 4429                          0                  0                  1
## 4431                          0                  1                  0
## 4432                          0                  1                  0
## 4433                          0                  0                  0
## 4434                          0                  1                  0
## 4435                          1                  0                  0
## 4436                          0                  0                  0
## 4437                          0                  1                  0
## 4438                          1                  0                  1
## 4439                          1                  0                  0
## 4440                          1                  0                  1
## 4441                          1                  0                  0
## 4442                          1                  0                  0
## 4443                          0                  0                  0
## 4446                          1                  0                  0
## 4447                          0                  1                  0
## 4448                          0                  0                  0
## 4449                          0                  1                  0
## 4450                          1                  0                  1
## 4452                          1                  0                  0
## 4453                          1                  0                  0
## 4454                          1                  0                  0
## 4455                          1                  0                  0
## 4456                          1                  0                  0
## 4457                          1                  0                  1
## 4458                          0                  0                  0
## 4459                          1                  0                  0
## 4461                          0                  1                  0
## 4464                          1                  0                  1
## 4465                          1                  0                  1
## 4466                          1                  0                  0
## 4469                          0                  1                  0
## 4470                          0                  0                  1
## 4471                          0                  0                  0
## 4472                          0                  1                  0
## 4473                          1                  0                  0
## 4475                          1                  0                  0
## 4476                          0                  1                  0
## 4478                          0                  0                  1
## 4479                          1                  0                  0
## 4480                          0                  1                  0
## 4483                          1                  0                  1
## 4484                          0                  1                  0
## 4485                          0                  1                  0
## 4486                          0                  1                  0
## 4489                          0                  0                  1
## 4490                          1                  0                  0
## 4492                          1                  0                  1
## 4493                          1                  0                  0
## 4494                          0                  1                  0
## 4495                          1                  0                  0
## 4496                          1                  0                  1
## 4498                          0                  1                  0
## 4500                          0                  0                  1
## 4501                          0                  1                  0
## 4502                          1                  0                  0
## 4503                          0                  0                  0
## 4504                          0                  0                  0
## 4506                          0                  0                  1
## 4507                          1                  0                  0
## 4508                          1                  0                  0
## 4510                          1                  0                  0
## 4511                          1                  0                  0
## 4512                          1                  0                  0
## 4513                          0                  1                  0
## 4514                          0                  0                  1
## 4515                          0                  1                  0
## 4516                          1                  0                  1
## 4517                          1                  0                  1
## 4518                          1                  0                  1
## 4521                          1                  0                  0
## 4523                          0                  1                  0
## 4525                          1                  0                  0
## 4526                          1                  0                  0
## 4527                          0                  0                  0
## 4528                          1                  0                  0
## 4531                          1                  0                  0
## 4532                          0                  0                  1
## 4533                          0                  1                  0
## 4534                          0                  0                  0
## 4535                          1                  0                  0
## 4536                          0                  1                  0
## 4538                          0                  0                  0
## 4539                          1                  0                  0
## 4540                          1                  0                  1
## 4541                          1                  0                  0
## 4542                          1                  0                  0
## 4543                          0                  1                  0
## 4544                          1                  0                  0
## 4545                          0                  1                  0
## 4546                          1                  0                  1
## 4547                          1                  0                  1
## 4548                          0                  1                  0
## 4549                          1                  0                  0
## 4550                          0                  0                  0
## 4552                          0                  1                  0
## 4553                          1                  0                  0
## 4554                          0                  0                  0
## 4555                          1                  0                  1
## 4556                          1                  0                  0
## 4560                          1                  0                  0
## 4561                          1                  0                  0
## 4562                          0                  0                  1
## 4563                          0                  1                  0
## 4564                          1                  0                  0
## 4565                          1                  0                  0
## 4566                          0                  1                  0
## 4569                          0                  1                  0
## 4570                          1                  0                  1
## 4571                          0                  0                  0
## 4572                          1                  0                  0
## 4573                          0                  1                  0
## 4574                          0                  1                  0
## 4575                          0                  0                  1
## 4576                          0                  0                  1
## 4577                          0                  0                  1
## 4578                          1                  0                  0
## 4579                          1                  0                  1
## 4580                          1                  0                  0
## 4581                          1                  0                  0
## 4582                          0                  1                  0
## 4585                          0                  1                  0
## 4586                          0                  1                  0
## 4587                          1                  0                  0
## 4588                          0                  0                  0
## 4589                          1                  0                  0
## 4590                          1                  0                  0
## 4591                          0                  0                  1
## 4592                          0                  0                  0
## 4593                          1                  0                  1
## 4594                          1                  0                  0
## 4595                          0                  1                  0
## 4596                          0                  0                  1
## 4598                          0                  0                  0
## 4599                          0                  1                  0
## 4600                          0                  0                  0
## 4601                          0                  0                  0
## 4602                          0                  0                  0
## 4603                          1                  0                  1
## 4604                          0                  1                  0
## 4605                          0                  0                  0
## 4606                          1                  0                  0
## 4607                          0                  1                  0
## 4609                          0                  0                  0
## 4610                          0                  1                  0
## 4611                          1                  0                  0
## 4612                          1                  0                  0
## 4613                          1                  0                  1
## 4614                          0                  0                  1
## 4615                          1                  0                  0
## 4616                          1                  0                  0
## 4617                          1                  0                  0
## 4618                          1                  0                  0
## 4619                          1                  0                  0
## 4620                          1                  0                  1
## 4622                          0                  1                  0
## 4623                          0                  0                  1
## 4625                          0                  1                  0
## 4626                          0                  1                  0
## 4627                          0                  1                  0
##      OnlineBackup_No DeviceProtection_Yes TechSupport_Yes StreamingTV_Yes
## 1                  0                    0               0               0
## 2                  1                    1               0               0
## 3                  0                    0               0               0
## 4                  1                    1               1               0
## 5                  1                    0               0               0
## 8                  1                    0               0               0
## 9                  1                    1               1               1
## 10                 0                    0               0               0
## 12                 1                    0               0               0
## 13                 1                    1               0               1
## 15                 1                    1               1               1
## 18                 1                    1               0               1
## 19                 1                    1               1               0
## 20                 0                    1               0               0
## 21                 1                    1               0               0
## 22                 1                    0               0               0
## 24                 0                    0               1               0
## 26                 0                    0               0               0
## 27                 0                    0               0               1
## 29                 0                    1               1               1
## 30                 1                    0               0               1
## 31                 0                    1               1               0
## 32                 1                    1               0               1
## 33                 0                    1               1               0
## 34                 1                    0               0               0
## 35                 1                    0               0               0
## 36                 0                    0               1               1
## 38                 1                    1               0               0
## 40                 1                    1               0               1
## 42                 0                    0               0               1
## 43                 1                    0               0               0
## 44                 0                    1               1               1
## 46                 1                    0               0               0
## 48                 1                    0               0               1
## 49                 1                    0               1               1
## 50                 1                    1               1               0
## 51                 0                    0               0               1
## 53                 1                    0               1               1
## 55                 0                    1               1               0
## 56                 1                    0               0               1
## 57                 1                    0               0               1
## 59                 1                    0               0               0
## 60                 1                    1               1               1
## 61                 1                    1               0               1
## 63                 0                    1               0               0
## 65                 1                    0               0               1
## 66                 0                    0               1               1
## 67                 0                    0               0               0
## 69                 1                    0               0               0
## 70                 1                    1               0               0
## 71                 1                    0               1               0
## 72                 1                    0               0               0
## 73                 1                    1               1               1
## 75                 1                    0               1               0
## 76                 0                    1               0               1
## 77                 1                    0               0               0
## 78                 0                    0               0               0
## 79                 0                    0               0               1
## 80                 1                    0               0               0
## 82                 1                    0               0               1
## 83                 1                    1               0               0
## 84                 0                    1               1               1
## 85                 1                    0               0               0
## 86                 0                    0               0               1
## 87                 1                    0               0               1
## 88                 1                    0               0               0
## 89                 1                    0               0               0
## 91                 0                    1               0               0
## 92                 1                    0               1               0
## 93                 1                    1               1               1
## 94                 0                    1               0               1
## 95                 0                    1               0               1
## 96                 1                    0               0               0
## 97                 0                    0               1               0
## 98                 1                    0               0               0
## 99                 1                    0               0               0
## 100                0                    1               0               1
## 102                1                    0               0               0
## 103                1                    1               1               1
## 104                0                    1               0               1
## 106                1                    0               0               0
## 108                1                    0               0               0
## 109                1                    0               0               1
## 110                1                    0               0               0
## 111                0                    0               0               1
## 112                1                    1               1               0
## 113                0                    1               0               1
## 114                1                    0               0               0
## 115                0                    0               1               1
## 117                1                    0               0               0
## 118                1                    0               0               1
## 119                1                    0               0               0
## 120                0                    0               1               0
## 121                1                    1               0               1
## 122                1                    0               0               0
## 123                1                    0               0               0
## 124                1                    0               0               0
## 126                1                    0               1               1
## 127                1                    1               0               0
## 128                1                    0               0               0
## 129                1                    0               0               0
## 130                0                    0               0               1
## 131                1                    0               0               0
## 132                0                    1               0               1
## 133                1                    0               1               0
## 134                1                    0               0               0
## 137                1                    0               0               0
## 138                1                    0               0               0
## 139                1                    0               0               0
## 141                0                    1               1               1
## 142                1                    0               1               0
## 144                0                    0               0               0
## 145                1                    0               0               0
## 146                0                    0               1               1
## 147                1                    0               0               0
## 148                1                    0               0               0
## 149                0                    1               0               1
## 150                0                    1               1               0
## 151                1                    0               1               1
## 152                1                    0               0               1
## 153                0                    1               0               1
## 154                0                    1               1               1
## 155                1                    0               0               0
## 156                1                    0               0               0
## 157                1                    0               0               1
## 158                1                    0               0               0
## 160                1                    0               0               0
## 162                1                    0               0               0
## 163                1                    0               0               0
## 164                0                    1               1               0
## 165                1                    0               0               0
## 166                1                    0               0               0
## 167                1                    0               0               0
## 168                0                    1               1               1
## 169                0                    1               0               0
## 170                1                    0               0               0
## 172                1                    1               1               1
## 173                0                    1               1               1
## 174                1                    1               0               1
## 175                1                    0               0               0
## 177                1                    0               0               0
## 178                1                    0               0               0
## 179                0                    1               0               1
## 181                0                    0               0               0
## 182                1                    0               0               0
## 183                1                    0               0               0
## 185                0                    1               0               0
## 186                1                    0               0               0
## 188                1                    0               1               0
## 189                1                    0               0               0
## 190                0                    0               0               0
## 191                1                    0               1               0
## 192                0                    1               0               0
## 193                1                    0               0               0
## 195                1                    0               0               0
## 196                0                    0               1               1
## 197                1                    0               0               0
## 199                0                    1               1               1
## 200                1                    0               0               0
## 201                1                    0               1               1
## 202                0                    0               1               0
## 203                1                    1               0               1
## 205                1                    0               0               0
## 207                0                    1               1               0
## 208                1                    0               0               0
## 209                1                    1               1               1
## 210                0                    1               1               1
## 211                1                    0               0               0
## 212                1                    0               0               0
## 213                1                    0               0               0
## 214                1                    0               0               0
## 215                1                    0               0               0
## 216                0                    1               0               1
## 217                0                    1               1               0
## 218                0                    1               1               1
## 219                0                    1               1               1
## 221                1                    0               0               0
## 222                1                    0               0               0
## 223                1                    0               0               0
## 224                1                    0               1               0
## 225                1                    0               0               0
## 226                1                    0               0               1
## 227                1                    1               1               1
## 228                1                    0               0               1
## 229                1                    0               1               0
## 230                0                    0               1               1
## 231                0                    0               1               1
## 232                0                    0               1               0
## 233                1                    0               0               0
## 234                1                    0               0               0
## 235                1                    0               0               0
## 236                0                    0               0               0
## 237                1                    0               1               0
## 238                1                    0               0               0
## 239                0                    0               0               1
## 240                1                    0               0               0
## 241                0                    1               1               1
## 242                0                    1               1               1
## 243                1                    0               1               1
## 244                0                    1               0               0
## 246                1                    0               0               0
## 247                1                    1               0               0
## 248                0                    0               0               0
## 249                1                    0               0               0
## 250                0                    1               0               0
## 252                1                    0               0               0
## 254                0                    1               1               1
## 256                0                    1               1               1
## 257                0                    1               1               1
## 258                0                    1               1               1
## 259                1                    0               0               0
## 260                1                    1               0               0
## 261                1                    1               0               0
## 262                0                    1               0               1
## 265                0                    1               1               1
## 266                0                    1               1               1
## 267                1                    0               0               0
## 268                0                    0               1               1
## 269                1                    0               0               0
## 271                1                    0               1               1
## 272                0                    0               1               0
## 273                1                    0               0               0
## 276                0                    0               1               0
## 277                0                    1               0               1
## 278                0                    0               0               0
## 279                1                    1               1               1
## 280                0                    0               0               0
## 281                0                    0               0               0
## 282                0                    0               0               0
## 283                1                    0               0               0
## 284                1                    0               0               0
## 285                1                    1               0               1
## 286                1                    0               0               0
## 287                1                    0               0               0
## 288                1                    0               0               0
## 289                0                    0               0               0
## 290                1                    0               0               0
## 291                1                    0               0               0
## 292                0                    1               0               0
## 293                0                    1               1               0
## 294                1                    0               0               1
## 295                1                    0               0               0
## 297                1                    1               0               0
## 298                1                    1               0               1
## 299                1                    1               0               1
## 300                1                    0               0               0
## 302                1                    0               0               1
## 303                1                    1               1               0
## 304                0                    1               1               1
## 305                0                    0               0               0
## 306                1                    0               0               0
## 307                1                    0               0               0
## 308                1                    1               1               1
## 310                1                    1               0               1
## 311                1                    0               0               0
## 312                1                    0               1               0
## 313                0                    1               1               1
## 315                1                    0               0               1
## 317                1                    0               0               0
## 318                0                    0               1               1
## 319                1                    1               0               1
## 320                1                    0               1               1
## 321                0                    0               1               1
## 322                0                    1               1               1
## 323                1                    0               0               0
## 324                1                    0               0               0
## 325                0                    0               1               1
## 326                0                    0               1               1
## 327                1                    0               1               1
## 329                1                    0               0               1
## 332                1                    0               0               0
## 333                0                    1               0               1
## 334                1                    0               0               0
## 335                1                    1               0               0
## 336                0                    1               1               0
## 337                0                    1               0               1
## 338                0                    1               1               1
## 339                0                    0               0               1
## 340                0                    1               0               1
## 341                0                    0               1               0
## 342                0                    1               1               1
## 343                0                    1               0               0
## 344                1                    0               0               0
## 346                1                    0               0               0
## 347                1                    0               0               1
## 348                1                    0               0               0
## 349                1                    0               0               1
## 350                0                    1               0               0
## 352                1                    0               0               0
## 353                1                    0               0               1
## 354                0                    1               0               0
## 356                1                    0               0               0
## 357                1                    0               0               0
## 358                0                    0               1               1
## 360                1                    0               0               1
## 361                1                    0               0               0
## 362                0                    0               1               1
## 363                1                    1               0               0
## 365                1                    0               1               0
## 367                1                    0               0               0
## 368                1                    0               0               0
## 369                1                    1               0               1
## 370                0                    1               1               1
## 371                1                    0               0               0
## 373                1                    0               1               0
## 374                0                    1               1               0
## 375                0                    0               0               1
## 376                0                    1               1               1
## 377                1                    0               0               0
## 378                1                    1               1               1
## 379                0                    1               1               1
## 380                1                    1               1               0
## 381                0                    1               1               0
## 382                0                    0               0               0
## 383                0                    1               1               1
## 384                0                    0               0               0
## 385                0                    1               0               1
## 387                0                    1               0               0
## 388                0                    1               1               0
## 391                1                    0               0               1
## 392                0                    1               1               1
## 393                1                    0               0               0
## 395                1                    0               0               1
## 396                0                    1               1               1
## 397                1                    1               1               1
## 399                1                    1               1               1
## 400                1                    0               0               0
## 401                1                    0               0               0
## 402                1                    0               0               0
## 403                1                    1               0               1
## 405                1                    0               0               0
## 407                1                    1               0               1
## 408                0                    0               0               1
## 409                1                    0               0               0
## 411                0                    0               0               0
## 412                1                    0               0               0
## 413                1                    0               0               0
## 415                1                    0               0               0
## 416                0                    0               0               0
## 417                0                    1               1               0
## 418                1                    0               0               0
## 419                0                    0               0               0
## 421                1                    0               0               0
## 423                0                    1               1               0
## 426                1                    0               0               0
## 427                0                    1               0               1
## 428                1                    0               0               0
## 429                1                    0               0               0
## 430                1                    0               1               0
## 431                1                    0               0               0
## 432                0                    1               1               1
## 433                1                    1               0               0
## 434                1                    0               0               0
## 435                1                    0               0               0
## 436                1                    1               1               1
## 437                1                    0               0               0
## 438                0                    1               1               1
## 439                1                    0               1               0
## 441                1                    1               1               1
## 442                1                    0               0               1
## 443                0                    1               1               1
## 445                1                    0               0               0
## 447                1                    0               0               0
## 448                1                    0               0               0
## 449                1                    1               0               1
## 450                0                    0               1               1
## 451                1                    0               0               0
## 452                1                    1               1               0
## 453                0                    1               1               1
## 454                1                    0               0               0
## 455                1                    0               0               0
## 456                0                    1               0               1
## 458                0                    1               1               1
## 459                1                    0               0               0
## 460                1                    0               0               0
## 461                1                    0               0               0
## 462                0                    0               0               1
## 464                0                    0               0               1
## 466                1                    0               1               0
## 467                1                    1               1               1
## 469                1                    0               0               0
## 470                1                    0               0               0
## 471                1                    0               0               0
## 473                1                    1               0               1
## 474                1                    0               1               0
## 476                0                    0               0               0
## 477                0                    0               1               1
## 479                1                    0               1               1
## 481                1                    0               0               0
## 482                1                    1               0               0
## 483                1                    0               0               0
## 484                0                    1               1               1
## 485                0                    0               0               1
## 486                1                    0               0               0
## 487                0                    0               0               1
## 488                0                    1               1               1
## 489                1                    0               0               0
## 490                0                    1               0               1
## 491                0                    0               0               1
## 492                1                    0               0               0
## 493                0                    0               0               0
## 494                1                    0               0               0
## 495                0                    1               0               0
## 496                0                    0               1               0
## 497                1                    0               0               0
## 498                0                    0               0               0
## 499                0                    1               0               0
## 500                0                    1               1               1
## 501                1                    0               0               0
## 502                1                    0               0               0
## 504                0                    1               1               1
## 505                0                    1               0               0
## 506                1                    1               0               0
## 507                1                    0               1               1
## 509                1                    0               0               0
## 510                1                    1               1               0
## 511                1                    1               0               1
## 513                0                    0               1               1
## 514                0                    1               1               0
## 516                1                    0               1               0
## 517                1                    0               0               0
## 518                1                    0               0               0
## 519                1                    0               0               0
## 520                0                    1               0               1
## 521                1                    0               0               0
## 522                1                    0               0               0
## 524                1                    1               0               1
## 525                1                    1               0               1
## 526                0                    1               1               1
## 527                0                    0               1               1
## 528                1                    0               0               0
## 529                0                    1               1               1
## 530                1                    0               0               0
## 531                1                    0               0               0
## 532                1                    0               0               1
## 533                1                    1               1               1
## 534                1                    0               0               0
## 535                1                    1               0               1
## 536                0                    0               0               0
## 537                0                    1               0               0
## 538                0                    0               0               1
## 539                0                    1               1               1
## 540                0                    1               1               1
## 541                1                    0               0               0
## 542                1                    0               0               0
## 543                1                    0               0               1
## 544                1                    0               1               1
## 545                1                    0               0               0
## 546                0                    0               0               1
## 547                0                    0               1               1
## 548                0                    1               0               1
## 549                1                    0               0               0
## 552                1                    0               0               0
## 553                1                    0               0               0
## 554                0                    0               0               0
## 555                1                    1               0               0
## 556                1                    0               0               0
## 557                0                    0               1               1
## 558                1                    0               0               0
## 559                1                    0               1               0
## 560                0                    0               1               1
## 561                1                    0               0               0
## 562                1                    0               0               1
## 563                1                    1               0               1
## 564                1                    1               1               1
## 568                1                    1               0               1
## 569                0                    1               1               0
## 570                1                    0               0               0
## 571                0                    0               1               0
## 573                0                    0               0               1
## 574                0                    1               1               1
## 575                0                    0               1               1
## 576                1                    1               0               1
## 577                1                    0               0               0
## 578                0                    0               0               0
## 579                1                    0               0               0
## 580                1                    0               0               0
## 581                1                    0               0               0
## 582                1                    1               0               1
## 584                1                    0               0               0
## 586                0                    0               0               1
## 587                1                    0               0               0
## 589                0                    1               1               1
## 590                1                    1               1               1
## 591                1                    0               0               0
## 592                0                    1               0               1
## 594                1                    0               0               0
## 595                1                    1               1               0
## 596                0                    1               1               1
## 597                1                    0               1               0
## 598                0                    0               0               0
## 599                1                    0               0               0
## 600                1                    0               1               0
## 601                1                    0               0               0
## 602                1                    0               0               0
## 603                0                    1               1               1
## 604                1                    1               1               1
## 605                1                    1               1               1
## 607                1                    0               1               0
## 608                0                    1               1               1
## 609                1                    1               0               1
## 611                0                    1               1               0
## 612                1                    0               0               0
## 613                0                    1               0               1
## 615                1                    0               0               0
## 616                1                    0               0               0
## 617                1                    1               1               1
## 618                0                    0               1               0
## 619                0                    0               0               0
## 620                1                    0               0               0
## 621                0                    1               0               0
## 622                1                    1               0               1
## 623                1                    0               0               0
## 624                1                    0               0               0
## 625                1                    0               1               1
## 627                0                    1               0               1
## 630                0                    1               1               1
## 631                1                    0               0               0
## 634                1                    0               1               1
## 635                0                    1               0               1
## 638                1                    1               0               1
## 639                1                    0               0               0
## 640                1                    0               0               0
## 641                1                    0               0               1
## 642                1                    0               0               1
## 643                0                    1               0               0
## 645                1                    0               0               1
## 648                0                    0               0               0
## 649                1                    0               0               0
## 650                1                    0               0               0
## 651                1                    1               0               0
## 652                1                    0               0               0
## 653                1                    0               0               0
## 654                1                    0               0               0
## 655                1                    0               1               1
## 656                0                    1               1               1
## 657                0                    1               0               1
## 659                1                    0               0               0
## 660                1                    0               0               0
## 661                1                    0               0               0
## 662                1                    0               0               0
## 664                1                    0               0               0
## 665                1                    1               0               0
## 666                1                    0               0               0
## 667                1                    1               0               0
## 668                1                    0               0               0
## 669                0                    1               1               1
## 670                1                    0               0               0
## 672                1                    0               0               0
## 673                1                    0               0               0
## 674                0                    0               0               1
## 675                1                    1               1               1
## 676                1                    0               0               0
## 677                1                    0               0               0
## 678                0                    1               0               1
## 679                0                    0               0               0
## 680                1                    0               0               0
## 681                1                    1               1               1
## 683                1                    1               1               1
## 684                1                    0               0               0
## 685                1                    0               1               0
## 687                1                    0               0               0
## 688                0                    0               0               0
## 689                1                    0               0               0
## 691                0                    0               1               0
## 692                1                    0               0               0
## 693                1                    0               0               0
## 695                1                    0               0               0
## 696                0                    1               1               1
## 697                1                    1               0               0
## 698                0                    0               0               1
## 699                1                    1               1               0
## 700                1                    1               0               1
## 702                1                    0               0               0
## 703                1                    0               0               0
## 704                0                    0               0               0
## 705                0                    0               0               0
## 707                0                    0               1               1
## 708                1                    1               0               0
## 709                0                    1               0               1
## 711                1                    1               1               0
## 712                1                    0               0               0
## 713                1                    0               1               0
## 714                1                    0               0               0
## 715                1                    0               0               1
## 716                0                    1               1               1
## 717                1                    0               0               0
## 718                1                    1               0               1
## 719                1                    1               0               0
## 720                1                    0               0               0
## 721                1                    0               0               0
## 723                1                    0               0               0
## 724                1                    0               0               1
## 725                1                    0               0               0
## 727                1                    0               0               1
## 728                0                    1               0               0
## 730                1                    1               1               0
## 731                1                    0               0               0
## 733                1                    0               0               0
## 734                1                    1               0               0
## 735                1                    1               0               1
## 736                0                    1               1               1
## 737                0                    1               1               0
## 738                0                    0               0               0
## 739                0                    1               1               1
## 740                1                    1               1               0
## 742                1                    0               0               1
## 743                1                    0               0               0
## 745                0                    1               1               1
## 746                0                    1               1               1
## 747                1                    1               0               0
## 748                1                    0               0               0
## 749                1                    1               1               1
## 750                0                    0               0               0
## 751                0                    1               0               1
## 752                1                    1               1               0
## 753                0                    0               0               1
## 755                1                    0               0               0
## 757                0                    0               0               0
## 758                0                    0               1               0
## 759                1                    0               0               0
## 761                1                    0               0               0
## 762                1                    1               1               0
## 763                1                    0               0               0
## 766                1                    0               0               0
## 767                1                    0               1               0
## 768                0                    0               0               0
## 769                1                    0               0               0
## 770                1                    0               0               1
## 771                1                    0               0               0
## 772                1                    1               0               0
## 774                0                    1               0               1
## 775                0                    0               0               0
## 776                0                    0               0               0
## 777                0                    1               1               0
## 779                0                    0               1               1
## 780                1                    0               0               0
## 781                0                    0               0               0
## 782                1                    0               1               0
## 783                0                    0               1               0
## 784                0                    1               0               1
## 785                1                    0               0               0
## 786                1                    0               1               0
## 788                0                    1               1               0
## 789                1                    1               1               1
## 791                1                    0               0               0
## 792                1                    1               1               1
## 793                1                    0               0               1
## 794                0                    0               1               0
## 795                1                    0               1               0
## 796                1                    0               0               0
## 797                1                    0               0               0
## 798                1                    1               0               1
## 799                1                    0               0               0
## 800                1                    0               1               1
## 801                1                    0               0               0
## 803                0                    0               0               1
## 804                1                    1               0               1
## 805                1                    1               1               0
## 806                1                    1               1               1
## 807                0                    0               0               1
## 808                1                    0               0               0
## 809                0                    1               0               1
## 810                1                    0               1               1
## 811                1                    0               0               0
## 812                1                    0               0               0
## 813                1                    0               0               0
## 815                1                    1               0               0
## 816                0                    1               1               1
## 817                0                    1               1               1
## 818                0                    0               1               0
## 819                1                    1               1               1
## 820                1                    1               1               1
## 821                0                    1               0               1
## 822                1                    1               1               1
## 823                1                    0               0               0
## 824                0                    1               0               1
## 826                1                    0               0               0
## 827                0                    1               0               1
## 828                1                    1               1               1
## 830                1                    0               0               0
## 831                0                    1               1               0
## 832                0                    0               0               1
## 833                1                    0               0               1
## 834                0                    0               0               0
## 835                1                    1               1               0
## 837                1                    1               1               1
## 838                1                    0               0               0
## 839                1                    1               0               1
## 840                1                    1               0               1
## 844                1                    0               0               0
## 845                0                    1               1               1
## 848                0                    1               1               1
## 849                0                    1               1               1
## 850                0                    0               1               1
## 852                1                    0               1               1
## 853                1                    0               0               0
## 854                1                    1               0               1
## 855                0                    0               1               1
## 856                0                    0               0               0
## 857                0                    0               1               0
## 859                1                    0               0               0
## 862                0                    0               0               1
## 863                1                    0               0               1
## 864                1                    1               1               0
## 865                1                    0               1               1
## 866                1                    0               0               0
## 867                1                    0               0               0
## 868                1                    0               0               0
## 869                1                    1               1               1
## 870                0                    1               0               1
## 872                0                    0               0               1
## 874                1                    0               0               1
## 875                1                    1               1               1
## 876                1                    1               1               1
## 877                1                    1               1               0
## 878                0                    0               0               0
## 879                0                    1               1               1
## 880                1                    0               0               0
## 881                1                    1               0               0
## 882                1                    1               1               1
## 884                1                    0               0               0
## 885                1                    1               0               1
## 886                0                    1               0               1
## 888                0                    1               0               1
## 889                1                    1               1               0
## 890                0                    1               0               1
## 891                1                    1               0               0
## 892                1                    0               0               0
## 893                1                    0               1               0
## 894                0                    0               0               0
## 895                0                    1               1               1
## 897                1                    0               1               1
## 898                0                    0               0               0
## 900                1                    1               0               1
## 901                1                    0               0               1
## 902                0                    1               0               1
## 903                0                    1               0               1
## 904                1                    1               0               1
## 906                0                    0               1               0
## 907                1                    0               0               0
## 908                0                    1               1               1
## 909                0                    0               0               0
## 910                0                    0               0               1
## 911                1                    1               0               1
## 913                1                    0               0               0
## 914                1                    0               0               0
## 915                1                    0               0               0
## 916                0                    1               1               1
## 917                1                    1               0               0
## 918                0                    1               1               1
## 919                1                    0               0               0
## 920                1                    0               0               0
## 921                1                    0               0               0
## 922                0                    0               0               1
## 923                0                    0               0               0
## 924                0                    1               1               0
## 927                0                    0               1               1
## 928                1                    1               0               0
## 929                0                    0               0               0
## 930                0                    0               1               0
## 931                1                    0               0               0
## 932                1                    0               0               0
## 933                1                    0               1               0
## 934                1                    0               0               1
## 935                1                    0               0               0
## 936                0                    1               1               1
## 937                1                    0               0               0
## 938                1                    0               0               0
## 939                0                    0               0               0
## 941                0                    1               1               1
## 942                0                    0               0               1
## 943                1                    0               0               0
## 944                1                    0               0               0
## 945                1                    1               0               1
## 946                1                    1               0               1
## 949                0                    0               0               0
## 950                1                    0               1               0
## 952                1                    0               0               1
## 953                1                    0               0               0
## 954                1                    0               0               0
## 955                1                    1               0               0
## 956                0                    1               1               0
## 959                1                    0               0               0
## 960                1                    0               0               1
## 961                1                    1               1               0
## 963                1                    0               1               1
## 964                1                    0               0               0
## 965                1                    0               0               0
## 968                1                    0               0               1
## 969                0                    0               0               1
## 970                0                    1               1               1
## 971                0                    0               0               0
## 972                0                    0               1               1
## 974                1                    0               0               0
## 975                1                    0               0               0
## 976                0                    1               0               1
## 977                1                    0               1               0
## 978                1                    0               0               0
## 979                1                    0               0               0
## 980                1                    0               0               0
## 982                1                    0               0               0
## 983                0                    0               0               0
## 984                1                    0               0               0
## 986                1                    0               0               0
## 987                1                    0               0               0
## 988                1                    1               0               0
## 989                1                    0               0               0
## 990                1                    0               0               0
## 991                1                    0               0               0
## 992                1                    0               0               0
## 993                0                    0               1               0
## 994                1                    0               0               0
## 995                1                    0               0               1
## 996                1                    0               0               0
## 997                1                    0               1               1
## 1001               1                    0               0               0
## 1002               1                    0               0               0
## 1003               1                    0               0               1
## 1004               1                    0               1               0
## 1005               1                    0               0               0
## 1006               1                    0               0               1
## 1007               1                    0               0               0
## 1008               1                    0               0               0
## 1010               1                    0               1               1
## 1011               0                    0               0               0
## 1012               1                    1               0               0
## 1013               1                    0               0               0
## 1014               0                    1               1               0
## 1015               1                    0               0               0
## 1016               1                    0               1               0
## 1017               1                    0               0               0
## 1018               1                    0               0               0
## 1019               1                    0               1               0
## 1020               0                    0               0               1
## 1023               0                    1               1               1
## 1024               1                    1               0               1
## 1025               1                    1               0               1
## 1026               1                    0               0               1
## 1027               1                    0               1               1
## 1028               1                    0               0               0
## 1029               1                    0               1               1
## 1031               1                    0               0               0
## 1033               1                    0               0               0
## 1034               0                    1               1               1
## 1035               1                    1               0               1
## 1037               0                    0               0               0
## 1038               1                    0               0               1
## 1040               1                    0               0               0
## 1042               1                    0               1               0
## 1043               1                    1               0               1
## 1045               1                    0               1               0
## 1046               1                    0               0               0
## 1047               1                    0               0               0
## 1048               1                    1               1               0
## 1049               1                    0               0               0
## 1051               1                    1               0               0
## 1053               1                    0               0               0
## 1054               1                    0               0               0
## 1055               1                    0               0               1
## 1057               1                    0               1               1
## 1059               0                    1               0               1
## 1060               1                    0               1               0
## 1061               1                    0               1               1
## 1062               1                    0               1               0
## 1066               0                    0               0               1
## 1067               1                    0               1               0
## 1069               0                    0               0               0
## 1070               1                    1               1               1
## 1072               1                    0               0               0
## 1073               0                    0               1               0
## 1074               1                    0               0               0
## 1075               0                    1               1               1
## 1076               0                    0               0               0
## 1077               1                    0               0               0
## 1078               1                    0               0               0
## 1079               1                    1               0               1
## 1080               1                    0               0               0
## 1081               1                    0               0               0
## 1082               1                    1               0               0
## 1083               1                    0               0               1
## 1084               1                    0               1               0
## 1085               1                    1               0               1
## 1086               1                    0               0               0
## 1087               0                    1               0               1
## 1088               1                    1               1               1
## 1089               0                    1               1               0
## 1090               1                    1               1               0
## 1092               1                    0               0               1
## 1093               1                    1               1               1
## 1094               1                    0               0               1
## 1095               0                    0               1               0
## 1097               1                    0               0               0
## 1099               0                    1               0               0
## 1100               0                    0               1               1
## 1101               1                    0               0               0
## 1102               1                    0               0               0
## 1103               0                    0               0               1
## 1104               1                    0               0               0
## 1105               1                    0               0               0
## 1106               0                    0               0               0
## 1107               0                    1               0               0
## 1108               1                    1               1               0
## 1109               0                    1               1               1
## 1110               1                    1               0               0
## 1111               0                    0               0               1
## 1112               1                    0               1               0
## 1113               1                    0               0               0
## 1115               0                    0               0               1
## 1116               1                    1               1               1
## 1117               1                    0               0               0
## 1118               1                    1               1               1
## 1119               1                    0               0               1
## 1121               0                    0               0               0
## 1122               0                    1               0               1
## 1123               1                    1               0               0
## 1124               0                    1               1               0
## 1125               1                    0               0               0
## 1126               1                    0               0               1
## 1127               1                    0               0               0
## 1128               1                    0               0               1
## 1130               1                    0               0               0
## 1131               0                    0               0               0
## 1132               0                    1               1               1
## 1133               1                    0               0               0
## 1134               1                    0               0               0
## 1135               1                    0               0               1
## 1136               1                    0               0               0
## 1138               1                    0               0               0
## 1139               1                    0               0               0
## 1140               0                    0               0               0
## 1141               1                    0               0               0
## 1142               1                    0               0               0
## 1143               1                    0               1               0
## 1146               1                    1               0               1
## 1147               0                    0               0               0
## 1148               1                    0               0               0
## 1149               1                    0               0               1
## 1151               1                    0               0               0
## 1152               0                    1               1               1
## 1153               1                    0               0               0
## 1154               0                    1               0               1
## 1155               0                    0               0               0
## 1157               1                    0               0               1
## 1158               0                    0               0               0
## 1159               1                    1               1               0
## 1160               0                    0               0               1
## 1161               0                    1               1               0
## 1162               1                    0               0               0
## 1163               1                    0               0               0
## 1164               1                    0               0               0
## 1165               1                    0               0               0
## 1167               0                    1               1               1
## 1168               0                    0               0               1
## 1169               0                    0               0               1
## 1170               1                    0               0               0
## 1172               1                    0               0               0
## 1174               1                    1               0               1
## 1175               1                    1               1               1
## 1176               0                    0               1               1
## 1177               1                    0               1               0
## 1178               1                    1               0               1
## 1180               1                    0               1               1
## 1181               1                    1               0               1
## 1182               1                    0               0               0
## 1183               1                    0               1               0
## 1184               1                    1               0               1
## 1185               1                    1               1               1
## 1187               0                    0               0               1
## 1188               0                    1               1               0
## 1189               1                    1               0               1
## 1190               1                    1               1               1
## 1191               0                    0               0               0
## 1192               0                    0               0               0
## 1193               0                    0               1               1
## 1194               1                    0               0               0
## 1196               1                    0               0               0
## 1197               0                    0               1               1
## 1198               0                    0               0               0
## 1199               0                    0               0               1
## 1200               1                    0               0               0
## 1201               1                    0               0               0
## 1205               1                    0               0               1
## 1206               0                    1               0               0
## 1207               1                    0               0               0
## 1208               1                    0               1               0
## 1211               1                    0               0               0
## 1212               1                    0               0               0
## 1213               1                    0               0               0
## 1214               1                    0               0               0
## 1215               0                    0               0               1
## 1217               1                    0               0               0
## 1220               1                    0               0               0
## 1221               1                    0               0               0
## 1222               1                    0               1               1
## 1223               1                    0               0               0
## 1224               0                    1               0               0
## 1229               1                    0               0               1
## 1230               1                    0               0               0
## 1231               0                    0               1               1
## 1232               0                    1               1               1
## 1233               1                    0               0               0
## 1235               1                    0               0               1
## 1236               0                    0               0               1
## 1237               1                    0               0               0
## 1238               1                    0               0               0
## 1239               1                    0               0               0
## 1240               1                    0               0               0
## 1242               1                    0               0               1
## 1243               0                    0               0               1
## 1244               0                    1               0               0
## 1245               1                    0               1               1
## 1246               1                    0               0               0
## 1248               0                    0               0               0
## 1250               1                    0               0               0
## 1251               1                    1               1               1
## 1252               1                    0               1               0
## 1253               1                    1               1               1
## 1255               1                    0               0               0
## 1256               0                    0               0               1
## 1257               0                    0               0               0
## 1258               1                    0               1               0
## 1259               0                    0               0               0
## 1260               0                    0               0               0
## 1261               1                    0               1               1
## 1262               1                    0               0               1
## 1263               1                    0               0               0
## 1264               0                    1               1               1
## 1265               0                    1               0               1
## 1266               0                    1               1               1
## 1267               1                    0               0               0
## 1268               0                    1               1               1
## 1269               1                    0               0               0
## 1270               0                    1               0               0
## 1273               0                    1               1               1
## 1274               1                    0               0               0
## 1275               1                    1               1               1
## 1276               1                    0               0               0
## 1277               0                    1               1               1
## 1279               1                    0               0               1
## 1280               1                    1               0               1
## 1281               1                    0               0               0
## 1283               1                    1               1               1
## 1284               0                    1               1               1
## 1285               1                    0               0               0
## 1286               0                    1               1               0
## 1287               0                    1               0               1
## 1288               1                    0               0               0
## 1289               0                    1               1               1
## 1290               0                    1               1               1
## 1291               1                    0               0               0
## 1292               1                    0               1               1
## 1294               1                    0               0               0
## 1296               1                    0               0               0
## 1297               0                    1               1               1
## 1298               0                    0               1               0
## 1299               1                    1               1               1
## 1300               1                    0               0               0
## 1301               1                    0               0               0
## 1302               1                    1               0               1
## 1304               0                    1               1               0
## 1306               1                    0               0               1
## 1307               1                    0               0               1
## 1308               0                    1               0               0
## 1309               1                    0               1               0
## 1310               0                    1               1               1
## 1311               0                    1               1               0
## 1312               1                    0               0               0
## 1313               1                    0               0               0
## 1314               1                    0               0               0
## 1315               1                    1               0               0
## 1317               0                    1               0               0
## 1318               0                    1               1               0
## 1319               1                    0               0               0
## 1320               1                    0               0               0
## 1321               1                    0               0               0
## 1322               1                    0               0               0
## 1323               0                    0               1               1
## 1324               1                    1               0               1
## 1325               1                    1               1               0
## 1326               1                    0               0               0
## 1327               1                    0               1               0
## 1328               1                    0               0               0
## 1329               1                    0               0               0
## 1330               1                    0               1               0
## 1331               1                    0               0               0
## 1332               1                    0               0               0
## 1334               1                    0               0               0
## 1335               1                    0               0               0
## 1337               1                    0               0               1
## 1338               1                    0               0               0
## 1339               1                    1               0               1
## 1340               1                    0               0               0
## 1342               1                    1               0               0
## 1343               1                    0               0               0
## 1344               1                    0               0               1
## 1345               0                    0               0               1
## 1346               0                    1               0               0
## 1347               1                    0               0               0
## 1348               1                    1               1               1
## 1349               1                    0               0               0
## 1350               1                    0               1               1
## 1353               0                    1               0               1
## 1354               1                    0               0               0
## 1355               1                    0               0               1
## 1358               1                    0               0               0
## 1359               0                    1               1               1
## 1360               0                    1               1               1
## 1362               1                    0               0               1
## 1363               0                    0               0               0
## 1364               1                    1               1               0
## 1365               0                    0               0               0
## 1366               1                    0               0               0
## 1367               1                    0               0               1
## 1369               1                    0               0               0
## 1370               0                    1               1               1
## 1371               1                    0               0               0
## 1372               1                    1               0               1
## 1373               0                    1               1               1
## 1374               0                    0               0               1
## 1375               0                    1               1               0
## 1376               0                    0               1               1
## 1378               1                    0               0               0
## 1380               1                    0               0               0
## 1381               1                    1               1               1
## 1384               1                    1               0               1
## 1385               0                    1               0               0
## 1386               0                    1               0               0
## 1387               0                    1               0               0
## 1388               1                    0               0               0
## 1389               1                    0               0               0
## 1390               0                    1               1               1
## 1392               1                    1               0               1
## 1393               1                    1               0               0
## 1394               1                    0               1               0
## 1395               1                    0               0               0
## 1396               1                    0               0               0
## 1397               0                    1               0               1
## 1401               1                    0               0               0
## 1402               1                    0               0               0
## 1403               1                    0               1               0
## 1404               1                    1               0               1
## 1406               1                    0               0               1
## 1407               0                    1               0               1
## 1408               1                    1               0               1
## 1409               0                    1               1               0
## 1410               1                    1               1               1
## 1411               0                    0               0               1
## 1412               1                    1               1               1
## 1413               0                    0               0               0
## 1414               0                    0               0               0
## 1416               0                    0               0               1
## 1417               1                    0               0               0
## 1418               0                    1               1               1
## 1419               1                    1               0               1
## 1420               1                    0               0               0
## 1421               1                    1               1               1
## 1422               0                    1               1               0
## 1423               1                    1               0               0
## 1424               1                    0               0               0
## 1425               1                    0               0               0
## 1426               1                    0               0               0
## 1427               1                    0               1               1
## 1428               1                    0               0               0
## 1429               0                    0               1               1
## 1430               1                    0               1               1
## 1431               0                    1               0               1
## 1432               1                    1               0               1
## 1434               1                    1               0               0
## 1435               1                    1               0               0
## 1436               1                    0               0               0
## 1437               0                    0               0               1
## 1438               1                    1               0               1
## 1439               1                    1               1               0
## 1440               0                    1               1               1
## 1442               1                    0               0               0
## 1443               1                    0               1               0
## 1444               1                    0               0               0
## 1445               1                    0               0               0
## 1446               1                    0               0               0
## 1447               1                    1               0               1
## 1448               1                    0               0               1
## 1449               0                    0               0               1
## 1450               1                    0               0               0
## 1451               0                    1               1               0
## 1452               0                    0               0               1
## 1454               1                    0               0               0
## 1455               0                    1               0               1
## 1456               0                    1               0               0
## 1457               1                    0               1               1
## 1459               1                    0               0               0
## 1460               1                    0               1               0
## 1461               0                    0               0               0
## 1462               1                    0               0               0
## 1463               1                    0               1               1
## 1464               0                    0               0               0
## 1465               1                    0               1               1
## 1466               1                    0               0               0
## 1468               1                    0               0               0
## 1469               1                    1               0               1
## 1470               0                    1               0               0
## 1471               0                    0               1               1
## 1473               0                    0               0               1
## 1474               0                    1               0               1
## 1475               1                    1               0               1
## 1477               0                    1               1               1
## 1479               0                    0               1               0
## 1480               0                    1               0               1
## 1481               1                    0               0               1
## 1482               0                    0               1               0
## 1484               1                    0               0               0
## 1485               0                    0               1               0
## 1486               0                    1               0               1
## 1488               0                    0               0               1
## 1489               1                    1               0               0
## 1490               1                    0               0               0
## 1491               0                    1               0               0
## 1493               0                    0               0               0
## 1494               1                    0               0               0
## 1495               0                    1               0               0
## 1496               1                    1               0               0
## 1497               1                    0               0               0
## 1498               1                    0               0               0
## 1499               1                    1               0               1
## 1500               1                    0               0               0
## 1501               1                    0               0               0
## 1502               1                    1               0               1
## 1503               1                    0               0               0
## 1504               0                    1               0               0
## 1505               1                    1               0               0
## 1506               0                    1               1               0
## 1507               1                    0               0               0
## 1508               1                    0               0               1
## 1509               1                    0               0               0
## 1511               1                    1               1               0
## 1513               1                    0               0               1
## 1514               1                    0               0               0
## 1515               0                    0               0               0
## 1516               1                    0               0               0
## 1517               0                    1               1               0
## 1519               1                    0               0               0
## 1520               0                    1               1               1
## 1521               1                    0               0               0
## 1522               0                    0               0               1
## 1524               1                    0               0               0
## 1525               1                    0               0               0
## 1526               1                    1               1               0
## 1527               1                    0               0               0
## 1528               1                    0               0               0
## 1529               1                    1               0               0
## 1530               1                    0               0               0
## 1532               0                    1               1               1
## 1533               0                    0               1               1
## 1534               0                    0               0               1
## 1535               1                    0               0               0
## 1536               0                    1               0               0
## 1538               1                    0               0               0
## 1539               1                    0               0               0
## 1540               1                    1               0               0
## 1541               0                    1               0               1
## 1543               0                    1               0               1
## 1544               1                    0               1               1
## 1545               1                    0               0               0
## 1546               1                    1               0               0
## 1547               1                    0               0               0
## 1548               0                    0               1               1
## 1549               1                    1               1               0
## 1551               0                    1               0               1
## 1553               0                    0               1               0
## 1555               1                    0               0               0
## 1557               1                    0               0               0
## 1559               1                    0               0               0
## 1560               1                    0               0               1
## 1561               0                    1               0               0
## 1562               0                    1               0               1
## 1563               1                    1               0               1
## 1564               0                    1               1               1
## 1565               1                    0               0               0
## 1567               1                    0               0               0
## 1568               1                    0               0               0
## 1569               0                    1               0               0
## 1571               0                    1               0               1
## 1572               0                    1               1               0
## 1573               1                    1               1               1
## 1574               1                    0               1               1
## 1575               1                    0               0               0
## 1576               0                    1               0               0
## 1577               0                    0               1               0
## 1578               1                    0               0               1
## 1579               1                    0               0               0
## 1581               1                    0               1               1
## 1582               1                    1               1               1
## 1583               1                    0               0               0
## 1584               0                    0               1               1
## 1585               0                    1               0               1
## 1586               1                    0               0               0
## 1587               1                    0               0               0
## 1588               1                    0               0               1
## 1589               1                    0               0               0
## 1590               1                    0               0               0
## 1591               0                    0               0               0
## 1592               1                    0               0               0
## 1593               0                    1               0               1
## 1594               1                    0               0               0
## 1595               0                    1               1               1
## 1596               1                    1               0               1
## 1597               0                    1               0               1
## 1598               1                    0               0               1
## 1599               1                    0               0               0
## 1600               0                    1               0               1
## 1602               1                    1               1               1
## 1603               0                    0               1               0
## 1606               0                    0               1               0
## 1607               0                    1               1               1
## 1608               0                    1               0               0
## 1611               1                    0               0               0
## 1614               0                    0               0               1
## 1615               0                    1               1               0
## 1617               1                    0               0               1
## 1618               0                    0               1               0
## 1619               0                    0               0               1
## 1620               0                    0               0               1
## 1621               1                    1               0               0
## 1622               1                    0               1               0
## 1623               0                    0               0               0
## 1624               0                    0               0               1
## 1625               0                    1               0               0
## 1626               0                    1               0               1
## 1628               0                    1               0               1
## 1630               0                    1               0               1
## 1632               1                    0               0               0
## 1633               1                    0               1               0
## 1634               0                    1               0               0
## 1635               1                    0               0               0
## 1638               1                    0               0               0
## 1639               1                    1               1               0
## 1640               0                    1               0               1
## 1641               1                    0               0               1
## 1643               1                    0               0               1
## 1644               1                    0               0               0
## 1645               0                    0               1               0
## 1646               1                    0               0               0
## 1647               1                    0               0               1
## 1648               1                    1               0               0
## 1649               1                    0               0               0
## 1650               1                    0               0               0
## 1651               1                    0               0               0
## 1652               0                    1               0               0
## 1653               1                    0               0               0
## 1654               1                    1               0               1
## 1655               0                    0               1               0
## 1658               1                    0               0               0
## 1659               1                    0               0               1
## 1662               1                    0               0               0
## 1663               1                    0               0               0
## 1664               0                    1               1               1
## 1665               1                    0               0               0
## 1666               1                    1               0               0
## 1667               0                    1               0               1
## 1669               0                    1               1               1
## 1670               1                    0               0               0
## 1671               1                    0               0               1
## 1672               1                    0               0               0
## 1673               1                    0               0               0
## 1674               0                    1               1               0
## 1675               1                    0               0               0
## 1676               1                    0               0               0
## 1677               1                    0               0               0
## 1678               0                    1               0               1
## 1679               1                    0               0               0
## 1680               1                    0               0               0
## 1681               1                    0               0               0
## 1682               0                    0               1               0
## 1683               1                    0               0               0
## 1684               1                    0               0               0
## 1685               0                    1               0               1
## 1686               0                    0               0               1
## 1687               1                    0               0               0
## 1688               1                    0               0               0
## 1689               0                    1               1               1
## 1690               1                    0               0               1
## 1691               0                    0               1               1
## 1694               0                    0               1               0
## 1695               1                    0               0               0
## 1696               1                    0               0               0
## 1697               0                    1               0               1
## 1699               0                    0               1               0
## 1700               1                    1               0               1
## 1703               1                    1               0               0
## 1704               1                    1               1               1
## 1706               1                    1               1               0
## 1707               1                    0               0               0
## 1708               0                    0               0               0
## 1709               0                    0               1               0
## 1710               0                    1               0               0
## 1711               1                    0               0               0
## 1713               1                    0               0               0
## 1714               1                    0               0               0
## 1716               0                    0               0               1
## 1717               1                    0               0               0
## 1718               0                    1               0               1
## 1719               1                    0               0               0
## 1720               1                    0               0               1
## 1721               1                    0               0               1
## 1722               1                    0               0               0
## 1723               0                    0               1               1
## 1724               1                    1               1               1
## 1726               1                    0               0               1
## 1727               1                    0               0               0
## 1728               0                    0               0               1
## 1729               1                    0               0               0
## 1730               1                    0               0               1
## 1731               0                    1               1               1
## 1733               1                    0               0               0
## 1734               0                    1               1               0
## 1735               1                    0               0               0
## 1736               1                    0               0               0
## 1737               0                    1               0               0
## 1738               0                    0               0               1
## 1739               1                    0               0               0
## 1740               0                    1               0               1
## 1741               1                    0               0               0
## 1742               0                    1               1               1
## 1744               1                    0               0               0
## 1746               1                    1               1               0
## 1747               1                    0               1               1
## 1748               1                    0               0               0
## 1749               0                    1               1               0
## 1750               0                    0               0               1
## 1751               0                    0               1               0
## 1752               1                    1               1               1
## 1753               0                    0               1               0
## 1754               1                    0               0               0
## 1756               1                    1               0               0
## 1757               1                    0               0               0
## 1758               0                    0               0               1
## 1760               1                    1               1               0
## 1761               0                    1               0               1
## 1762               1                    0               0               0
## 1764               1                    1               0               0
## 1765               0                    1               0               0
## 1767               1                    0               0               1
## 1768               1                    0               0               1
## 1771               1                    1               1               1
## 1772               1                    0               0               0
## 1773               1                    0               1               0
## 1774               1                    0               0               0
## 1775               0                    0               0               1
## 1776               1                    0               0               0
## 1777               0                    1               0               1
## 1779               1                    0               0               0
## 1780               1                    0               0               0
## 1781               0                    1               1               1
## 1782               0                    1               1               0
## 1783               1                    1               0               1
## 1784               1                    0               0               0
## 1785               0                    0               0               0
## 1786               1                    0               0               0
## 1787               0                    1               0               0
## 1788               0                    0               0               1
## 1789               1                    0               0               0
## 1791               1                    1               0               0
## 1792               1                    0               1               1
## 1793               1                    0               0               0
## 1795               1                    0               0               1
## 1796               1                    0               0               0
## 1797               1                    0               0               0
## 1798               0                    1               0               0
## 1802               1                    0               0               0
## 1803               1                    1               0               0
## 1804               0                    0               0               0
## 1807               1                    1               0               0
## 1808               1                    1               0               1
## 1810               1                    0               0               0
## 1811               1                    0               0               0
## 1812               1                    0               0               0
## 1813               0                    0               0               1
## 1814               1                    0               0               0
## 1815               0                    1               1               1
## 1816               1                    0               0               0
## 1818               1                    0               0               1
## 1819               0                    0               0               0
## 1822               0                    0               0               0
## 1823               1                    0               0               1
## 1825               1                    0               0               0
## 1826               1                    0               0               0
## 1827               0                    0               1               0
## 1830               1                    0               0               0
## 1831               1                    0               0               0
## 1832               1                    0               1               1
## 1834               0                    0               0               0
## 1835               1                    0               0               0
## 1836               1                    1               1               1
## 1837               1                    0               0               0
## 1838               1                    1               0               1
## 1842               1                    0               0               0
## 1844               1                    0               0               0
## 1845               1                    0               0               0
## 1847               1                    0               0               0
## 1848               1                    0               0               0
## 1849               1                    0               0               0
## 1850               0                    1               0               0
## 1851               1                    0               0               0
## 1853               1                    1               1               0
## 1854               1                    0               0               0
## 1855               0                    0               0               0
## 1857               1                    0               0               0
## 1858               0                    1               1               1
## 1860               1                    1               0               0
## 1861               0                    0               0               1
## 1862               1                    0               1               1
## 1863               0                    0               0               1
## 1864               1                    0               0               0
## 1865               1                    0               0               0
## 1866               1                    0               0               0
## 1867               0                    0               0               0
## 1868               1                    0               0               0
## 1869               0                    1               0               1
## 1870               0                    0               1               1
## 1871               0                    1               1               1
## 1873               0                    1               1               1
## 1876               1                    0               0               0
## 1877               0                    0               0               0
## 1878               1                    0               0               0
## 1879               0                    0               1               1
## 1880               0                    0               0               0
## 1883               1                    0               0               0
## 1884               0                    1               0               0
## 1885               0                    0               0               0
## 1886               1                    0               0               0
## 1887               1                    0               0               0
## 1888               0                    0               0               1
## 1890               1                    0               0               1
## 1892               0                    1               1               0
## 1893               0                    0               0               0
## 1894               1                    0               0               0
## 1895               0                    1               0               0
## 1896               1                    0               0               0
## 1897               1                    0               0               0
## 1898               0                    1               1               1
## 1899               1                    0               0               1
## 1900               0                    0               1               0
## 1901               1                    0               0               0
## 1902               0                    0               1               0
## 1903               0                    0               1               1
## 1904               1                    0               0               0
## 1905               1                    0               0               0
## 1906               0                    0               0               0
## 1907               0                    1               1               1
## 1909               0                    1               0               1
## 1910               1                    0               1               1
## 1911               1                    0               1               0
## 1912               0                    1               0               0
## 1913               0                    1               1               1
## 1914               1                    0               1               0
## 1915               1                    1               0               0
## 1917               0                    1               1               1
## 1918               1                    0               0               1
## 1919               1                    0               0               0
## 1921               1                    1               1               1
## 1923               1                    1               1               1
## 1924               1                    0               0               0
## 1926               1                    0               0               0
## 1927               0                    1               1               1
## 1928               1                    0               0               0
## 1930               0                    0               0               0
## 1931               1                    0               0               0
## 1932               0                    0               1               0
## 1933               1                    0               0               0
## 1934               1                    0               0               0
## 1935               1                    0               0               0
## 1936               0                    1               1               0
## 1938               1                    0               0               0
## 1939               1                    0               0               0
## 1940               1                    0               0               0
## 1941               1                    0               0               0
## 1942               1                    1               0               1
## 1943               0                    1               1               0
## 1944               1                    0               0               0
## 1945               1                    0               1               1
## 1946               0                    0               0               1
## 1947               1                    1               0               0
## 1948               1                    1               1               0
## 1949               0                    0               0               0
## 1950               1                    0               0               0
## 1951               1                    0               0               1
## 1952               0                    1               0               1
## 1953               1                    0               0               0
## 1954               0                    1               0               0
## 1956               0                    1               1               0
## 1957               0                    0               0               0
## 1958               1                    1               0               1
## 1959               1                    0               0               0
## 1960               0                    0               0               0
## 1961               1                    0               0               0
## 1962               0                    0               0               0
## 1963               0                    1               1               0
## 1964               0                    1               0               1
## 1965               1                    1               0               1
## 1966               1                    0               0               1
## 1967               1                    0               0               0
## 1970               1                    0               0               0
## 1971               1                    0               0               0
## 1972               1                    0               0               1
## 1973               0                    0               0               1
## 1974               0                    1               1               1
## 1975               1                    0               0               0
## 1976               0                    1               0               0
## 1977               1                    1               1               1
## 1978               1                    0               0               0
## 1979               1                    0               1               1
## 1981               0                    0               0               0
## 1983               0                    1               0               1
## 1984               0                    1               0               1
## 1985               1                    0               1               1
## 1987               0                    1               0               1
## 1990               1                    0               0               0
## 1991               1                    0               0               0
## 1992               1                    1               1               0
## 1994               1                    0               0               1
## 1995               1                    0               0               0
## 1996               1                    1               0               0
## 1997               1                    0               0               0
## 1998               1                    0               1               1
## 1999               1                    1               0               1
## 2000               1                    1               0               1
## 2001               0                    0               0               1
## 2002               1                    0               0               0
## 2004               1                    1               1               0
## 2006               1                    0               0               0
## 2007               1                    1               1               1
## 2008               0                    1               0               1
## 2010               0                    1               1               0
## 2011               1                    0               0               0
## 2013               1                    0               0               0
## 2015               0                    1               0               1
## 2016               0                    0               0               1
## 2017               0                    1               1               1
## 2018               0                    0               0               0
## 2020               1                    1               0               1
## 2021               0                    1               1               1
## 2022               0                    0               1               1
## 2023               1                    0               0               0
## 2024               1                    0               0               0
## 2025               0                    0               0               0
## 2026               0                    0               0               0
## 2027               1                    0               0               0
## 2028               1                    0               0               1
## 2030               0                    1               0               0
## 2032               1                    0               0               0
## 2033               1                    0               0               0
## 2034               1                    0               0               1
## 2035               0                    0               0               0
## 2036               0                    1               1               1
## 2037               1                    0               0               0
## 2039               1                    0               0               0
## 2040               1                    0               0               0
## 2041               0                    1               1               1
## 2042               1                    0               0               0
## 2043               1                    1               0               1
## 2044               1                    1               0               1
## 2045               0                    1               0               0
## 2046               0                    1               1               0
## 2047               1                    0               0               0
## 2048               1                    1               1               1
## 2049               0                    1               0               0
## 2050               1                    0               0               0
## 2051               1                    1               1               1
## 2052               0                    0               0               0
## 2053               1                    0               1               1
## 2054               0                    1               1               1
## 2055               0                    1               0               1
## 2057               1                    1               0               0
## 2058               1                    0               0               0
## 2059               1                    0               1               1
## 2060               1                    0               0               0
## 2062               1                    0               0               0
## 2063               0                    1               0               1
## 2065               1                    0               0               1
## 2066               0                    0               0               0
## 2067               0                    0               1               1
## 2069               1                    0               0               0
## 2070               0                    0               1               1
## 2071               1                    1               0               1
## 2072               1                    0               1               0
## 2074               0                    0               0               0
## 2076               0                    1               0               1
## 2077               1                    1               0               0
## 2078               1                    0               0               0
## 2080               1                    0               0               0
## 2081               1                    0               0               1
## 2082               1                    0               0               1
## 2083               0                    0               0               0
## 2084               1                    1               0               0
## 2085               0                    1               1               0
## 2088               0                    1               1               0
## 2090               1                    0               0               0
## 2093               1                    1               0               1
## 2094               1                    0               0               0
## 2096               1                    1               0               1
## 2098               1                    1               0               0
## 2099               1                    0               0               0
## 2101               1                    0               0               0
## 2102               1                    0               0               0
## 2103               0                    1               0               0
## 2105               1                    0               0               0
## 2107               1                    0               0               0
## 2108               1                    0               1               0
## 2109               0                    1               0               0
## 2111               0                    1               1               1
## 2113               0                    1               1               1
## 2115               1                    0               0               0
## 2116               1                    0               0               0
## 2118               1                    0               1               1
## 2120               1                    0               0               0
## 2122               1                    0               0               0
## 2123               0                    1               0               0
## 2124               0                    1               0               1
## 2125               1                    0               0               0
## 2126               0                    0               0               1
## 2128               1                    0               0               0
## 2132               0                    0               0               1
## 2133               1                    0               0               0
## 2136               1                    0               0               0
## 2137               1                    0               0               0
## 2139               1                    1               0               1
## 2140               1                    0               1               0
## 2141               1                    1               0               0
## 2142               0                    1               1               1
## 2143               1                    0               0               0
## 2144               1                    0               0               0
## 2146               1                    0               0               0
## 2147               1                    0               0               0
## 2148               1                    0               0               0
## 2149               1                    1               0               0
## 2150               1                    0               0               0
## 2151               1                    0               0               0
## 2153               0                    1               0               1
## 2154               1                    1               1               1
## 2155               1                    0               0               0
## 2156               0                    1               1               1
## 2157               1                    1               0               0
## 2159               1                    1               0               1
## 2160               0                    1               1               1
## 2162               0                    1               1               0
## 2163               1                    0               0               1
## 2164               1                    0               0               0
## 2165               1                    1               1               1
## 2166               1                    1               1               0
## 2168               1                    0               0               0
## 2169               1                    1               0               0
## 2172               1                    0               0               0
## 2174               1                    0               0               0
## 2175               1                    0               0               0
## 2176               0                    1               1               0
## 2179               1                    0               1               0
## 2180               1                    1               0               0
## 2181               1                    0               0               0
## 2182               1                    0               0               0
## 2183               0                    1               1               1
## 2184               1                    0               1               0
## 2185               1                    0               0               0
## 2186               0                    1               1               1
## 2187               1                    0               0               1
## 2190               1                    0               0               1
## 2191               1                    0               0               0
## 2192               1                    0               0               0
## 2193               1                    0               1               0
## 2194               1                    1               1               0
## 2195               1                    0               0               0
## 2196               0                    0               0               1
## 2197               0                    1               1               1
## 2198               1                    0               0               0
## 2199               0                    1               1               0
## 2200               0                    1               0               1
## 2201               0                    1               0               1
## 2202               0                    1               0               0
## 2203               1                    1               0               1
## 2205               1                    0               0               0
## 2206               1                    1               1               1
## 2209               1                    0               0               0
## 2211               1                    1               1               0
## 2212               1                    1               1               1
## 2213               0                    1               1               1
## 2214               1                    1               1               1
## 2215               1                    0               0               1
## 2216               0                    0               1               1
## 2217               0                    1               1               0
## 2218               1                    1               0               1
## 2219               0                    0               0               0
## 2221               0                    0               0               1
## 2222               1                    0               1               0
## 2223               1                    0               0               0
## 2224               0                    0               1               1
## 2225               1                    0               0               0
## 2226               1                    0               0               0
## 2227               1                    0               0               0
## 2228               1                    0               0               0
## 2229               0                    0               1               1
## 2230               0                    0               1               0
## 2231               0                    1               0               1
## 2233               0                    1               0               0
## 2234               1                    0               1               1
## 2235               1                    0               1               0
## 2236               0                    1               1               1
## 2237               1                    0               0               0
## 2238               1                    0               0               0
## 2239               0                    0               0               1
## 2240               0                    0               1               0
## 2242               1                    1               0               1
## 2243               1                    0               0               0
## 2244               1                    0               0               0
## 2246               1                    0               0               0
## 2248               1                    0               0               0
## 2250               0                    1               1               0
## 2251               1                    0               0               0
## 2252               0                    1               1               0
## 2253               1                    1               1               1
## 2255               1                    0               0               0
## 2256               1                    1               1               0
## 2257               1                    0               0               0
## 2258               1                    0               0               1
## 2259               0                    1               1               0
## 2260               0                    1               1               1
## 2261               0                    1               1               1
## 2262               1                    1               1               1
## 2264               1                    0               0               0
## 2265               1                    0               0               0
## 2266               1                    1               0               1
## 2268               1                    1               0               0
## 2269               1                    0               0               0
## 2270               1                    0               1               1
## 2272               1                    1               1               1
## 2274               1                    0               0               0
## 2275               1                    0               0               0
## 2276               1                    0               1               1
## 2277               1                    1               0               0
## 2278               1                    1               0               1
## 2280               1                    1               0               0
## 2282               1                    1               1               0
## 2284               0                    0               0               1
## 2286               1                    1               0               1
## 2287               1                    0               0               1
## 2288               0                    1               1               1
## 2289               0                    1               1               1
## 2290               0                    1               0               1
## 2291               1                    0               0               0
## 2292               1                    0               0               0
## 2293               0                    1               1               1
## 2294               1                    1               0               0
## 2295               0                    0               0               0
## 2296               0                    0               0               1
## 2297               1                    0               1               0
## 2298               0                    1               1               1
## 2300               0                    0               0               1
## 2301               0                    0               0               1
## 2303               0                    0               1               1
## 2304               0                    1               0               1
## 2307               1                    1               1               1
## 2308               1                    0               0               0
## 2309               1                    1               1               1
## 2310               0                    1               1               1
## 2311               1                    0               1               1
## 2312               1                    0               0               0
## 2313               1                    0               0               0
## 2315               1                    0               0               1
## 2316               0                    1               1               1
## 2318               1                    0               0               0
## 2319               1                    1               0               1
## 2320               1                    1               1               0
## 2321               1                    0               0               0
## 2322               0                    1               1               1
## 2323               1                    1               0               1
## 2324               1                    1               0               1
## 2325               0                    0               1               0
## 2326               0                    0               0               0
## 2327               1                    0               0               0
## 2328               1                    1               0               1
## 2329               0                    0               1               0
## 2330               1                    0               0               1
## 2331               1                    1               0               0
## 2332               1                    0               0               0
## 2333               0                    1               0               1
## 2334               1                    0               0               0
## 2335               1                    0               0               1
## 2336               1                    1               0               0
## 2338               1                    0               1               1
## 2339               1                    0               0               0
## 2340               1                    1               1               0
## 2341               1                    0               0               0
## 2342               0                    1               0               0
## 2343               1                    0               0               0
## 2344               1                    1               0               0
## 2345               0                    1               1               0
## 2346               1                    0               0               1
## 2347               0                    1               1               0
## 2348               1                    0               0               0
## 2349               1                    0               0               0
## 2350               1                    0               0               0
## 2351               0                    0               0               0
## 2352               1                    0               0               0
## 2354               1                    0               0               0
## 2355               0                    1               0               1
## 2356               1                    0               0               0
## 2357               1                    0               0               0
## 2358               1                    0               0               0
## 2359               1                    0               0               0
## 2360               0                    1               0               0
## 2361               1                    1               1               1
## 2362               1                    0               0               0
## 2363               1                    1               0               1
## 2364               0                    1               1               1
## 2365               1                    1               1               0
## 2366               0                    1               1               1
## 2367               1                    0               0               0
## 2368               0                    1               1               1
## 2371               0                    1               1               1
## 2372               0                    0               0               1
## 2373               0                    0               0               0
## 2374               1                    0               0               0
## 2375               0                    1               0               1
## 2376               0                    0               1               1
## 2377               1                    0               0               0
## 2378               0                    0               1               0
## 2381               0                    0               0               0
## 2382               0                    0               0               0
## 2383               0                    1               0               1
## 2387               1                    0               0               1
## 2388               1                    1               0               1
## 2389               1                    1               0               1
## 2390               0                    0               0               0
## 2391               1                    1               0               1
## 2392               0                    0               0               0
## 2393               1                    0               0               1
## 2395               1                    1               0               1
## 2396               1                    1               1               0
## 2397               0                    0               1               0
## 2398               1                    0               0               0
## 2399               0                    1               1               1
## 2401               1                    1               0               1
## 2402               0                    0               0               1
## 2404               1                    0               0               0
## 2405               0                    1               1               1
## 2406               0                    0               0               0
## 2407               1                    1               1               1
## 2408               0                    0               1               0
## 2410               1                    0               0               0
## 2411               1                    0               0               1
## 2412               1                    1               0               1
## 2413               0                    0               1               0
## 2414               0                    1               0               0
## 2415               1                    1               1               0
## 2416               1                    0               0               1
## 2418               1                    0               0               0
## 2420               0                    1               0               1
## 2421               1                    0               0               0
## 2422               0                    1               0               0
## 2424               1                    1               0               1
## 2425               0                    1               0               0
## 2426               1                    1               0               0
## 2427               1                    0               0               0
## 2428               1                    0               0               0
## 2430               1                    0               0               0
## 2432               1                    0               0               0
## 2433               0                    1               0               0
## 2434               1                    0               1               1
## 2435               1                    0               0               0
## 2436               1                    0               0               0
## 2437               1                    0               0               1
## 2438               1                    0               0               1
## 2439               0                    1               0               1
## 2440               0                    0               0               1
## 2441               1                    0               0               0
## 2442               0                    0               0               1
## 2443               1                    1               0               0
## 2444               0                    1               0               1
## 2445               1                    1               0               1
## 2447               0                    0               0               1
## 2449               1                    0               0               0
## 2450               1                    0               0               0
## 2451               0                    0               1               0
## 2452               1                    0               0               0
## 2453               0                    1               0               1
## 2454               1                    1               0               1
## 2455               1                    0               0               0
## 2456               1                    0               0               0
## 2457               1                    0               0               0
## 2458               0                    0               1               0
## 2459               1                    0               0               0
## 2460               1                    0               0               0
## 2461               1                    0               0               0
## 2462               1                    0               0               0
## 2463               1                    0               1               1
## 2464               0                    0               0               1
## 2465               1                    0               0               0
## 2466               1                    0               0               0
## 2467               0                    0               0               1
## 2468               0                    1               1               0
## 2470               0                    1               0               1
## 2471               0                    1               1               0
## 2472               0                    1               1               1
## 2473               1                    0               0               0
## 2474               1                    0               0               0
## 2475               0                    0               1               0
## 2478               1                    0               0               0
## 2479               0                    1               0               1
## 2481               1                    1               0               0
## 2482               1                    0               1               0
## 2484               1                    1               1               0
## 2485               0                    1               1               0
## 2486               1                    0               1               1
## 2487               1                    0               0               0
## 2491               1                    0               0               0
## 2492               1                    0               0               0
## 2494               0                    0               1               0
## 2495               0                    1               0               1
## 2496               1                    0               1               1
## 2497               1                    0               0               0
## 2499               1                    0               0               0
## 2500               1                    0               0               0
## 2501               1                    0               0               0
## 2502               1                    0               0               0
## 2503               1                    0               0               0
## 2504               0                    1               1               1
## 2505               1                    0               0               0
## 2506               1                    0               0               0
## 2507               1                    1               0               0
## 2508               1                    1               1               0
## 2509               1                    0               0               0
## 2510               0                    0               0               0
## 2511               0                    1               1               1
## 2512               1                    0               0               1
## 2513               1                    0               0               0
## 2514               0                    0               0               1
## 2515               1                    1               0               1
## 2516               0                    1               1               1
## 2517               1                    0               0               0
## 2518               1                    1               1               1
## 2519               1                    0               0               0
## 2521               0                    0               1               0
## 2522               1                    0               0               0
## 2523               1                    0               0               0
## 2524               1                    0               0               1
## 2525               1                    1               0               0
## 2526               1                    1               1               1
## 2527               1                    0               0               0
## 2528               1                    1               1               1
## 2529               1                    0               0               1
## 2530               0                    1               1               0
## 2531               0                    1               1               1
## 2532               1                    0               0               0
## 2533               0                    1               1               1
## 2534               1                    0               1               1
## 2535               1                    0               0               0
## 2536               0                    1               1               1
## 2537               1                    1               0               1
## 2538               1                    0               1               1
## 2539               1                    0               0               1
## 2540               1                    1               0               1
## 2541               1                    1               1               1
## 2543               0                    0               1               0
## 2544               1                    0               0               0
## 2545               1                    0               0               0
## 2546               1                    0               0               0
## 2547               1                    0               0               0
## 2548               1                    0               0               0
## 2549               1                    0               0               0
## 2550               1                    1               0               0
## 2552               1                    1               0               0
## 2553               1                    0               0               0
## 2554               1                    0               0               0
## 2555               0                    1               1               1
## 2556               0                    0               0               0
## 2557               0                    1               0               1
## 2558               1                    0               1               1
## 2559               0                    1               0               1
## 2562               0                    1               1               1
## 2563               0                    1               0               1
## 2564               1                    0               0               0
## 2565               1                    0               0               0
## 2566               1                    0               0               1
## 2567               1                    1               1               1
## 2568               1                    0               0               0
## 2569               1                    0               0               0
## 2571               1                    0               0               0
## 2572               0                    1               1               1
## 2573               1                    0               0               1
## 2574               1                    1               1               1
## 2575               1                    0               0               0
## 2576               1                    0               1               1
## 2579               1                    1               1               1
## 2580               0                    0               0               1
## 2581               1                    0               0               0
## 2582               1                    0               0               0
## 2583               1                    0               0               0
## 2584               1                    0               1               0
## 2585               1                    0               0               0
## 2587               0                    0               0               1
## 2588               1                    0               0               0
## 2589               1                    0               0               0
## 2591               1                    1               1               1
## 2592               0                    0               0               1
## 2594               1                    1               0               0
## 2595               0                    1               1               0
## 2597               0                    1               1               0
## 2599               0                    1               1               1
## 2600               1                    1               0               1
## 2601               1                    0               0               0
## 2602               0                    0               0               1
## 2603               1                    0               0               0
## 2604               1                    0               1               0
## 2605               0                    1               0               1
## 2607               1                    0               0               0
## 2608               0                    0               1               1
## 2609               0                    0               0               0
## 2610               1                    0               1               0
## 2612               1                    0               0               0
## 2614               1                    0               0               0
## 2615               0                    1               1               1
## 2616               1                    1               1               1
## 2617               0                    1               1               1
## 2620               0                    1               1               0
## 2621               0                    0               0               0
## 2622               0                    1               0               0
## 2623               1                    0               0               0
## 2624               0                    0               1               0
## 2625               1                    0               0               0
## 2627               1                    1               0               1
## 2628               0                    1               0               0
## 2631               1                    0               0               0
## 2633               1                    1               1               0
## 2634               0                    1               1               1
## 2635               1                    0               0               0
## 2636               0                    1               1               0
## 2637               0                    0               1               0
## 2638               1                    1               0               0
## 2639               1                    0               0               0
## 2640               0                    1               0               0
## 2642               0                    1               1               1
## 2644               1                    1               0               0
## 2645               1                    0               0               0
## 2646               1                    1               0               0
## 2647               1                    0               0               1
## 2648               1                    0               0               0
## 2649               1                    0               1               1
## 2650               1                    0               0               1
## 2651               0                    0               0               1
## 2652               1                    0               1               0
## 2653               1                    0               0               0
## 2654               1                    0               0               0
## 2656               1                    0               0               0
## 2657               0                    1               1               0
## 2658               1                    1               0               1
## 2659               0                    1               0               1
## 2661               0                    0               1               0
## 2663               0                    1               1               1
## 2665               0                    0               0               0
## 2666               1                    0               1               1
## 2667               0                    0               1               1
## 2668               1                    0               0               0
## 2669               1                    0               0               1
## 2671               1                    0               0               0
## 2672               1                    0               0               0
## 2674               1                    0               0               0
## 2675               1                    0               0               0
## 2676               0                    1               1               1
## 2677               1                    1               1               0
## 2678               1                    0               0               0
## 2679               1                    0               0               0
## 2682               1                    1               0               0
## 2683               1                    1               1               0
## 2685               0                    1               1               1
## 2686               1                    0               0               1
## 2687               1                    0               0               0
## 2689               1                    0               0               0
## 2690               1                    0               0               0
## 2691               0                    1               1               0
## 2692               1                    1               1               0
## 2693               0                    1               1               1
## 2694               1                    0               0               0
## 2695               0                    0               1               1
## 2696               1                    0               0               0
## 2697               1                    0               0               0
## 2699               1                    0               0               0
## 2700               1                    1               0               0
## 2701               1                    0               0               0
## 2702               1                    1               0               0
## 2703               1                    1               1               1
## 2704               1                    0               0               1
## 2705               0                    1               0               1
## 2706               1                    0               0               0
## 2709               1                    0               0               0
## 2710               1                    1               1               0
## 2711               1                    0               0               0
## 2713               0                    1               1               1
## 2714               0                    1               1               0
## 2715               1                    0               1               1
## 2716               1                    0               0               0
## 2717               1                    0               0               0
## 2718               1                    0               0               0
## 2719               1                    0               0               0
## 2720               1                    0               0               0
## 2721               1                    0               0               0
## 2722               1                    0               0               0
## 2723               1                    0               0               1
## 2726               0                    0               1               1
## 2727               0                    1               0               1
## 2728               1                    0               0               0
## 2729               1                    0               0               1
## 2730               1                    0               0               0
## 2731               1                    0               0               0
## 2732               0                    0               0               0
## 2733               1                    1               1               1
## 2735               1                    0               1               1
## 2736               1                    0               0               0
## 2738               0                    1               1               0
## 2739               0                    1               1               1
## 2740               1                    1               1               1
## 2741               1                    0               0               1
## 2742               1                    0               0               0
## 2743               1                    0               0               0
## 2744               1                    0               0               1
## 2745               1                    1               0               1
## 2746               1                    0               0               0
## 2747               1                    0               0               0
## 2748               1                    0               1               0
## 2749               1                    0               0               1
## 2750               1                    1               1               0
## 2751               1                    0               0               0
## 2754               1                    0               0               0
## 2755               1                    0               0               0
## 2756               1                    0               0               0
## 2757               1                    0               0               0
## 2758               1                    1               1               1
## 2759               0                    0               0               0
## 2761               1                    0               0               0
## 2762               0                    1               1               1
## 2763               1                    1               1               0
## 2764               1                    0               0               0
## 2766               1                    0               0               1
## 2767               1                    1               0               0
## 2768               0                    0               1               1
## 2770               1                    0               1               0
## 2773               1                    0               0               0
## 2774               0                    0               0               0
## 2775               1                    0               0               1
## 2776               0                    1               1               1
## 2777               0                    0               1               0
## 2778               1                    1               1               1
## 2779               0                    0               0               0
## 2781               0                    1               1               1
## 2782               0                    0               0               0
## 2783               1                    0               0               0
## 2784               0                    0               0               0
## 2785               1                    1               0               1
## 2786               0                    0               1               1
## 2787               1                    1               0               1
## 2789               1                    0               0               0
## 2790               0                    0               0               0
## 2791               1                    0               0               0
## 2792               1                    0               0               1
## 2794               1                    1               0               1
## 2795               1                    0               0               0
## 2796               1                    0               0               0
## 2797               0                    0               1               1
## 2798               1                    1               1               1
## 2799               1                    0               0               0
## 2800               1                    0               0               0
## 2801               0                    0               1               0
## 2802               0                    1               0               1
## 2803               1                    0               0               0
## 2806               1                    1               1               1
## 2808               0                    0               1               1
## 2809               1                    0               0               0
## 2810               0                    0               1               1
## 2812               0                    1               0               1
## 2813               1                    0               0               0
## 2814               1                    0               0               1
## 2815               0                    0               0               0
## 2816               1                    0               0               0
## 2818               0                    1               1               0
## 2819               1                    0               0               0
## 2820               1                    0               0               0
## 2821               1                    0               0               0
## 2822               1                    0               0               0
## 2823               0                    0               0               0
## 2824               1                    0               0               0
## 2825               1                    0               0               0
## 2826               0                    1               0               0
## 2828               0                    0               1               1
## 2829               0                    1               0               0
## 2831               0                    0               1               0
## 2832               0                    0               0               1
## 2835               1                    0               0               0
## 2836               0                    0               1               0
## 2837               1                    0               0               0
## 2839               1                    0               0               0
## 2840               1                    0               0               1
## 2841               0                    1               1               0
## 2842               1                    0               0               0
## 2843               0                    0               0               0
## 2844               1                    1               0               0
## 2845               1                    0               0               0
## 2846               1                    0               1               1
## 2847               0                    1               1               1
## 2848               0                    1               1               1
## 2849               1                    1               0               0
## 2850               1                    1               0               1
## 2851               1                    0               0               0
## 2852               1                    0               0               0
## 2854               1                    0               0               0
## 2855               0                    1               1               1
## 2856               1                    1               0               1
## 2858               1                    0               0               0
## 2859               1                    0               0               0
## 2862               0                    0               0               0
## 2864               0                    0               0               1
## 2865               1                    0               0               1
## 2866               1                    1               1               1
## 2867               1                    0               0               1
## 2868               1                    0               0               0
## 2869               1                    0               0               1
## 2870               1                    0               0               0
## 2871               1                    0               0               0
## 2872               1                    0               0               0
## 2874               1                    1               0               1
## 2875               0                    1               0               1
## 2876               1                    0               0               0
## 2877               1                    0               1               0
## 2878               1                    0               0               1
## 2879               1                    0               0               0
## 2881               0                    1               1               1
## 2882               1                    1               1               1
## 2883               1                    0               0               0
## 2884               1                    0               0               0
## 2885               0                    1               0               1
## 2886               1                    0               0               0
## 2887               1                    0               0               0
## 2888               1                    0               0               0
## 2889               0                    0               0               0
## 2890               1                    1               1               0
## 2893               1                    0               0               0
## 2894               0                    1               1               1
## 2895               0                    1               1               1
## 2896               1                    0               0               0
## 2897               0                    0               0               1
## 2901               1                    1               1               0
## 2902               1                    0               1               0
## 2903               1                    0               0               1
## 2904               1                    0               0               1
## 2905               0                    0               1               0
## 2906               1                    0               0               0
## 2907               1                    1               0               0
## 2908               0                    1               0               0
## 2909               0                    1               1               1
## 2910               1                    0               0               1
## 2911               0                    1               1               1
## 2912               1                    0               1               0
## 2914               0                    1               0               0
## 2916               0                    1               1               1
## 2918               1                    0               0               1
## 2920               0                    0               0               0
## 2921               1                    1               1               1
## 2922               0                    1               1               1
## 2923               1                    0               0               0
## 2925               0                    0               1               0
## 2926               1                    0               0               0
## 2928               0                    1               1               1
## 2929               1                    0               0               0
## 2930               1                    0               0               0
## 2931               0                    1               1               1
## 2932               0                    1               0               1
## 2933               0                    1               0               0
## 2935               0                    1               1               0
## 2936               0                    1               0               1
## 2937               0                    1               0               1
## 2938               1                    0               0               0
## 2939               1                    0               0               0
## 2941               1                    0               0               0
## 2944               1                    1               0               1
## 2946               1                    0               0               0
## 2947               1                    0               1               0
## 2948               1                    0               0               0
## 2949               0                    1               0               1
## 2950               1                    0               0               0
## 2952               0                    1               0               1
## 2954               1                    0               0               0
## 2955               0                    0               1               1
## 2957               0                    0               1               0
## 2959               1                    0               0               0
## 2960               1                    0               1               0
## 2962               1                    0               0               1
## 2963               0                    1               1               1
## 2964               0                    1               0               0
## 2965               1                    1               1               1
## 2966               1                    0               0               0
## 2968               0                    1               1               1
## 2969               0                    1               0               1
## 2970               0                    0               0               0
## 2971               1                    0               1               0
## 2972               1                    0               0               0
## 2973               1                    0               0               0
## 2974               0                    1               1               0
## 2975               1                    1               1               0
## 2978               1                    0               0               0
## 2979               0                    1               1               1
## 2980               1                    0               0               0
## 2981               0                    1               1               1
## 2982               1                    0               0               0
## 2983               1                    0               0               0
## 2985               1                    0               0               0
## 2986               1                    0               0               0
## 2988               0                    0               1               0
## 2990               0                    0               1               0
## 2992               1                    1               0               0
## 2993               0                    0               0               1
## 2994               0                    0               0               0
## 2995               1                    0               0               0
## 2996               1                    0               0               1
## 2997               1                    0               0               0
## 2998               1                    1               1               1
## 2999               1                    0               1               0
## 3001               1                    0               0               0
## 3002               1                    0               0               0
## 3003               0                    0               0               0
## 3004               1                    0               0               0
## 3006               1                    0               0               0
## 3007               1                    0               0               0
## 3009               1                    0               0               1
## 3010               1                    1               0               1
## 3011               0                    1               1               1
## 3013               0                    0               1               0
## 3014               1                    0               0               0
## 3017               1                    0               0               0
## 3018               1                    0               0               0
## 3020               1                    0               0               0
## 3021               1                    0               0               0
## 3024               0                    1               1               0
## 3026               1                    0               0               1
## 3027               1                    0               0               0
## 3028               1                    0               0               0
## 3029               0                    1               0               1
## 3030               1                    0               0               1
## 3031               1                    0               0               0
## 3034               0                    0               0               1
## 3036               0                    1               1               1
## 3037               0                    0               0               0
## 3039               1                    1               0               0
## 3040               1                    0               0               0
## 3043               0                    0               0               0
## 3044               1                    0               0               0
## 3045               1                    0               0               0
## 3047               0                    1               1               1
## 3048               1                    0               0               0
## 3050               0                    0               1               1
## 3051               1                    0               0               0
## 3052               1                    0               1               1
## 3053               1                    0               0               0
## 3054               1                    1               0               0
## 3055               1                    0               0               0
## 3056               1                    1               0               1
## 3057               0                    1               0               1
## 3058               1                    1               1               0
## 3059               1                    1               0               1
## 3060               1                    0               0               0
## 3061               1                    0               0               0
## 3062               1                    0               0               0
## 3064               0                    0               0               0
## 3065               1                    0               0               0
## 3067               0                    1               1               1
## 3068               0                    1               1               0
## 3069               0                    1               0               1
## 3070               0                    0               0               0
## 3072               0                    0               0               0
## 3075               0                    0               0               1
## 3076               1                    0               0               0
## 3077               1                    0               0               1
## 3078               1                    0               1               0
## 3081               0                    1               0               1
## 3082               1                    1               1               0
## 3083               1                    0               0               1
## 3085               0                    1               1               1
## 3086               1                    0               0               1
## 3087               1                    0               0               0
## 3089               0                    0               1               0
## 3091               1                    1               0               0
## 3092               0                    1               1               1
## 3093               1                    0               0               0
## 3094               0                    1               0               0
## 3095               1                    0               0               0
## 3097               1                    0               0               0
## 3098               1                    0               1               0
## 3099               1                    0               0               0
## 3100               1                    0               0               0
## 3101               1                    0               1               0
## 3102               1                    0               0               0
## 3103               0                    1               1               1
## 3104               0                    0               1               1
## 3105               1                    0               0               0
## 3106               1                    0               0               0
## 3107               0                    1               0               1
## 3108               0                    0               1               0
## 3109               1                    0               0               1
## 3110               1                    1               1               1
## 3112               0                    1               0               0
## 3113               0                    1               1               1
## 3114               1                    0               0               0
## 3115               1                    0               0               1
## 3116               1                    0               0               0
## 3117               1                    0               1               1
## 3118               1                    0               0               0
## 3119               1                    0               0               0
## 3120               0                    0               1               1
## 3121               1                    0               0               0
## 3122               0                    0               1               0
## 3124               1                    0               0               0
## 3125               0                    1               0               1
## 3126               1                    0               1               1
## 3128               1                    0               1               0
## 3129               0                    1               1               0
## 3130               1                    0               0               0
## 3131               1                    0               1               1
## 3132               1                    0               0               0
## 3133               0                    1               1               1
## 3134               1                    0               0               0
## 3135               1                    0               1               0
## 3136               1                    1               0               0
## 3137               0                    1               1               0
## 3138               1                    0               0               0
## 3139               0                    1               1               1
## 3140               1                    0               0               0
## 3141               0                    0               0               0
## 3142               0                    0               1               1
## 3143               1                    1               0               1
## 3145               1                    1               1               0
## 3147               1                    0               0               0
## 3148               1                    1               1               0
## 3149               1                    0               0               0
## 3150               0                    0               0               0
## 3151               1                    0               0               0
## 3153               1                    0               0               0
## 3155               1                    0               0               1
## 3156               0                    1               1               0
## 3157               1                    0               0               0
## 3158               1                    0               0               1
## 3159               0                    0               0               0
## 3160               0                    1               0               1
## 3161               1                    0               0               0
## 3162               1                    0               1               0
## 3163               0                    1               1               0
## 3164               1                    0               0               0
## 3165               0                    1               1               1
## 3166               0                    0               0               1
## 3167               1                    0               0               0
## 3168               0                    0               0               1
## 3169               1                    0               0               0
## 3170               1                    0               0               1
## 3171               1                    0               0               0
## 3172               1                    0               0               0
## 3173               1                    1               1               1
## 3174               1                    0               0               1
## 3178               1                    0               1               1
## 3179               1                    0               0               1
## 3180               0                    1               1               1
## 3182               1                    0               0               0
## 3183               0                    1               0               1
## 3184               1                    0               0               0
## 3185               1                    0               0               0
## 3186               1                    1               1               1
## 3187               0                    0               0               0
## 3188               1                    0               0               0
## 3189               1                    0               0               0
## 3190               0                    1               0               1
## 3192               1                    0               0               0
## 3194               0                    1               0               1
## 3196               0                    1               0               1
## 3197               0                    0               1               1
## 3198               1                    0               0               0
## 3200               1                    0               0               0
## 3201               0                    1               1               1
## 3202               1                    0               0               0
## 3203               1                    0               0               0
## 3205               1                    0               0               1
## 3206               1                    0               1               1
## 3207               1                    0               0               0
## 3209               1                    1               0               0
## 3210               0                    0               0               0
## 3211               0                    0               0               0
## 3212               1                    1               0               0
## 3213               1                    0               0               0
## 3215               1                    0               0               0
## 3217               1                    0               1               0
## 3218               1                    0               0               0
## 3219               0                    0               0               0
## 3220               1                    0               1               1
## 3221               1                    0               0               1
## 3222               1                    0               0               0
## 3223               1                    0               0               1
## 3224               0                    1               0               1
## 3225               1                    0               0               1
## 3226               1                    0               0               0
## 3227               0                    1               1               1
## 3228               0                    0               0               0
## 3229               1                    1               0               0
## 3230               1                    0               0               0
## 3231               0                    1               1               0
## 3232               0                    0               0               0
## 3234               1                    0               0               0
## 3235               1                    0               1               0
## 3236               0                    0               0               1
## 3237               1                    0               0               0
## 3239               0                    0               0               0
## 3241               0                    1               1               0
## 3243               0                    1               1               1
## 3244               1                    0               0               0
## 3245               0                    1               0               0
## 3247               0                    0               0               1
## 3249               1                    1               0               1
## 3250               0                    1               0               1
## 3251               0                    0               1               1
## 3252               0                    1               1               1
## 3253               0                    0               0               1
## 3254               1                    0               0               0
## 3255               1                    0               0               0
## 3256               0                    0               1               0
## 3257               0                    1               1               1
## 3258               1                    1               0               1
## 3259               0                    1               1               0
## 3260               1                    1               1               1
## 3261               1                    0               0               0
## 3262               1                    0               0               0
## 3263               1                    0               0               0
## 3265               1                    0               0               0
## 3267               0                    0               0               1
## 3268               1                    0               0               0
## 3269               1                    0               0               0
## 3270               0                    1               1               1
## 3271               1                    0               0               0
## 3272               1                    0               0               0
## 3273               1                    0               0               0
## 3274               0                    0               1               1
## 3276               0                    1               0               0
## 3277               0                    0               0               1
## 3278               0                    1               0               1
## 3279               1                    0               0               0
## 3282               1                    0               0               1
## 3283               1                    0               1               1
## 3284               1                    0               0               0
## 3285               0                    0               0               1
## 3286               1                    1               0               0
## 3287               1                    0               1               0
## 3290               1                    0               0               0
## 3291               0                    1               1               1
## 3292               1                    1               0               0
## 3295               0                    1               1               1
## 3297               1                    0               0               0
## 3298               0                    1               0               1
## 3299               0                    0               0               0
## 3300               0                    1               1               1
## 3302               0                    0               1               0
## 3304               1                    0               0               0
## 3306               1                    0               0               1
## 3308               1                    0               0               0
## 3310               0                    1               0               0
## 3311               0                    1               1               1
## 3312               0                    1               0               1
## 3314               1                    1               0               0
## 3316               1                    0               0               0
## 3318               1                    0               0               0
## 3319               1                    0               0               0
## 3320               1                    1               0               0
## 3321               1                    0               0               0
## 3322               0                    1               1               1
## 3323               0                    1               0               0
## 3324               1                    0               0               0
## 3325               1                    0               1               0
## 3326               1                    1               0               1
## 3328               1                    0               0               0
## 3330               1                    0               0               0
## 3331               1                    0               0               0
## 3332               1                    0               0               0
## 3334               0                    1               1               1
## 3335               1                    0               0               1
## 3336               1                    0               0               0
## 3337               0                    1               0               1
## 3338               1                    0               0               0
## 3339               1                    0               0               0
## 3340               0                    1               0               1
## 3341               1                    0               0               0
## 3342               1                    0               0               0
## 3343               0                    1               0               1
## 3344               1                    1               0               1
## 3345               1                    0               0               0
## 3347               1                    0               0               0
## 3348               0                    0               0               0
## 3349               1                    0               1               0
## 3350               0                    1               1               0
## 3351               1                    0               0               0
## 3355               1                    1               0               1
## 3356               0                    1               1               0
## 3357               0                    0               0               0
## 3359               1                    1               0               1
## 3360               1                    0               0               0
## 3361               1                    1               0               1
## 3362               0                    1               1               1
## 3363               0                    1               0               0
## 3365               0                    1               0               0
## 3366               1                    0               0               0
## 3367               0                    0               1               1
## 3368               1                    0               0               0
## 3369               0                    0               0               0
## 3370               1                    0               0               0
## 3371               1                    0               0               0
## 3372               1                    0               0               0
## 3376               1                    1               1               1
## 3379               1                    1               0               0
## 3380               1                    0               0               1
## 3381               1                    0               1               0
## 3382               1                    0               0               0
## 3383               1                    1               0               0
## 3385               1                    0               0               0
## 3387               1                    0               0               0
## 3388               1                    1               1               1
## 3389               0                    0               0               0
## 3390               0                    1               0               0
## 3391               0                    0               0               1
## 3392               0                    1               1               1
## 3393               0                    1               0               0
## 3394               1                    1               1               1
## 3396               1                    0               0               0
## 3397               0                    0               0               0
## 3398               1                    0               0               0
## 3401               1                    0               0               0
## 3403               0                    0               0               0
## 3404               0                    1               1               1
## 3406               0                    0               0               1
## 3407               0                    0               1               0
## 3408               1                    0               0               1
## 3409               1                    1               1               0
## 3410               1                    0               0               1
## 3411               1                    0               0               1
## 3412               0                    0               1               0
## 3414               0                    0               1               1
## 3415               0                    0               0               1
## 3416               0                    1               1               0
## 3417               1                    1               1               1
## 3418               1                    0               0               0
## 3419               1                    0               0               1
## 3420               1                    0               0               0
## 3421               1                    0               0               0
## 3422               1                    0               0               1
## 3424               1                    0               0               0
## 3425               0                    1               0               0
## 3426               1                    1               0               1
## 3427               0                    1               1               1
## 3428               0                    1               0               1
## 3430               1                    0               0               0
## 3431               1                    0               0               0
## 3432               0                    0               0               0
## 3433               1                    0               0               1
## 3434               0                    1               0               1
## 3435               0                    1               1               1
## 3437               1                    1               1               1
## 3438               0                    1               1               1
## 3439               1                    1               0               0
## 3440               0                    0               1               1
## 3441               0                    1               0               1
## 3443               1                    0               1               0
## 3444               0                    1               0               1
## 3447               1                    0               0               0
## 3448               1                    1               0               1
## 3449               0                    1               0               0
## 3450               1                    0               0               1
## 3451               1                    1               1               1
## 3452               1                    0               0               0
## 3453               1                    0               0               1
## 3454               1                    0               0               0
## 3455               1                    1               1               1
## 3456               0                    0               0               0
## 3457               1                    0               0               0
## 3459               0                    0               0               0
## 3460               1                    0               0               0
## 3461               1                    0               0               0
## 3462               1                    0               0               1
## 3463               1                    0               0               0
## 3464               1                    0               0               1
## 3465               1                    0               0               0
## 3466               1                    0               0               0
## 3467               0                    1               0               1
## 3468               1                    1               1               1
## 3469               0                    0               0               0
## 3470               1                    0               0               0
## 3471               1                    0               0               1
## 3472               1                    0               0               0
## 3473               1                    1               0               1
## 3474               1                    0               0               0
## 3476               1                    0               0               0
## 3480               1                    0               0               0
## 3481               0                    0               0               1
## 3483               1                    0               0               0
## 3484               0                    1               1               1
## 3485               1                    1               0               0
## 3486               0                    1               1               1
## 3487               0                    0               0               0
## 3488               1                    0               0               0
## 3489               1                    0               0               1
## 3490               1                    0               0               0
## 3491               1                    0               0               0
## 3492               1                    0               0               0
## 3493               1                    0               0               0
## 3494               1                    0               0               0
## 3495               0                    1               0               0
## 3496               1                    1               1               1
## 3497               1                    1               0               1
## 3499               1                    0               0               0
## 3501               1                    1               0               0
## 3502               1                    0               0               0
## 3503               0                    1               1               1
## 3505               1                    0               0               0
## 3506               1                    0               0               0
## 3507               1                    0               0               0
## 3508               1                    0               0               0
## 3509               1                    1               1               1
## 3510               0                    0               0               0
## 3512               0                    1               1               1
## 3513               1                    0               0               0
## 3514               1                    0               0               1
## 3515               1                    0               0               0
## 3516               0                    0               0               0
## 3517               1                    0               0               0
## 3518               0                    1               1               1
## 3519               1                    0               0               0
## 3520               0                    1               0               1
## 3521               1                    1               0               0
## 3522               1                    0               0               0
## 3523               1                    0               0               0
## 3524               1                    1               0               0
## 3525               1                    1               1               1
## 3526               1                    0               0               0
## 3527               1                    1               0               0
## 3528               1                    0               0               0
## 3529               0                    0               1               1
## 3530               0                    1               1               1
## 3531               0                    0               0               0
## 3532               0                    1               0               0
## 3533               0                    1               1               1
## 3534               1                    0               0               0
## 3537               0                    1               1               0
## 3538               0                    1               1               0
## 3540               1                    0               0               1
## 3542               0                    1               1               1
## 3543               1                    0               1               0
## 3545               1                    0               1               1
## 3546               1                    0               0               0
## 3547               0                    1               0               0
## 3549               1                    0               0               0
## 3550               1                    0               0               1
## 3551               1                    0               0               0
## 3552               0                    1               0               1
## 3553               1                    0               0               1
## 3554               1                    0               0               0
## 3555               1                    0               0               0
## 3556               1                    0               1               0
## 3557               0                    0               0               0
## 3559               0                    0               0               0
## 3560               0                    0               0               0
## 3561               0                    1               1               1
## 3562               0                    0               1               0
## 3563               0                    0               1               1
## 3567               1                    0               0               0
## 3569               1                    0               0               0
## 3572               0                    0               1               0
## 3573               0                    0               0               1
## 3574               1                    1               0               0
## 3577               1                    0               0               1
## 3578               0                    1               1               1
## 3580               1                    0               1               1
## 3581               1                    1               1               0
## 3582               0                    0               0               1
## 3583               0                    1               0               0
## 3584               1                    0               0               0
## 3585               1                    0               0               0
## 3586               0                    0               1               0
## 3588               1                    0               0               0
## 3589               0                    0               0               0
## 3590               1                    0               0               0
## 3591               0                    0               0               0
## 3592               1                    0               1               1
## 3593               1                    0               0               0
## 3594               0                    1               1               1
## 3595               0                    1               0               0
## 3596               1                    0               0               0
## 3597               0                    1               0               0
## 3598               1                    0               0               0
## 3599               1                    0               0               0
## 3600               0                    0               0               0
## 3602               1                    0               1               0
## 3604               0                    1               0               1
## 3605               1                    1               0               1
## 3606               0                    0               1               1
## 3607               1                    0               0               0
## 3608               1                    1               0               1
## 3609               1                    1               1               1
## 3610               0                    1               0               1
## 3611               0                    0               0               0
## 3613               0                    0               0               0
## 3614               0                    1               1               1
## 3615               0                    1               1               1
## 3617               0                    1               1               1
## 3618               1                    0               0               0
## 3619               0                    1               0               0
## 3620               1                    0               0               0
## 3622               1                    0               0               0
## 3623               1                    1               1               1
## 3624               1                    0               0               0
## 3626               1                    0               0               0
## 3627               1                    1               0               0
## 3628               1                    0               0               0
## 3629               0                    1               1               1
## 3630               1                    0               0               0
## 3631               1                    0               0               0
## 3633               0                    0               0               0
## 3634               1                    1               0               1
## 3636               1                    1               1               1
## 3637               0                    1               0               1
## 3638               1                    0               0               0
## 3640               1                    0               0               0
## 3641               1                    1               1               0
## 3643               1                    1               0               0
## 3644               1                    0               0               0
## 3645               1                    0               0               0
## 3647               1                    0               0               0
## 3649               0                    1               0               0
## 3651               0                    0               0               0
## 3652               1                    0               0               0
## 3655               1                    1               1               0
## 3656               1                    0               0               1
## 3658               1                    0               0               1
## 3659               1                    0               1               0
## 3661               1                    0               0               1
## 3662               1                    1               0               1
## 3663               1                    0               0               1
## 3664               0                    1               0               1
## 3665               1                    0               0               0
## 3666               1                    0               0               0
## 3667               1                    0               0               1
## 3668               0                    0               0               1
## 3669               1                    0               0               0
## 3670               1                    0               0               0
## 3671               0                    0               1               1
## 3672               1                    0               1               0
## 3673               0                    0               1               1
## 3674               1                    0               0               0
## 3675               1                    0               1               1
## 3676               1                    1               0               1
## 3677               1                    0               0               0
## 3678               1                    0               1               0
## 3679               1                    0               0               0
## 3680               1                    0               1               1
## 3681               1                    0               0               0
## 3682               0                    0               1               1
## 3684               1                    0               0               0
## 3685               0                    1               0               1
## 3686               0                    0               0               1
## 3687               0                    1               0               1
## 3689               1                    1               1               1
## 3690               0                    0               0               1
## 3691               1                    0               1               0
## 3693               0                    1               0               0
## 3694               0                    1               1               0
## 3695               1                    0               0               0
## 3698               1                    0               0               0
## 3699               0                    1               0               1
## 3700               1                    0               1               0
## 3701               1                    1               1               0
## 3704               1                    0               0               0
## 3706               0                    0               1               0
## 3707               1                    0               1               1
## 3708               1                    0               0               0
## 3709               0                    1               0               0
## 3710               1                    0               0               0
## 3711               0                    0               0               1
## 3712               1                    1               0               0
## 3713               1                    0               0               1
## 3714               1                    0               0               0
## 3715               1                    1               0               0
## 3716               1                    0               0               0
## 3718               1                    0               0               0
## 3719               1                    0               0               0
## 3721               1                    0               1               0
## 3722               1                    0               0               1
## 3723               0                    1               1               1
## 3724               1                    0               0               0
## 3726               1                    0               0               0
## 3731               1                    0               0               0
## 3732               1                    0               0               0
## 3733               1                    1               0               1
## 3734               1                    0               0               0
## 3736               0                    1               1               0
## 3738               1                    0               0               0
## 3739               0                    0               0               0
## 3740               0                    0               0               1
## 3742               0                    0               1               0
## 3743               0                    1               1               1
## 3744               1                    0               0               1
## 3745               1                    1               1               1
## 3746               1                    1               1               1
## 3748               1                    0               1               0
## 3749               1                    0               0               0
## 3750               1                    0               0               0
## 3751               1                    0               0               0
## 3753               1                    0               0               0
## 3754               1                    1               0               1
## 3755               1                    1               0               0
## 3757               1                    0               0               0
## 3760               1                    0               0               0
## 3761               1                    1               0               0
## 3762               1                    1               1               1
## 3763               0                    0               0               0
## 3764               1                    0               0               0
## 3766               1                    0               0               1
## 3767               1                    0               0               1
## 3768               1                    0               0               0
## 3770               1                    1               0               1
## 3771               1                    0               0               1
## 3773               1                    0               0               0
## 3775               1                    1               1               0
## 3776               1                    0               0               0
## 3777               1                    0               0               1
## 3778               0                    1               0               1
## 3780               1                    1               0               0
## 3781               1                    0               0               0
## 3782               1                    0               1               1
## 3784               1                    0               0               0
## 3785               1                    0               0               0
## 3786               1                    0               0               0
## 3787               1                    0               0               1
## 3788               1                    0               0               0
## 3789               0                    1               0               0
## 3790               1                    0               0               1
## 3791               1                    0               0               0
## 3792               1                    1               0               1
## 3793               1                    0               1               1
## 3794               1                    1               1               0
## 3795               1                    1               1               0
## 3796               0                    0               1               0
## 3797               1                    0               0               0
## 3799               0                    0               0               0
## 3800               1                    0               0               0
## 3802               0                    1               0               1
## 3803               1                    0               0               0
## 3804               1                    0               0               0
## 3807               1                    0               0               0
## 3808               0                    1               0               1
## 3810               1                    0               0               0
## 3811               0                    1               0               0
## 3812               1                    0               0               0
## 3813               0                    0               1               1
## 3814               1                    0               0               0
## 3815               0                    1               1               1
## 3816               1                    0               0               0
## 3817               0                    1               0               1
## 3818               0                    1               1               0
## 3819               1                    0               0               0
## 3820               1                    0               0               0
## 3821               1                    0               0               0
## 3822               1                    0               0               0
## 3823               0                    0               0               1
## 3824               0                    0               0               1
## 3825               1                    0               0               0
## 3826               0                    0               1               1
## 3827               1                    1               0               1
## 3829               1                    0               0               0
## 3830               1                    1               1               0
## 3831               0                    1               1               1
## 3832               1                    1               0               1
## 3833               1                    0               0               0
## 3835               0                    0               0               1
## 3836               1                    0               0               1
## 3837               1                    0               0               0
## 3838               1                    1               1               1
## 3839               1                    1               0               0
## 3841               1                    0               0               0
## 3842               0                    0               0               0
## 3843               0                    1               0               1
## 3845               1                    0               0               0
## 3846               1                    0               0               0
## 3850               0                    1               1               1
## 3851               1                    0               0               0
## 3852               0                    1               1               1
## 3853               0                    1               0               1
## 3854               1                    0               0               0
## 3855               0                    1               1               1
## 3856               1                    0               0               0
## 3858               0                    0               0               1
## 3859               1                    0               0               0
## 3860               1                    0               0               0
## 3861               0                    1               0               1
## 3862               0                    0               0               0
## 3863               0                    0               0               1
## 3864               1                    1               0               1
## 3865               1                    1               0               1
## 3866               1                    1               1               1
## 3867               1                    0               1               0
## 3869               0                    1               1               1
## 3870               0                    0               0               1
## 3872               0                    1               1               1
## 3874               1                    1               1               1
## 3875               0                    0               1               0
## 3876               1                    0               0               0
## 3877               1                    0               0               0
## 3879               1                    0               0               0
## 3880               0                    0               0               1
## 3881               0                    0               0               0
## 3883               1                    0               0               0
## 3887               0                    0               0               0
## 3888               0                    1               1               1
## 3889               1                    0               0               0
## 3894               1                    0               0               0
## 3895               0                    1               1               1
## 3896               1                    0               0               0
## 3897               0                    0               1               0
## 3898               1                    0               0               0
## 3899               1                    0               0               1
## 3900               1                    0               0               1
## 3901               1                    1               1               1
## 3902               0                    1               1               1
## 3903               1                    0               0               0
## 3904               0                    1               0               1
## 3905               1                    0               0               0
## 3906               0                    1               1               1
## 3907               1                    0               0               0
## 3908               1                    0               0               0
## 3909               1                    1               0               0
## 3910               1                    0               0               0
## 3911               1                    0               0               0
## 3913               1                    0               0               1
## 3914               1                    1               1               0
## 3915               0                    1               0               0
## 3916               1                    0               0               1
## 3917               1                    0               0               0
## 3919               0                    0               1               0
## 3920               0                    1               0               0
## 3921               1                    0               0               0
## 3923               1                    0               0               0
## 3924               1                    1               1               1
## 3925               0                    0               1               0
## 3926               1                    1               0               0
## 3927               1                    0               0               0
## 3928               0                    0               1               0
## 3930               1                    1               1               0
## 3931               1                    0               0               0
## 3932               1                    0               0               0
## 3933               1                    0               0               0
## 3934               1                    0               0               0
## 3935               1                    0               0               0
## 3940               1                    1               1               1
## 3942               1                    0               0               1
## 3944               1                    0               0               1
## 3945               0                    1               1               1
## 3946               0                    1               1               1
## 3947               1                    1               0               0
## 3948               1                    0               0               1
## 3949               1                    0               0               1
## 3952               1                    0               0               0
## 3953               1                    1               0               0
## 3954               1                    1               0               1
## 3955               0                    0               0               0
## 3956               1                    0               0               0
## 3958               1                    1               1               1
## 3959               0                    1               0               1
## 3960               0                    0               1               1
## 3961               1                    0               0               0
## 3962               1                    0               0               0
## 3963               1                    0               0               0
## 3964               1                    0               1               0
## 3966               1                    0               0               0
## 3967               1                    1               1               1
## 3968               1                    1               0               1
## 3969               1                    0               0               0
## 3970               1                    0               0               0
## 3971               0                    1               1               1
## 3972               1                    0               0               1
## 3974               0                    1               0               1
## 3975               1                    0               0               0
## 3976               1                    0               0               0
## 3977               1                    0               0               0
## 3978               1                    0               0               0
## 3979               0                    0               0               0
## 3980               0                    1               1               0
## 3981               1                    0               0               0
## 3982               0                    1               1               1
## 3983               1                    0               0               0
## 3985               0                    0               1               0
## 3987               0                    0               1               0
## 3988               0                    0               0               1
## 3989               1                    0               0               0
## 3990               1                    0               0               0
## 3991               0                    0               0               0
## 3993               1                    0               0               0
## 3995               0                    1               1               1
## 3996               0                    1               1               1
## 3997               1                    0               0               0
## 3998               0                    1               1               0
## 4000               1                    0               0               0
## 4001               1                    0               0               0
## 4002               1                    1               1               1
## 4003               0                    1               1               1
## 4006               0                    0               0               0
## 4007               1                    0               1               0
## 4009               1                    0               0               0
## 4010               1                    0               0               0
## 4011               1                    1               0               0
## 4012               0                    1               0               1
## 4013               0                    0               0               1
## 4014               0                    1               1               1
## 4015               1                    0               0               0
## 4016               1                    0               0               0
## 4017               1                    0               0               0
## 4018               1                    0               0               0
## 4019               1                    1               0               0
## 4021               1                    0               0               0
## 4022               0                    1               1               1
## 4023               0                    1               1               0
## 4025               0                    1               1               1
## 4026               0                    1               0               0
## 4027               0                    0               1               0
## 4028               1                    0               0               0
## 4029               0                    0               1               0
## 4030               1                    0               0               0
## 4031               1                    0               0               0
## 4032               1                    0               0               0
## 4034               1                    1               0               0
## 4036               0                    0               0               0
## 4037               1                    1               1               1
## 4039               1                    0               0               0
## 4040               1                    0               0               0
## 4041               1                    1               0               1
## 4042               1                    1               1               1
## 4043               1                    0               1               1
## 4044               0                    0               0               1
## 4045               0                    0               0               1
## 4046               1                    1               0               1
## 4047               0                    0               0               0
## 4048               0                    1               0               1
## 4049               0                    0               0               0
## 4050               0                    0               0               1
## 4051               1                    0               0               0
## 4052               1                    1               1               0
## 4053               1                    0               0               1
## 4055               1                    0               0               0
## 4056               1                    0               0               0
## 4057               0                    1               0               0
## 4058               1                    0               0               0
## 4059               1                    0               0               0
## 4060               0                    0               1               0
## 4061               0                    0               1               1
## 4064               1                    0               0               0
## 4065               1                    0               0               1
## 4066               1                    0               0               0
## 4067               0                    0               0               1
## 4068               1                    1               0               1
## 4070               0                    1               0               1
## 4071               1                    0               0               1
## 4072               1                    1               1               1
## 4073               1                    0               0               0
## 4075               1                    0               0               0
## 4076               1                    1               1               1
## 4077               0                    0               0               1
## 4078               1                    0               0               1
## 4079               1                    0               1               0
## 4080               0                    1               1               1
## 4081               1                    0               0               0
## 4082               1                    0               0               0
## 4083               1                    0               0               0
## 4084               1                    0               0               0
## 4085               0                    0               1               0
## 4087               1                    0               0               0
## 4088               1                    0               1               0
## 4089               1                    0               1               0
## 4090               1                    1               0               1
## 4092               1                    0               0               0
## 4094               1                    0               0               0
## 4095               1                    0               0               0
## 4096               1                    0               0               0
## 4097               1                    1               0               0
## 4098               0                    0               0               0
## 4099               1                    0               1               1
## 4100               1                    0               0               1
## 4101               0                    0               0               0
## 4103               1                    0               0               0
## 4106               0                    1               0               0
## 4108               1                    0               0               0
## 4109               1                    1               1               1
## 4110               1                    0               0               0
## 4111               1                    1               0               1
## 4113               1                    0               0               0
## 4114               1                    0               0               0
## 4116               0                    0               1               0
## 4118               1                    0               0               1
## 4119               0                    1               0               0
## 4121               1                    0               0               0
## 4122               0                    0               0               1
## 4123               1                    1               0               1
## 4125               1                    0               0               0
## 4126               1                    0               0               0
## 4127               0                    0               0               1
## 4128               0                    1               0               1
## 4129               0                    1               1               1
## 4131               1                    0               0               0
## 4132               1                    1               0               1
## 4134               0                    0               0               1
## 4136               0                    0               1               0
## 4138               1                    1               0               1
## 4139               0                    0               1               0
## 4140               1                    0               0               0
## 4141               1                    0               0               0
## 4142               1                    0               0               0
## 4146               1                    1               1               0
## 4147               1                    0               0               0
## 4148               1                    0               0               0
## 4149               0                    1               1               1
## 4151               1                    0               0               0
## 4152               1                    0               0               0
## 4154               1                    0               1               1
## 4156               0                    1               1               1
## 4157               0                    1               0               0
## 4158               0                    1               1               1
## 4161               1                    1               0               1
## 4162               1                    1               1               1
## 4163               0                    1               0               1
## 4165               1                    0               0               0
## 4166               1                    0               0               0
## 4167               1                    0               0               0
## 4168               1                    0               1               0
## 4169               1                    0               0               0
## 4171               1                    0               0               0
## 4172               0                    1               1               0
## 4173               1                    0               0               0
## 4174               1                    0               0               0
## 4175               1                    1               0               1
## 4176               1                    0               1               1
## 4177               0                    0               1               0
## 4180               1                    1               1               1
## 4181               1                    0               0               0
## 4182               1                    1               1               1
## 4183               0                    0               1               1
## 4184               1                    0               1               1
## 4186               1                    0               0               0
## 4187               1                    0               0               0
## 4188               1                    0               0               0
## 4189               1                    0               1               0
## 4190               1                    0               0               0
## 4191               1                    0               0               0
## 4192               1                    0               0               0
## 4193               1                    1               1               1
## 4194               1                    1               1               1
## 4195               1                    0               0               0
## 4197               1                    0               0               0
## 4199               1                    1               0               1
## 4200               0                    1               1               1
## 4201               1                    0               1               1
## 4202               0                    1               1               1
## 4204               1                    1               0               1
## 4205               0                    1               0               1
## 4206               1                    0               0               1
## 4207               1                    0               1               0
## 4209               0                    1               1               1
## 4213               0                    0               0               0
## 4215               1                    0               0               0
## 4216               0                    1               1               1
## 4217               1                    0               0               0
## 4218               1                    0               0               0
## 4219               1                    0               0               0
## 4220               1                    0               0               0
## 4221               0                    0               1               1
## 4222               1                    0               0               0
## 4223               0                    1               1               1
## 4225               0                    1               1               0
## 4226               1                    0               0               0
## 4228               1                    0               0               0
## 4229               0                    1               1               0
## 4230               1                    0               0               0
## 4231               1                    1               0               1
## 4232               1                    0               0               0
## 4234               0                    1               0               1
## 4235               0                    1               0               0
## 4237               1                    0               1               1
## 4238               1                    0               0               0
## 4239               1                    0               0               0
## 4240               0                    1               0               1
## 4241               0                    0               1               1
## 4242               0                    1               1               0
## 4243               0                    1               0               0
## 4244               0                    1               1               1
## 4245               0                    1               1               0
## 4246               1                    1               0               0
## 4248               0                    0               0               0
## 4249               1                    1               0               1
## 4250               1                    0               0               0
## 4251               0                    1               0               1
## 4252               1                    1               1               1
## 4254               1                    1               1               1
## 4256               1                    1               0               1
## 4258               0                    1               0               1
## 4259               1                    0               1               1
## 4260               0                    0               1               0
## 4261               0                    1               1               1
## 4262               0                    0               1               1
## 4263               0                    1               0               0
## 4264               0                    1               1               1
## 4265               1                    0               0               0
## 4266               1                    0               0               0
## 4267               1                    0               1               0
## 4268               1                    0               0               0
## 4269               1                    0               0               0
## 4270               0                    0               0               0
## 4271               1                    0               0               0
## 4273               1                    0               0               0
## 4275               0                    0               0               0
## 4276               1                    1               0               1
## 4277               1                    0               0               0
## 4279               0                    0               1               1
## 4281               1                    1               1               1
## 4282               1                    1               0               0
## 4283               1                    0               0               0
## 4284               1                    0               1               1
## 4286               1                    0               0               0
## 4288               1                    0               0               1
## 4289               0                    0               1               0
## 4290               1                    1               1               1
## 4291               1                    0               1               0
## 4292               1                    0               0               0
## 4293               0                    0               0               0
## 4294               1                    0               0               0
## 4295               1                    0               0               0
## 4296               1                    0               0               1
## 4297               1                    0               0               0
## 4298               1                    0               0               0
## 4299               1                    0               0               0
## 4301               1                    0               0               1
## 4302               1                    0               0               0
## 4304               0                    1               1               1
## 4305               0                    0               0               0
## 4306               0                    1               1               1
## 4307               0                    0               1               0
## 4308               0                    0               0               1
## 4309               1                    0               0               1
## 4310               0                    1               1               1
## 4311               1                    0               0               0
## 4312               0                    0               1               1
## 4314               1                    0               0               0
## 4317               1                    0               0               1
## 4318               1                    1               0               0
## 4319               1                    0               0               0
## 4320               1                    0               0               1
## 4321               1                    0               0               0
## 4322               1                    0               0               0
## 4324               0                    1               0               0
## 4325               1                    0               0               0
## 4326               1                    0               1               0
## 4327               0                    0               1               0
## 4328               1                    0               0               0
## 4329               1                    1               0               0
## 4330               0                    0               1               1
## 4331               0                    0               0               1
## 4333               1                    1               1               0
## 4335               1                    0               0               0
## 4337               1                    0               0               0
## 4338               0                    1               0               1
## 4339               1                    0               0               0
## 4341               0                    0               1               1
## 4343               1                    0               0               0
## 4344               1                    0               0               0
## 4345               1                    0               0               0
## 4346               0                    1               0               0
## 4347               1                    1               0               0
## 4348               1                    0               0               0
## 4349               1                    0               0               0
## 4350               1                    0               0               0
## 4351               1                    0               0               0
## 4355               0                    0               1               0
## 4356               1                    0               0               0
## 4357               1                    0               0               1
## 4358               0                    1               1               0
## 4359               1                    1               1               1
## 4360               1                    0               0               0
## 4361               1                    1               1               0
## 4362               1                    0               0               1
## 4363               1                    0               0               0
## 4364               1                    1               1               1
## 4365               1                    0               0               0
## 4367               1                    0               0               0
## 4368               1                    0               0               0
## 4369               0                    1               1               1
## 4370               0                    0               0               1
## 4371               1                    0               0               1
## 4373               1                    1               0               1
## 4374               1                    1               0               0
## 4376               0                    1               1               0
## 4378               1                    0               0               0
## 4382               1                    0               0               1
## 4383               0                    0               1               0
## 4386               1                    0               0               0
## 4387               1                    1               1               0
## 4388               0                    1               0               1
## 4389               1                    0               0               0
## 4390               0                    1               1               1
## 4391               1                    1               0               1
## 4392               0                    1               1               0
## 4393               1                    0               0               0
## 4395               0                    0               1               1
## 4396               0                    1               0               0
## 4397               0                    1               0               0
## 4398               0                    0               0               0
## 4399               0                    1               1               1
## 4401               1                    1               0               1
## 4402               0                    1               1               0
## 4403               0                    0               0               1
## 4405               1                    0               0               0
## 4406               0                    1               0               1
## 4407               1                    0               0               0
## 4408               0                    1               0               0
## 4409               0                    0               0               1
## 4410               1                    0               0               0
## 4411               0                    1               0               0
## 4412               1                    0               0               0
## 4413               1                    1               1               1
## 4414               0                    0               0               0
## 4415               0                    0               0               1
## 4416               0                    1               0               1
## 4417               1                    0               0               0
## 4418               0                    0               0               0
## 4419               1                    0               1               0
## 4420               1                    1               1               1
## 4421               1                    1               1               1
## 4422               0                    1               1               1
## 4423               0                    0               1               0
## 4424               1                    0               0               0
## 4425               0                    0               1               0
## 4426               1                    0               0               0
## 4427               0                    1               0               0
## 4428               0                    0               0               0
## 4429               0                    1               0               0
## 4431               1                    0               0               0
## 4432               1                    0               0               0
## 4433               0                    0               0               0
## 4434               1                    0               0               0
## 4435               1                    0               0               1
## 4436               1                    0               0               0
## 4437               1                    0               0               0
## 4438               0                    1               0               1
## 4439               1                    0               0               1
## 4440               0                    0               1               1
## 4441               0                    0               0               1
## 4442               0                    1               0               1
## 4443               0                    0               1               0
## 4446               1                    1               0               1
## 4447               1                    0               0               0
## 4448               1                    1               0               0
## 4449               1                    0               0               0
## 4450               1                    0               0               0
## 4452               0                    0               0               1
## 4453               1                    1               1               0
## 4454               1                    0               1               1
## 4455               1                    1               0               0
## 4456               1                    0               0               0
## 4457               1                    1               0               0
## 4458               1                    1               0               1
## 4459               1                    0               0               0
## 4461               1                    0               0               0
## 4464               1                    1               0               0
## 4465               1                    1               0               0
## 4466               1                    1               0               1
## 4469               1                    0               0               0
## 4470               1                    0               0               0
## 4471               1                    0               0               1
## 4472               1                    0               0               0
## 4473               1                    0               0               0
## 4475               1                    0               0               0
## 4476               1                    0               0               0
## 4478               0                    1               1               1
## 4479               1                    1               0               0
## 4480               1                    0               0               0
## 4483               0                    1               1               1
## 4484               1                    0               0               0
## 4485               1                    0               0               0
## 4486               1                    0               0               0
## 4489               0                    1               1               1
## 4490               0                    1               0               1
## 4492               1                    0               0               0
## 4493               0                    1               1               1
## 4494               1                    0               0               0
## 4495               1                    0               0               1
## 4496               0                    0               0               1
## 4498               1                    0               0               0
## 4500               1                    0               1               0
## 4501               1                    0               0               0
## 4502               0                    0               0               1
## 4503               0                    0               1               0
## 4504               0                    1               1               1
## 4506               0                    1               1               1
## 4507               1                    0               0               0
## 4508               0                    0               0               1
## 4510               1                    1               0               1
## 4511               1                    1               0               0
## 4512               0                    1               1               1
## 4513               1                    0               0               0
## 4514               0                    0               0               1
## 4515               1                    0               0               0
## 4516               1                    0               0               0
## 4517               0                    1               0               1
## 4518               0                    1               0               0
## 4521               0                    1               0               1
## 4523               1                    0               0               0
## 4525               0                    0               0               0
## 4526               0                    1               0               1
## 4527               1                    0               1               0
## 4528               1                    1               0               1
## 4531               1                    0               1               0
## 4532               1                    1               0               1
## 4533               1                    0               0               0
## 4534               1                    0               0               0
## 4535               1                    1               0               0
## 4536               1                    0               0               0
## 4538               1                    0               0               0
## 4539               0                    1               0               0
## 4540               0                    0               0               1
## 4541               0                    0               0               0
## 4542               0                    1               1               0
## 4543               1                    0               0               0
## 4544               0                    0               1               1
## 4545               1                    0               0               0
## 4546               0                    1               1               1
## 4547               0                    1               1               1
## 4548               1                    0               0               0
## 4549               1                    0               0               0
## 4550               1                    1               1               1
## 4552               1                    0               0               0
## 4553               1                    1               0               1
## 4554               0                    0               0               0
## 4555               0                    1               1               1
## 4556               0                    0               0               0
## 4560               0                    0               1               1
## 4561               0                    1               1               0
## 4562               1                    0               0               0
## 4563               1                    0               0               0
## 4564               1                    0               0               0
## 4565               0                    1               0               1
## 4566               1                    0               0               0
## 4569               1                    0               0               0
## 4570               1                    1               0               1
## 4571               1                    0               1               0
## 4572               0                    0               0               0
## 4573               1                    0               0               0
## 4574               1                    0               0               0
## 4575               0                    1               1               1
## 4576               0                    1               1               1
## 4577               1                    1               1               0
## 4578               1                    0               0               0
## 4579               0                    1               1               1
## 4580               1                    0               1               0
## 4581               1                    1               1               0
## 4582               1                    0               0               0
## 4585               1                    0               0               0
## 4586               1                    0               0               0
## 4587               0                    1               1               1
## 4588               0                    1               1               1
## 4589               1                    1               0               1
## 4590               1                    1               1               1
## 4591               1                    0               0               0
## 4592               1                    1               0               0
## 4593               0                    1               1               1
## 4594               1                    1               1               1
## 4595               1                    0               0               0
## 4596               1                    0               1               0
## 4598               0                    0               1               0
## 4599               1                    0               0               0
## 4600               1                    0               1               0
## 4601               1                    1               0               1
## 4602               1                    0               1               0
## 4603               0                    1               1               1
## 4604               1                    0               0               0
## 4605               0                    0               1               1
## 4606               0                    0               0               0
## 4607               1                    0               0               0
## 4609               1                    0               0               1
## 4610               1                    0               0               0
## 4611               1                    1               0               1
## 4612               1                    0               1               0
## 4613               0                    1               1               1
## 4614               1                    0               0               0
## 4615               1                    1               0               0
## 4616               0                    1               0               0
## 4617               1                    1               0               1
## 4618               1                    1               0               0
## 4619               1                    1               0               0
## 4620               0                    1               1               1
## 4622               1                    0               0               0
## 4623               0                    1               0               0
## 4625               1                    0               0               0
## 4626               1                    0               0               0
## 4627               1                    0               0               0
##      StreamingMovies_Yes Contract_OneYear Contract_TwoYear
## 1                      0                0                0
## 2                      0                1                0
## 3                      0                0                0
## 4                      0                1                0
## 5                      0                0                0
## 8                      0                0                0
## 9                      1                0                0
## 10                     0                1                0
## 12                     0                0                1
## 13                     1                1                0
## 15                     1                0                0
## 18                     1                0                1
## 19                     0                0                0
## 20                     1                0                0
## 21                     1                0                0
## 22                     0                1                0
## 24                     0                0                1
## 26                     0                0                0
## 27                     1                0                0
## 29                     1                0                1
## 30                     1                0                0
## 31                     0                0                1
## 32                     1                0                0
## 33                     0                1                0
## 34                     0                0                0
## 35                     0                0                0
## 36                     0                0                1
## 38                     0                0                0
## 40                     1                0                0
## 42                     0                0                1
## 43                     0                1                0
## 44                     0                0                1
## 46                     1                0                0
## 48                     0                0                0
## 49                     1                0                1
## 50                     0                0                1
## 51                     0                0                0
## 53                     0                0                0
## 55                     1                1                0
## 56                     1                0                0
## 57                     1                1                0
## 59                     0                0                1
## 60                     1                0                1
## 61                     1                0                0
## 63                     0                0                1
## 65                     1                0                0
## 66                     1                0                0
## 67                     0                1                0
## 69                     0                0                1
## 70                     0                0                0
## 71                     0                0                0
## 72                     0                1                0
## 73                     1                0                1
## 75                     1                0                0
## 76                     1                1                0
## 77                     1                1                0
## 78                     0                0                0
## 79                     1                0                0
## 80                     0                1                0
## 82                     1                0                0
## 83                     0                0                0
## 84                     1                0                0
## 85                     0                0                1
## 86                     1                0                0
## 87                     0                1                0
## 88                     0                0                1
## 89                     0                0                1
## 91                     0                0                0
## 92                     0                0                0
## 93                     1                0                1
## 94                     1                0                0
## 95                     1                0                1
## 96                     0                0                0
## 97                     0                1                0
## 98                     0                0                0
## 99                     0                0                1
## 100                    1                0                0
## 102                    0                0                0
## 103                    0                1                0
## 104                    0                1                0
## 106                    0                0                0
## 108                    0                1                0
## 109                    1                1                0
## 110                    0                0                1
## 111                    0                0                0
## 112                    0                1                0
## 113                    0                0                0
## 114                    0                0                0
## 115                    1                0                1
## 117                    0                0                1
## 118                    1                0                0
## 119                    0                0                1
## 120                    0                0                0
## 121                    1                1                0
## 122                    0                0                0
## 123                    0                0                0
## 124                    0                0                0
## 126                    0                0                1
## 127                    0                0                0
## 128                    0                0                1
## 129                    0                0                0
## 130                    1                1                0
## 131                    1                0                0
## 132                    1                0                0
## 133                    0                0                1
## 134                    1                0                0
## 137                    0                0                0
## 138                    0                0                1
## 139                    0                0                1
## 141                    1                0                1
## 142                    1                0                0
## 144                    0                1                0
## 145                    0                0                1
## 146                    0                0                1
## 147                    0                1                0
## 148                    0                0                0
## 149                    0                1                0
## 150                    1                0                0
## 151                    1                0                0
## 152                    1                0                0
## 153                    1                1                0
## 154                    1                0                1
## 155                    0                0                0
## 156                    1                0                0
## 157                    0                0                0
## 158                    0                1                0
## 160                    0                0                1
## 162                    0                0                0
## 163                    0                0                0
## 164                    1                0                1
## 165                    0                1                0
## 166                    0                0                1
## 167                    0                0                0
## 168                    1                0                1
## 169                    1                0                0
## 170                    0                0                0
## 172                    1                0                0
## 173                    1                0                1
## 174                    1                1                0
## 175                    0                1                0
## 177                    0                0                0
## 178                    0                0                0
## 179                    1                0                0
## 181                    0                0                0
## 182                    0                0                0
## 183                    1                0                0
## 185                    0                0                0
## 186                    0                0                0
## 188                    0                0                0
## 189                    0                1                0
## 190                    0                0                0
## 191                    1                1                0
## 192                    1                0                0
## 193                    0                0                1
## 195                    0                0                1
## 196                    0                0                0
## 197                    0                0                1
## 199                    1                0                1
## 200                    0                0                0
## 201                    1                1                0
## 202                    0                0                0
## 203                    1                0                1
## 205                    0                0                0
## 207                    1                0                1
## 208                    1                0                0
## 209                    1                0                0
## 210                    1                1                0
## 211                    0                0                0
## 212                    0                0                0
## 213                    0                0                1
## 214                    0                1                0
## 215                    1                0                0
## 216                    1                0                0
## 217                    0                0                1
## 218                    0                0                1
## 219                    1                0                1
## 221                    0                0                0
## 222                    0                0                1
## 223                    0                1                0
## 224                    0                0                0
## 225                    0                1                0
## 226                    1                1                0
## 227                    1                1                0
## 228                    0                0                0
## 229                    1                0                0
## 230                    1                0                1
## 231                    1                0                1
## 232                    1                0                0
## 233                    1                0                0
## 234                    0                0                1
## 235                    0                0                0
## 236                    0                0                0
## 237                    0                0                1
## 238                    0                0                0
## 239                    1                0                0
## 240                    0                0                1
## 241                    1                0                1
## 242                    1                0                1
## 243                    1                1                0
## 244                    1                0                0
## 246                    0                0                0
## 247                    1                1                0
## 248                    0                0                0
## 249                    0                0                0
## 250                    1                1                0
## 252                    0                0                0
## 254                    1                1                0
## 256                    1                0                1
## 257                    1                0                1
## 258                    1                1                0
## 259                    0                0                0
## 260                    1                0                0
## 261                    1                0                0
## 262                    1                0                0
## 265                    1                1                0
## 266                    1                0                1
## 267                    0                0                1
## 268                    1                0                0
## 269                    0                0                1
## 271                    1                0                0
## 272                    0                0                1
## 273                    0                0                0
## 276                    0                0                0
## 277                    1                0                0
## 278                    1                0                0
## 279                    1                0                0
## 280                    0                0                0
## 281                    0                0                0
## 282                    0                0                0
## 283                    0                0                0
## 284                    0                0                0
## 285                    1                0                0
## 286                    0                1                0
## 287                    0                0                0
## 288                    0                0                0
## 289                    0                0                0
## 290                    0                0                0
## 291                    0                0                0
## 292                    0                1                0
## 293                    0                1                0
## 294                    1                0                0
## 295                    0                0                0
## 297                    0                0                1
## 298                    1                0                0
## 299                    1                0                0
## 300                    0                0                0
## 302                    1                0                0
## 303                    1                0                0
## 304                    1                0                1
## 305                    0                0                0
## 306                    0                0                1
## 307                    0                0                0
## 308                    1                0                1
## 310                    1                1                0
## 311                    0                0                0
## 312                    1                0                0
## 313                    1                0                1
## 315                    0                0                0
## 317                    0                0                1
## 318                    1                1                0
## 319                    1                0                0
## 320                    0                0                0
## 321                    1                1                0
## 322                    1                0                1
## 323                    0                0                0
## 324                    0                1                0
## 325                    1                0                1
## 326                    1                0                0
## 327                    0                0                0
## 329                    0                0                0
## 332                    0                1                0
## 333                    0                1                0
## 334                    0                0                0
## 335                    0                0                0
## 336                    1                1                0
## 337                    1                0                1
## 338                    1                0                1
## 339                    1                0                0
## 340                    1                0                0
## 341                    0                0                0
## 342                    1                0                1
## 343                    0                0                0
## 344                    0                1                0
## 346                    0                0                0
## 347                    1                0                0
## 348                    0                0                1
## 349                    1                0                0
## 350                    1                1                0
## 352                    0                1                0
## 353                    1                0                0
## 354                    0                0                0
## 356                    1                0                0
## 357                    0                0                0
## 358                    1                0                1
## 360                    1                1                0
## 361                    0                0                0
## 362                    1                0                1
## 363                    0                1                0
## 365                    0                0                0
## 367                    1                0                0
## 368                    0                0                0
## 369                    1                1                0
## 370                    1                0                1
## 371                    0                1                0
## 373                    0                0                1
## 374                    1                1                0
## 375                    1                0                0
## 376                    1                1                0
## 377                    0                0                0
## 378                    1                0                0
## 379                    1                0                1
## 380                    0                1                0
## 381                    0                1                0
## 382                    0                0                0
## 383                    1                0                1
## 384                    1                0                0
## 385                    1                0                1
## 387                    0                0                0
## 388                    1                1                0
## 391                    1                0                0
## 392                    1                0                0
## 393                    0                0                0
## 395                    1                0                0
## 396                    1                0                1
## 397                    1                0                0
## 399                    1                0                0
## 400                    0                1                0
## 401                    0                1                0
## 402                    0                1                0
## 403                    1                0                0
## 405                    0                0                1
## 407                    0                1                0
## 408                    1                0                0
## 409                    0                0                0
## 411                    0                0                0
## 412                    0                1                0
## 413                    0                0                0
## 415                    0                0                0
## 416                    0                0                0
## 417                    1                0                1
## 418                    0                0                1
## 419                    1                0                0
## 421                    0                0                0
## 423                    1                1                0
## 426                    0                0                0
## 427                    1                1                0
## 428                    1                0                0
## 429                    0                0                0
## 430                    0                1                0
## 431                    0                0                0
## 432                    1                0                1
## 433                    0                0                0
## 434                    0                0                0
## 435                    0                0                1
## 436                    0                0                0
## 437                    0                1                0
## 438                    1                0                1
## 439                    1                0                0
## 441                    1                0                0
## 442                    1                0                0
## 443                    1                1                0
## 445                    1                0                0
## 447                    0                0                0
## 448                    0                0                1
## 449                    1                0                0
## 450                    1                0                1
## 451                    0                1                0
## 452                    1                0                0
## 453                    1                0                0
## 454                    1                0                0
## 455                    0                0                1
## 456                    1                0                0
## 458                    1                0                1
## 459                    0                0                0
## 460                    0                0                0
## 461                    0                0                0
## 462                    1                0                0
## 464                    1                0                0
## 466                    1                0                1
## 467                    1                0                1
## 469                    0                0                1
## 470                    1                0                0
## 471                    0                1                0
## 473                    1                0                0
## 474                    0                0                0
## 476                    0                0                0
## 477                    1                0                0
## 479                    1                0                0
## 481                    0                0                1
## 482                    1                0                0
## 483                    1                0                0
## 484                    1                1                0
## 485                    0                0                0
## 486                    1                0                1
## 487                    1                0                0
## 488                    1                0                1
## 489                    0                0                0
## 490                    1                0                1
## 491                    0                0                0
## 492                    0                0                0
## 493                    1                1                0
## 494                    0                0                0
## 495                    1                1                0
## 496                    0                0                0
## 497                    0                0                1
## 498                    0                0                0
## 499                    1                0                0
## 500                    1                1                0
## 501                    0                0                1
## 502                    1                1                0
## 504                    0                0                1
## 505                    1                0                0
## 506                    0                0                0
## 507                    1                0                0
## 509                    0                0                0
## 510                    1                1                0
## 511                    1                0                0
## 513                    1                0                0
## 514                    0                0                0
## 516                    0                1                0
## 517                    0                0                0
## 518                    0                0                0
## 519                    0                0                0
## 520                    1                1                0
## 521                    0                0                0
## 522                    1                0                0
## 524                    1                0                0
## 525                    0                1                0
## 526                    1                0                1
## 527                    0                1                0
## 528                    0                0                1
## 529                    0                0                1
## 530                    0                0                1
## 531                    0                0                1
## 532                    0                0                0
## 533                    1                1                0
## 534                    1                0                0
## 535                    0                0                0
## 536                    0                0                0
## 537                    0                1                0
## 538                    1                1                0
## 539                    1                0                1
## 540                    1                0                1
## 541                    1                0                0
## 542                    0                0                0
## 543                    0                0                0
## 544                    0                0                0
## 545                    1                1                0
## 546                    0                0                0
## 547                    1                1                0
## 548                    0                1                0
## 549                    0                0                0
## 552                    0                0                1
## 553                    0                0                1
## 554                    0                0                0
## 555                    1                1                0
## 556                    0                0                0
## 557                    0                1                0
## 558                    0                0                0
## 559                    0                0                0
## 560                    1                1                0
## 561                    0                0                0
## 562                    1                0                0
## 563                    1                0                1
## 564                    0                0                0
## 568                    1                0                0
## 569                    0                1                0
## 570                    0                0                1
## 571                    0                0                1
## 573                    1                1                0
## 574                    1                0                0
## 575                    1                0                1
## 576                    0                1                0
## 577                    0                0                0
## 578                    1                0                0
## 579                    0                0                0
## 580                    0                0                0
## 581                    0                0                0
## 582                    0                0                0
## 584                    0                0                0
## 586                    0                0                1
## 587                    0                1                0
## 589                    1                0                1
## 590                    1                0                1
## 591                    0                1                0
## 592                    1                0                1
## 594                    0                0                0
## 595                    0                0                0
## 596                    0                0                1
## 597                    1                0                0
## 598                    1                1                0
## 599                    0                0                1
## 600                    0                0                0
## 601                    0                1                0
## 602                    0                1                0
## 603                    1                0                1
## 604                    1                1                0
## 605                    1                0                1
## 607                    0                1                0
## 608                    1                0                1
## 609                    1                0                0
## 611                    0                0                0
## 612                    0                0                1
## 613                    1                1                0
## 615                    0                0                0
## 616                    0                0                0
## 617                    1                1                0
## 618                    0                0                0
## 619                    0                0                0
## 620                    1                0                0
## 621                    0                1                0
## 622                    0                1                0
## 623                    0                0                1
## 624                    0                0                0
## 625                    1                0                0
## 627                    1                1                0
## 630                    1                0                0
## 631                    0                0                0
## 634                    1                1                0
## 635                    1                0                0
## 638                    1                1                0
## 639                    1                0                0
## 640                    0                0                1
## 641                    0                0                0
## 642                    1                0                0
## 643                    1                1                0
## 645                    1                0                0
## 648                    1                0                0
## 649                    0                0                0
## 650                    0                0                0
## 651                    0                0                0
## 652                    0                0                1
## 653                    0                0                0
## 654                    0                0                0
## 655                    1                0                0
## 656                    1                0                1
## 657                    1                1                0
## 659                    0                0                0
## 660                    0                0                0
## 661                    0                0                0
## 662                    0                0                0
## 664                    0                0                1
## 665                    0                0                0
## 666                    0                0                0
## 667                    0                0                0
## 668                    0                0                0
## 669                    1                0                1
## 670                    0                1                0
## 672                    0                0                0
## 673                    0                0                0
## 674                    1                0                0
## 675                    1                0                1
## 676                    0                1                0
## 677                    1                0                0
## 678                    1                0                0
## 679                    0                0                0
## 680                    1                0                0
## 681                    1                0                1
## 683                    1                1                0
## 684                    0                0                0
## 685                    0                0                0
## 687                    0                0                0
## 688                    0                1                0
## 689                    1                0                0
## 691                    1                1                0
## 692                    0                1                0
## 693                    0                0                0
## 695                    0                0                0
## 696                    1                0                1
## 697                    0                0                0
## 698                    0                1                0
## 699                    0                0                1
## 700                    0                0                1
## 702                    1                0                0
## 703                    0                0                0
## 704                    0                0                0
## 705                    0                0                0
## 707                    1                1                0
## 708                    0                0                0
## 709                    1                0                0
## 711                    0                0                0
## 712                    0                0                1
## 713                    0                0                0
## 714                    0                0                1
## 715                    0                0                0
## 716                    1                0                1
## 717                    1                0                0
## 718                    1                0                0
## 719                    0                0                0
## 720                    0                1                0
## 721                    0                0                1
## 723                    0                0                0
## 724                    1                0                0
## 725                    0                0                0
## 727                    0                0                0
## 728                    0                0                0
## 730                    0                0                0
## 731                    0                0                0
## 733                    0                0                1
## 734                    1                0                0
## 735                    1                0                0
## 736                    1                1                0
## 737                    1                0                1
## 738                    0                0                0
## 739                    1                0                1
## 740                    0                0                1
## 742                    1                0                0
## 743                    0                0                1
## 745                    1                0                1
## 746                    1                0                1
## 747                    0                0                0
## 748                    0                0                1
## 749                    0                1                0
## 750                    0                0                0
## 751                    1                0                1
## 752                    1                0                0
## 753                    0                0                0
## 755                    0                0                1
## 757                    1                0                0
## 758                    0                0                1
## 759                    0                0                0
## 761                    0                0                0
## 762                    0                0                1
## 763                    0                0                1
## 766                    0                1                0
## 767                    0                0                0
## 768                    1                1                0
## 769                    0                0                0
## 770                    1                0                0
## 771                    0                0                0
## 772                    1                0                0
## 774                    1                0                1
## 775                    1                0                0
## 776                    0                0                0
## 777                    1                1                0
## 779                    1                0                1
## 780                    0                0                0
## 781                    0                0                0
## 782                    0                0                0
## 783                    0                1                0
## 784                    1                1                0
## 785                    0                0                1
## 786                    0                0                0
## 788                    0                0                1
## 789                    1                0                1
## 791                    0                0                1
## 792                    0                0                1
## 793                    1                0                0
## 794                    1                0                0
## 795                    0                1                0
## 796                    0                0                0
## 797                    0                0                0
## 798                    1                1                0
## 799                    0                0                1
## 800                    1                0                0
## 801                    0                0                1
## 803                    0                0                0
## 804                    1                0                1
## 805                    0                0                0
## 806                    1                0                1
## 807                    1                0                0
## 808                    0                0                0
## 809                    1                1                0
## 810                    1                0                1
## 811                    0                0                1
## 812                    0                1                0
## 813                    0                0                0
## 815                    1                0                0
## 816                    1                1                0
## 817                    1                0                0
## 818                    0                0                1
## 819                    1                0                0
## 820                    1                0                1
## 821                    1                1                0
## 822                    0                0                0
## 823                    0                0                1
## 824                    0                0                0
## 826                    0                0                0
## 827                    0                1                0
## 828                    0                0                0
## 830                    0                0                1
## 831                    1                1                0
## 832                    0                0                0
## 833                    0                0                0
## 834                    1                0                0
## 835                    1                1                0
## 837                    1                0                0
## 838                    0                0                1
## 839                    1                1                0
## 840                    1                0                1
## 844                    0                1                0
## 845                    1                0                1
## 848                    1                0                1
## 849                    1                0                1
## 850                    1                0                1
## 852                    0                0                0
## 853                    0                0                1
## 854                    1                1                0
## 855                    1                0                1
## 856                    0                0                0
## 857                    0                1                0
## 859                    0                1                0
## 862                    1                0                0
## 863                    1                0                0
## 864                    0                0                0
## 865                    0                0                1
## 866                    0                0                0
## 867                    1                1                0
## 868                    0                0                1
## 869                    0                0                1
## 870                    1                1                0
## 872                    1                0                0
## 874                    0                0                0
## 875                    1                0                0
## 876                    1                1                0
## 877                    0                1                0
## 878                    0                0                0
## 879                    1                0                0
## 880                    0                1                0
## 881                    1                0                0
## 882                    1                1                0
## 884                    0                0                0
## 885                    0                0                0
## 886                    1                1                0
## 888                    0                0                0
## 889                    0                0                0
## 890                    1                0                0
## 891                    0                0                0
## 892                    0                0                0
## 893                    0                1                0
## 894                    1                0                0
## 895                    1                0                1
## 897                    1                0                0
## 898                    1                0                0
## 900                    1                0                0
## 901                    1                0                0
## 902                    1                1                0
## 903                    1                0                1
## 904                    1                0                0
## 906                    1                1                0
## 907                    0                0                0
## 908                    1                0                1
## 909                    0                0                0
## 910                    0                0                0
## 911                    1                1                0
## 913                    0                0                1
## 914                    0                0                0
## 915                    0                0                0
## 916                    1                0                1
## 917                    0                0                0
## 918                    1                1                0
## 919                    0                1                0
## 920                    0                0                0
## 921                    0                0                0
## 922                    1                1                0
## 923                    0                0                0
## 924                    1                0                0
## 927                    1                0                1
## 928                    1                1                0
## 929                    0                0                0
## 930                    0                0                1
## 931                    0                0                1
## 932                    1                0                0
## 933                    0                1                0
## 934                    0                0                0
## 935                    0                0                0
## 936                    1                1                0
## 937                    0                0                0
## 938                    0                1                0
## 939                    0                0                0
## 941                    1                0                1
## 942                    1                0                0
## 943                    0                0                0
## 944                    0                0                0
## 945                    0                0                0
## 946                    1                0                0
## 949                    0                0                0
## 950                    0                0                0
## 952                    1                0                0
## 953                    0                0                0
## 954                    0                0                1
## 955                    0                0                0
## 956                    1                0                0
## 959                    0                1                0
## 960                    0                0                0
## 961                    1                0                1
## 963                    1                0                0
## 964                    0                0                0
## 965                    0                0                0
## 968                    1                0                0
## 969                    0                0                0
## 970                    0                0                1
## 971                    0                0                0
## 972                    1                0                1
## 974                    0                0                0
## 975                    0                0                0
## 976                    1                1                0
## 977                    0                1                0
## 978                    0                0                0
## 979                    0                0                1
## 980                    0                1                0
## 982                    0                0                1
## 983                    0                0                0
## 984                    0                0                0
## 986                    0                0                0
## 987                    0                1                0
## 988                    0                0                1
## 989                    0                0                1
## 990                    0                0                1
## 991                    0                0                1
## 992                    0                0                1
## 993                    0                0                0
## 994                    0                0                0
## 995                    1                0                0
## 996                    0                0                1
## 997                    1                0                0
## 1001                   0                0                1
## 1002                   0                0                0
## 1003                   1                1                0
## 1004                   1                0                0
## 1005                   0                0                0
## 1006                   1                0                0
## 1007                   0                1                0
## 1008                   0                0                0
## 1010                   1                0                0
## 1011                   0                0                0
## 1012                   1                0                0
## 1013                   1                1                0
## 1014                   1                0                1
## 1015                   0                1                0
## 1016                   1                0                0
## 1017                   0                0                0
## 1018                   0                0                0
## 1019                   0                1                0
## 1020                   0                0                0
## 1023                   1                0                1
## 1024                   1                0                0
## 1025                   0                1                0
## 1026                   0                0                0
## 1027                   0                0                0
## 1028                   0                0                0
## 1029                   1                0                0
## 1031                   0                0                1
## 1033                   0                0                1
## 1034                   1                0                1
## 1035                   1                0                0
## 1037                   0                0                0
## 1038                   1                0                0
## 1040                   0                0                0
## 1042                   0                1                0
## 1043                   1                0                0
## 1045                   0                0                0
## 1046                   0                1                0
## 1047                   0                0                0
## 1048                   1                0                0
## 1049                   1                0                0
## 1051                   1                0                0
## 1053                   0                1                0
## 1054                   1                0                0
## 1055                   0                0                0
## 1057                   0                0                0
## 1059                   1                0                1
## 1060                   0                0                0
## 1061                   0                0                0
## 1062                   0                1                0
## 1066                   1                0                0
## 1067                   0                1                0
## 1069                   0                0                0
## 1070                   1                0                1
## 1072                   0                0                0
## 1073                   1                0                0
## 1074                   0                1                0
## 1075                   1                0                0
## 1076                   0                0                1
## 1077                   0                0                0
## 1078                   0                0                1
## 1079                   1                0                0
## 1080                   1                0                0
## 1081                   0                1                0
## 1082                   0                0                0
## 1083                   1                0                0
## 1084                   0                0                0
## 1085                   1                0                0
## 1086                   0                0                0
## 1087                   1                1                0
## 1088                   1                1                0
## 1089                   0                0                1
## 1090                   1                0                1
## 1092                   0                0                0
## 1093                   1                0                0
## 1094                   1                1                0
## 1095                   0                1                0
## 1097                   0                0                0
## 1099                   0                0                0
## 1100                   1                1                0
## 1101                   0                1                0
## 1102                   1                0                0
## 1103                   1                0                1
## 1104                   0                0                1
## 1105                   0                0                1
## 1106                   0                0                0
## 1107                   0                0                1
## 1108                   1                0                0
## 1109                   1                0                1
## 1110                   0                0                0
## 1111                   1                0                0
## 1112                   0                0                1
## 1113                   0                1                0
## 1115                   1                0                0
## 1116                   1                0                1
## 1117                   0                0                0
## 1118                   1                1                0
## 1119                   1                1                0
## 1121                   0                0                0
## 1122                   1                0                0
## 1123                   0                0                0
## 1124                   0                1                0
## 1125                   0                0                0
## 1126                   0                0                0
## 1127                   0                0                1
## 1128                   0                0                0
## 1130                   0                0                0
## 1131                   0                0                0
## 1132                   1                0                1
## 1133                   0                0                1
## 1134                   0                0                1
## 1135                   0                0                0
## 1136                   0                1                0
## 1138                   0                0                0
## 1139                   0                0                0
## 1140                   0                0                0
## 1141                   1                0                0
## 1142                   0                0                0
## 1143                   0                1                0
## 1146                   1                0                0
## 1147                   1                0                0
## 1148                   0                0                0
## 1149                   0                0                0
## 1151                   0                0                1
## 1152                   0                0                1
## 1153                   0                0                1
## 1154                   0                1                0
## 1155                   1                0                0
## 1157                   1                0                0
## 1158                   0                0                0
## 1159                   1                1                0
## 1160                   0                0                0
## 1161                   1                0                1
## 1162                   0                1                0
## 1163                   0                0                0
## 1164                   0                1                0
## 1165                   0                1                0
## 1167                   1                0                1
## 1168                   1                1                0
## 1169                   1                0                0
## 1170                   0                0                0
## 1172                   0                0                0
## 1174                   1                0                1
## 1175                   1                0                0
## 1176                   0                0                0
## 1177                   0                0                1
## 1178                   0                0                0
## 1180                   1                1                0
## 1181                   0                0                0
## 1182                   1                0                0
## 1183                   0                1                0
## 1184                   1                0                1
## 1185                   1                1                0
## 1187                   1                1                0
## 1188                   0                0                1
## 1189                   0                0                0
## 1190                   1                0                1
## 1191                   0                0                0
## 1192                   1                0                0
## 1193                   1                0                1
## 1194                   0                0                0
## 1196                   0                0                0
## 1197                   1                1                0
## 1198                   0                0                0
## 1199                   1                1                0
## 1200                   0                0                1
## 1201                   0                0                0
## 1205                   0                0                0
## 1206                   0                1                0
## 1207                   0                0                0
## 1208                   1                0                0
## 1211                   1                0                0
## 1212                   1                0                0
## 1213                   0                0                1
## 1214                   0                1                0
## 1215                   0                0                0
## 1217                   1                0                0
## 1220                   0                0                0
## 1221                   0                0                0
## 1222                   1                0                0
## 1223                   0                0                1
## 1224                   0                1                0
## 1229                   0                0                0
## 1230                   0                0                1
## 1231                   1                1                0
## 1232                   0                1                0
## 1233                   0                0                0
## 1235                   1                0                0
## 1236                   0                0                0
## 1237                   0                0                0
## 1238                   1                0                0
## 1239                   0                0                0
## 1240                   0                0                0
## 1242                   1                0                0
## 1243                   1                0                0
## 1244                   0                1                0
## 1245                   0                0                0
## 1246                   0                0                0
## 1248                   0                0                0
## 1250                   1                0                0
## 1251                   0                0                1
## 1252                   0                0                0
## 1253                   1                0                1
## 1255                   0                0                1
## 1256                   1                1                0
## 1257                   0                0                0
## 1258                   0                0                0
## 1259                   0                0                0
## 1260                   1                0                0
## 1261                   1                0                1
## 1262                   1                1                0
## 1263                   0                0                0
## 1264                   0                0                1
## 1265                   1                1                0
## 1266                   1                0                1
## 1267                   0                0                1
## 1268                   0                1                0
## 1269                   0                0                0
## 1270                   0                0                0
## 1273                   0                0                1
## 1274                   0                0                1
## 1275                   1                1                0
## 1276                   0                1                0
## 1277                   1                0                1
## 1279                   1                0                0
## 1280                   1                0                1
## 1281                   0                0                1
## 1283                   1                1                0
## 1284                   1                0                0
## 1285                   0                0                1
## 1286                   0                1                0
## 1287                   1                0                1
## 1288                   0                0                0
## 1289                   1                0                1
## 1290                   1                0                1
## 1291                   0                0                0
## 1292                   1                0                1
## 1294                   0                0                0
## 1296                   0                0                0
## 1297                   1                0                1
## 1298                   0                0                1
## 1299                   1                0                1
## 1300                   0                0                1
## 1301                   1                0                0
## 1302                   0                0                0
## 1304                   1                1                0
## 1306                   0                0                0
## 1307                   1                0                0
## 1308                   1                1                0
## 1309                   1                1                0
## 1310                   1                0                0
## 1311                   0                1                0
## 1312                   0                0                1
## 1313                   0                0                0
## 1314                   0                0                0
## 1315                   1                0                0
## 1317                   1                1                0
## 1318                   0                1                0
## 1319                   0                0                0
## 1320                   0                0                1
## 1321                   0                0                0
## 1322                   0                0                0
## 1323                   0                1                0
## 1324                   1                1                0
## 1325                   0                0                0
## 1326                   0                0                1
## 1327                   0                1                0
## 1328                   0                0                0
## 1329                   0                0                1
## 1330                   0                1                0
## 1331                   0                0                0
## 1332                   0                0                0
## 1334                   0                0                1
## 1335                   0                0                0
## 1337                   0                0                0
## 1338                   0                0                1
## 1339                   1                1                0
## 1340                   0                0                0
## 1342                   1                0                0
## 1343                   0                0                1
## 1344                   0                0                0
## 1345                   1                0                0
## 1346                   0                0                1
## 1347                   0                0                0
## 1348                   1                0                1
## 1349                   0                1                0
## 1350                   0                0                0
## 1353                   1                0                0
## 1354                   0                0                0
## 1355                   1                0                0
## 1358                   0                0                0
## 1359                   1                0                1
## 1360                   1                0                1
## 1362                   0                0                0
## 1363                   0                0                0
## 1364                   0                1                0
## 1365                   0                0                0
## 1366                   0                0                1
## 1367                   0                0                0
## 1369                   0                0                0
## 1370                   1                0                1
## 1371                   0                0                1
## 1372                   1                1                0
## 1373                   0                0                1
## 1374                   0                0                0
## 1375                   0                0                1
## 1376                   1                1                0
## 1378                   0                1                0
## 1380                   0                0                0
## 1381                   1                0                1
## 1384                   0                0                0
## 1385                   1                0                0
## 1386                   1                0                1
## 1387                   0                0                0
## 1388                   0                1                0
## 1389                   0                0                0
## 1390                   1                1                0
## 1392                   1                1                0
## 1393                   1                0                0
## 1394                   0                0                0
## 1395                   0                1                0
## 1396                   0                0                0
## 1397                   1                0                0
## 1401                   0                0                0
## 1402                   0                0                1
## 1403                   1                0                1
## 1404                   1                1                0
## 1406                   1                0                0
## 1407                   1                0                0
## 1408                   0                0                0
## 1409                   0                0                1
## 1410                   0                0                0
## 1411                   1                1                0
## 1412                   1                0                1
## 1413                   0                0                0
## 1414                   1                0                0
## 1416                   1                0                0
## 1417                   1                0                0
## 1418                   1                0                1
## 1419                   1                0                0
## 1420                   0                1                0
## 1421                   1                0                0
## 1422                   0                1                0
## 1423                   0                0                0
## 1424                   0                0                0
## 1425                   0                0                1
## 1426                   0                1                0
## 1427                   0                1                0
## 1428                   0                0                0
## 1429                   0                0                0
## 1430                   1                0                0
## 1431                   1                0                0
## 1432                   0                0                0
## 1434                   0                1                0
## 1435                   0                0                0
## 1436                   0                1                0
## 1437                   1                1                0
## 1438                   1                1                0
## 1439                   0                0                0
## 1440                   1                0                1
## 1442                   0                0                0
## 1443                   0                0                0
## 1444                   0                0                0
## 1445                   0                0                0
## 1446                   0                0                0
## 1447                   0                0                0
## 1448                   1                0                0
## 1449                   1                0                0
## 1450                   0                0                0
## 1451                   1                0                1
## 1452                   1                0                0
## 1454                   0                0                0
## 1455                   1                0                1
## 1456                   0                0                0
## 1457                   0                0                0
## 1459                   0                0                0
## 1460                   1                0                0
## 1461                   0                0                0
## 1462                   0                0                0
## 1463                   1                1                0
## 1464                   1                1                0
## 1465                   1                0                0
## 1466                   0                0                0
## 1468                   0                0                0
## 1469                   1                0                0
## 1470                   1                0                0
## 1471                   1                0                1
## 1473                   1                1                0
## 1474                   1                0                0
## 1475                   1                1                0
## 1477                   1                0                1
## 1479                   1                1                0
## 1480                   1                0                1
## 1481                   1                0                0
## 1482                   0                0                0
## 1484                   0                0                0
## 1485                   0                1                0
## 1486                   0                1                0
## 1488                   0                0                0
## 1489                   0                0                0
## 1490                   0                1                0
## 1491                   1                0                0
## 1493                   0                0                0
## 1494                   0                0                0
## 1495                   1                0                0
## 1496                   1                0                0
## 1497                   0                0                1
## 1498                   0                1                0
## 1499                   1                1                0
## 1500                   0                0                0
## 1501                   0                0                0
## 1502                   1                0                1
## 1503                   0                0                1
## 1504                   1                0                0
## 1505                   0                0                0
## 1506                   1                0                1
## 1507                   0                0                1
## 1508                   0                0                0
## 1509                   0                0                0
## 1511                   1                1                0
## 1513                   1                1                0
## 1514                   0                0                0
## 1515                   1                0                0
## 1516                   0                0                0
## 1517                   0                1                0
## 1519                   0                0                0
## 1520                   1                0                0
## 1521                   0                0                0
## 1522                   1                0                0
## 1524                   1                0                0
## 1525                   0                0                1
## 1526                   1                0                0
## 1527                   0                0                0
## 1528                   0                0                0
## 1529                   0                0                0
## 1530                   0                0                1
## 1532                   0                0                1
## 1533                   1                0                1
## 1534                   1                0                0
## 1535                   0                0                0
## 1536                   0                0                0
## 1538                   0                0                1
## 1539                   0                0                0
## 1540                   0                0                0
## 1541                   1                0                1
## 1543                   1                1                0
## 1544                   0                0                0
## 1545                   0                0                0
## 1546                   0                0                0
## 1547                   0                0                1
## 1548                   1                0                1
## 1549                   0                0                0
## 1551                   1                1                0
## 1553                   0                0                0
## 1555                   0                0                0
## 1557                   0                0                0
## 1559                   0                0                0
## 1560                   1                0                0
## 1561                   0                0                0
## 1562                   1                0                1
## 1563                   1                0                0
## 1564                   1                0                0
## 1565                   0                0                0
## 1567                   0                0                0
## 1568                   0                0                0
## 1569                   1                1                0
## 1571                   1                0                0
## 1572                   0                1                0
## 1573                   1                1                0
## 1574                   0                0                0
## 1575                   1                0                0
## 1576                   1                1                0
## 1577                   0                0                0
## 1578                   0                1                0
## 1579                   0                0                0
## 1581                   1                1                0
## 1582                   1                0                1
## 1583                   0                0                1
## 1584                   1                1                0
## 1585                   0                0                0
## 1586                   0                0                1
## 1587                   0                0                0
## 1588                   0                0                0
## 1589                   0                0                0
## 1590                   0                0                1
## 1591                   0                0                0
## 1592                   0                0                0
## 1593                   0                0                1
## 1594                   0                0                1
## 1595                   1                0                1
## 1596                   0                0                0
## 1597                   0                1                0
## 1598                   1                0                0
## 1599                   1                0                0
## 1600                   0                1                0
## 1602                   1                0                1
## 1603                   1                0                0
## 1606                   0                0                1
## 1607                   1                0                1
## 1608                   0                1                0
## 1611                   0                1                0
## 1614                   1                0                0
## 1615                   1                0                1
## 1617                   0                0                0
## 1618                   1                1                0
## 1619                   1                0                1
## 1620                   1                1                0
## 1621                   0                0                0
## 1622                   0                0                0
## 1623                   0                0                0
## 1624                   0                0                0
## 1625                   1                0                1
## 1626                   1                0                0
## 1628                   1                1                0
## 1630                   1                0                1
## 1632                   0                1                0
## 1633                   0                1                0
## 1634                   0                0                1
## 1635                   0                0                0
## 1638                   0                0                0
## 1639                   1                0                0
## 1640                   1                0                0
## 1641                   0                0                0
## 1643                   0                0                0
## 1644                   0                0                0
## 1645                   0                0                0
## 1646                   1                0                0
## 1647                   0                0                0
## 1648                   0                0                0
## 1649                   0                0                1
## 1650                   0                1                0
## 1651                   0                0                0
## 1652                   0                0                0
## 1653                   0                0                0
## 1654                   1                0                0
## 1655                   1                0                1
## 1658                   0                0                0
## 1659                   1                0                0
## 1662                   0                0                1
## 1663                   0                1                0
## 1664                   1                0                0
## 1665                   0                0                0
## 1666                   0                0                0
## 1667                   1                1                0
## 1669                   1                0                0
## 1670                   0                0                1
## 1671                   0                0                0
## 1672                   0                0                0
## 1673                   0                0                1
## 1674                   1                1                0
## 1675                   0                0                0
## 1676                   0                1                0
## 1677                   0                0                1
## 1678                   1                0                1
## 1679                   0                0                1
## 1680                   0                0                0
## 1681                   0                0                0
## 1682                   0                0                0
## 1683                   0                1                0
## 1684                   0                0                1
## 1685                   1                0                0
## 1686                   0                0                0
## 1687                   0                0                1
## 1688                   0                1                0
## 1689                   1                0                1
## 1690                   0                0                0
## 1691                   0                1                0
## 1694                   0                0                1
## 1695                   0                1                0
## 1696                   0                0                1
## 1697                   1                1                0
## 1699                   0                0                0
## 1700                   1                0                0
## 1703                   0                0                0
## 1704                   1                0                0
## 1706                   0                0                0
## 1707                   0                0                1
## 1708                   0                1                0
## 1709                   0                0                0
## 1710                   1                1                0
## 1711                   0                0                1
## 1713                   0                0                1
## 1714                   0                1                0
## 1716                   0                0                0
## 1717                   0                0                0
## 1718                   1                1                0
## 1719                   0                0                1
## 1720                   1                0                0
## 1721                   1                0                0
## 1722                   0                0                0
## 1723                   0                0                0
## 1724                   1                0                1
## 1726                   0                0                0
## 1727                   0                0                0
## 1728                   1                1                0
## 1729                   0                0                0
## 1730                   1                0                0
## 1731                   1                0                1
## 1733                   0                0                0
## 1734                   0                1                0
## 1735                   0                0                0
## 1736                   0                0                0
## 1737                   1                0                0
## 1738                   0                0                0
## 1739                   0                0                1
## 1740                   1                1                0
## 1741                   0                0                1
## 1742                   1                0                1
## 1744                   0                0                1
## 1746                   1                0                1
## 1747                   0                0                0
## 1748                   0                1                0
## 1749                   0                0                1
## 1750                   1                1                0
## 1751                   0                0                0
## 1752                   1                1                0
## 1753                   0                0                1
## 1754                   0                0                1
## 1756                   0                1                0
## 1757                   0                0                1
## 1758                   0                0                0
## 1760                   1                0                1
## 1761                   1                1                0
## 1762                   0                1                0
## 1764                   1                1                0
## 1765                   1                0                0
## 1767                   1                0                0
## 1768                   0                0                0
## 1771                   1                0                1
## 1772                   0                0                1
## 1773                   0                0                0
## 1774                   0                0                1
## 1775                   0                0                0
## 1776                   0                1                0
## 1777                   1                1                0
## 1779                   0                0                0
## 1780                   0                0                0
## 1781                   1                0                1
## 1782                   0                0                0
## 1783                   1                1                0
## 1784                   0                0                1
## 1785                   0                0                0
## 1786                   1                0                0
## 1787                   0                1                0
## 1788                   0                0                0
## 1789                   0                0                1
## 1791                   1                0                0
## 1792                   1                0                0
## 1793                   0                0                1
## 1795                   1                0                0
## 1796                   0                0                0
## 1797                   0                0                0
## 1798                   0                0                1
## 1802                   0                0                1
## 1803                   0                0                0
## 1804                   0                0                0
## 1807                   0                0                0
## 1808                   1                1                0
## 1810                   0                0                1
## 1811                   0                0                1
## 1812                   0                0                0
## 1813                   1                0                1
## 1814                   0                0                0
## 1815                   0                0                1
## 1816                   0                0                0
## 1818                   0                0                0
## 1819                   0                0                0
## 1822                   1                0                0
## 1823                   1                0                0
## 1825                   0                0                0
## 1826                   0                0                1
## 1827                   0                0                0
## 1830                   0                0                0
## 1831                   0                0                0
## 1832                   1                0                0
## 1834                   1                0                0
## 1835                   0                0                1
## 1836                   1                0                1
## 1837                   0                1                0
## 1838                   1                0                0
## 1842                   0                1                0
## 1844                   0                1                0
## 1845                   0                0                0
## 1847                   1                0                0
## 1848                   0                0                0
## 1849                   0                0                0
## 1850                   1                0                0
## 1851                   0                0                1
## 1853                   0                0                1
## 1854                   0                0                0
## 1855                   1                0                0
## 1857                   0                0                0
## 1858                   0                0                0
## 1860                   1                1                0
## 1861                   1                1                0
## 1862                   1                1                0
## 1863                   0                0                0
## 1864                   0                0                0
## 1865                   0                0                1
## 1866                   0                0                0
## 1867                   1                0                0
## 1868                   0                0                1
## 1869                   0                0                1
## 1870                   1                0                1
## 1871                   1                0                1
## 1873                   1                0                1
## 1876                   1                0                0
## 1877                   1                0                0
## 1878                   1                0                0
## 1879                   0                0                0
## 1880                   0                1                0
## 1883                   0                0                0
## 1884                   0                1                0
## 1885                   0                0                0
## 1886                   0                0                0
## 1887                   0                0                0
## 1888                   1                0                0
## 1890                   1                0                0
## 1892                   0                0                0
## 1893                   0                0                0
## 1894                   1                0                0
## 1895                   1                0                0
## 1896                   0                0                1
## 1897                   0                1                0
## 1898                   1                0                1
## 1899                   1                0                0
## 1900                   1                0                0
## 1901                   0                1                0
## 1902                   0                1                0
## 1903                   1                0                0
## 1904                   0                0                1
## 1905                   0                1                0
## 1906                   0                0                0
## 1907                   0                0                1
## 1909                   0                1                0
## 1910                   0                0                0
## 1911                   0                0                0
## 1912                   0                0                0
## 1913                   1                0                1
## 1914                   0                0                0
## 1915                   0                0                0
## 1917                   1                0                1
## 1918                   0                0                0
## 1919                   0                0                1
## 1921                   0                0                1
## 1923                   1                0                0
## 1924                   0                0                0
## 1926                   0                0                0
## 1927                   1                1                0
## 1928                   0                0                0
## 1930                   0                0                0
## 1931                   0                1                0
## 1932                   0                1                0
## 1933                   0                0                1
## 1934                   0                0                0
## 1935                   0                0                0
## 1936                   0                1                0
## 1938                   0                0                1
## 1939                   0                0                0
## 1940                   0                0                0
## 1941                   0                0                1
## 1942                   0                0                0
## 1943                   0                1                0
## 1944                   1                0                0
## 1945                   1                0                1
## 1946                   0                0                0
## 1947                   0                0                0
## 1948                   1                0                0
## 1949                   0                0                0
## 1950                   0                0                0
## 1951                   1                0                0
## 1952                   0                0                1
## 1953                   0                0                0
## 1954                   0                0                0
## 1956                   0                0                0
## 1957                   0                1                0
## 1958                   1                1                0
## 1959                   0                0                0
## 1960                   0                1                0
## 1961                   0                0                0
## 1962                   0                0                0
## 1963                   1                1                0
## 1964                   1                1                0
## 1965                   1                0                1
## 1966                   0                0                0
## 1967                   0                1                0
## 1970                   0                0                0
## 1971                   0                0                1
## 1972                   1                0                0
## 1973                   0                0                0
## 1974                   0                0                1
## 1975                   0                0                1
## 1976                   1                0                0
## 1977                   1                0                0
## 1978                   0                0                0
## 1979                   1                1                0
## 1981                   0                0                0
## 1983                   0                0                0
## 1984                   1                1                0
## 1985                   0                0                1
## 1987                   1                1                0
## 1990                   0                1                0
## 1991                   0                0                0
## 1992                   1                0                1
## 1994                   1                0                0
## 1995                   0                0                0
## 1996                   0                0                0
## 1997                   0                0                0
## 1998                   0                0                1
## 1999                   1                0                1
## 2000                   0                0                0
## 2001                   1                1                0
## 2002                   0                0                0
## 2004                   0                0                0
## 2006                   0                0                0
## 2007                   1                0                0
## 2008                   0                0                0
## 2010                   0                0                0
## 2011                   0                0                0
## 2013                   0                0                1
## 2015                   1                1                0
## 2016                   1                1                0
## 2017                   1                0                1
## 2018                   1                0                0
## 2020                   1                1                0
## 2021                   1                0                1
## 2022                   1                1                0
## 2023                   0                1                0
## 2024                   0                0                1
## 2025                   1                1                0
## 2026                   0                0                0
## 2027                   0                0                0
## 2028                   1                0                0
## 2030                   0                1                0
## 2032                   0                0                0
## 2033                   0                0                0
## 2034                   1                0                0
## 2035                   0                0                0
## 2036                   1                0                1
## 2037                   0                0                1
## 2039                   0                0                0
## 2040                   0                1                0
## 2041                   1                0                1
## 2042                   0                0                0
## 2043                   1                0                0
## 2044                   1                0                0
## 2045                   0                0                0
## 2046                   0                0                1
## 2047                   0                0                1
## 2048                   1                0                0
## 2049                   0                0                0
## 2050                   0                0                0
## 2051                   1                0                0
## 2052                   0                0                0
## 2053                   1                0                0
## 2054                   1                0                1
## 2055                   0                0                0
## 2057                   0                0                0
## 2058                   0                0                1
## 2059                   1                1                0
## 2060                   0                1                0
## 2062                   0                0                1
## 2063                   1                1                0
## 2065                   1                0                0
## 2066                   0                0                0
## 2067                   0                0                1
## 2069                   0                0                0
## 2070                   1                0                0
## 2071                   1                0                0
## 2072                   1                1                0
## 2074                   0                1                0
## 2076                   1                0                1
## 2077                   0                0                0
## 2078                   0                0                0
## 2080                   0                0                0
## 2081                   1                0                0
## 2082                   0                0                0
## 2083                   0                0                0
## 2084                   0                1                0
## 2085                   0                0                1
## 2088                   1                0                1
## 2090                   0                0                0
## 2093                   1                0                0
## 2094                   1                0                0
## 2096                   1                1                0
## 2098                   0                0                0
## 2099                   0                0                0
## 2101                   0                0                0
## 2102                   1                1                0
## 2103                   1                0                0
## 2105                   0                0                1
## 2107                   0                0                1
## 2108                   0                1                0
## 2109                   1                1                0
## 2111                   1                0                1
## 2113                   1                0                1
## 2115                   0                1                0
## 2116                   0                0                1
## 2118                   1                1                0
## 2120                   0                0                0
## 2122                   0                0                0
## 2123                   0                1                0
## 2124                   0                0                0
## 2125                   0                0                0
## 2126                   0                1                0
## 2128                   0                1                0
## 2132                   0                0                0
## 2133                   0                0                1
## 2136                   1                0                0
## 2137                   0                0                0
## 2139                   1                0                1
## 2140                   0                0                0
## 2141                   0                0                0
## 2142                   1                1                0
## 2143                   0                0                0
## 2144                   0                0                0
## 2146                   1                0                0
## 2147                   0                0                1
## 2148                   0                0                0
## 2149                   0                0                0
## 2150                   0                0                1
## 2151                   1                0                0
## 2153                   1                1                0
## 2154                   1                0                1
## 2155                   0                0                1
## 2156                   1                0                1
## 2157                   0                0                0
## 2159                   1                0                0
## 2160                   0                0                1
## 2162                   0                1                0
## 2163                   1                0                0
## 2164                   0                0                0
## 2165                   1                0                1
## 2166                   0                1                0
## 2168                   0                0                0
## 2169                   1                0                0
## 2172                   0                0                1
## 2174                   0                0                1
## 2175                   0                1                0
## 2176                   1                0                1
## 2179                   0                0                0
## 2180                   1                0                0
## 2181                   0                0                0
## 2182                   0                0                1
## 2183                   1                0                1
## 2184                   0                0                0
## 2185                   0                0                1
## 2186                   1                0                1
## 2187                   1                0                0
## 2190                   0                0                0
## 2191                   0                1                0
## 2192                   0                0                0
## 2193                   1                0                0
## 2194                   0                1                0
## 2195                   0                0                1
## 2196                   0                1                0
## 2197                   1                1                0
## 2198                   0                0                0
## 2199                   1                1                0
## 2200                   1                1                0
## 2201                   1                1                0
## 2202                   1                0                0
## 2203                   0                0                0
## 2205                   0                0                0
## 2206                   1                0                1
## 2209                   0                0                1
## 2211                   1                0                1
## 2212                   1                0                0
## 2213                   1                0                1
## 2214                   1                0                1
## 2215                   1                0                0
## 2216                   1                0                1
## 2217                   0                0                1
## 2218                   1                0                0
## 2219                   1                0                0
## 2221                   0                1                0
## 2222                   0                0                1
## 2223                   0                1                0
## 2224                   1                0                1
## 2225                   0                0                0
## 2226                   0                0                1
## 2227                   0                0                0
## 2228                   0                0                1
## 2229                   0                0                0
## 2230                   0                0                1
## 2231                   0                1                0
## 2233                   1                1                0
## 2234                   1                0                0
## 2235                   0                0                1
## 2236                   1                0                1
## 2237                   0                0                1
## 2238                   0                1                0
## 2239                   1                0                0
## 2240                   0                1                0
## 2242                   1                0                0
## 2243                   0                0                1
## 2244                   0                0                0
## 2246                   0                1                0
## 2248                   0                1                0
## 2250                   0                0                1
## 2251                   0                0                0
## 2252                   0                1                0
## 2253                   1                1                0
## 2255                   0                0                1
## 2256                   0                0                0
## 2257                   0                0                0
## 2258                   0                0                0
## 2259                   1                0                0
## 2260                   1                0                1
## 2261                   1                0                0
## 2262                   1                1                0
## 2264                   0                0                1
## 2265                   0                0                0
## 2266                   0                0                0
## 2268                   0                0                0
## 2269                   0                1                0
## 2270                   1                0                0
## 2272                   1                0                0
## 2274                   0                0                0
## 2275                   0                0                1
## 2276                   1                0                0
## 2277                   1                0                0
## 2278                   1                0                0
## 2280                   0                0                0
## 2282                   1                0                0
## 2284                   0                0                0
## 2286                   1                0                0
## 2287                   0                0                0
## 2288                   1                0                1
## 2289                   1                0                1
## 2290                   1                0                0
## 2291                   0                0                0
## 2292                   0                0                0
## 2293                   1                1                0
## 2294                   0                0                1
## 2295                   0                0                1
## 2296                   1                1                0
## 2297                   1                0                0
## 2298                   1                0                1
## 2300                   1                1                0
## 2301                   1                0                0
## 2303                   0                1                0
## 2304                   1                1                0
## 2307                   1                0                0
## 2308                   0                1                0
## 2309                   1                1                0
## 2310                   1                0                1
## 2311                   1                1                0
## 2312                   0                0                0
## 2313                   0                0                1
## 2315                   1                0                0
## 2316                   1                0                1
## 2318                   0                0                1
## 2319                   1                0                0
## 2320                   0                0                0
## 2321                   0                0                0
## 2322                   1                1                0
## 2323                   0                0                0
## 2324                   1                0                0
## 2325                   1                1                0
## 2326                   1                0                0
## 2327                   0                1                0
## 2328                   0                1                0
## 2329                   0                0                0
## 2330                   0                0                0
## 2331                   0                0                0
## 2332                   0                0                0
## 2333                   1                1                0
## 2334                   0                0                1
## 2335                   1                0                0
## 2336                   1                1                0
## 2338                   1                0                0
## 2339                   0                0                0
## 2340                   0                0                1
## 2341                   0                0                0
## 2342                   1                0                1
## 2343                   0                1                0
## 2344                   0                0                0
## 2345                   0                0                1
## 2346                   0                0                0
## 2347                   0                0                1
## 2348                   0                0                0
## 2349                   1                0                0
## 2350                   0                0                1
## 2351                   0                0                1
## 2352                   0                0                0
## 2354                   0                1                0
## 2355                   0                0                0
## 2356                   0                0                1
## 2357                   0                0                0
## 2358                   1                0                0
## 2359                   0                0                0
## 2360                   0                0                0
## 2361                   0                0                0
## 2362                   0                0                0
## 2363                   0                0                0
## 2364                   1                0                1
## 2365                   1                0                1
## 2366                   1                0                1
## 2367                   0                0                0
## 2368                   1                0                1
## 2371                   1                0                1
## 2372                   0                1                0
## 2373                   0                0                0
## 2374                   0                0                0
## 2375                   1                0                0
## 2376                   1                0                0
## 2377                   0                1                0
## 2378                   0                1                0
## 2381                   0                0                0
## 2382                   0                0                0
## 2383                   1                0                0
## 2387                   0                0                0
## 2388                   0                0                0
## 2389                   1                1                0
## 2390                   0                1                0
## 2391                   0                1                0
## 2392                   1                1                0
## 2393                   1                0                0
## 2395                   1                0                0
## 2396                   1                0                0
## 2397                   0                0                0
## 2398                   0                0                0
## 2399                   1                1                0
## 2401                   1                0                0
## 2402                   1                0                0
## 2404                   0                0                1
## 2405                   1                1                0
## 2406                   0                0                0
## 2407                   1                0                1
## 2408                   0                1                0
## 2410                   0                1                0
## 2411                   1                0                0
## 2412                   1                1                0
## 2413                   0                0                0
## 2414                   0                0                0
## 2415                   0                1                0
## 2416                   0                0                0
## 2418                   0                0                0
## 2420                   1                0                1
## 2421                   0                0                0
## 2422                   0                0                0
## 2424                   1                0                0
## 2425                   0                1                0
## 2426                   0                0                1
## 2427                   0                0                0
## 2428                   0                1                0
## 2430                   0                0                0
## 2432                   0                0                0
## 2433                   0                0                0
## 2434                   1                0                0
## 2435                   0                1                0
## 2436                   0                0                0
## 2437                   0                0                0
## 2438                   0                0                0
## 2439                   1                0                1
## 2440                   1                0                0
## 2441                   0                0                0
## 2442                   0                0                0
## 2443                   0                0                0
## 2444                   1                0                0
## 2445                   0                0                0
## 2447                   1                1                0
## 2449                   0                0                0
## 2450                   0                0                1
## 2451                   1                0                0
## 2452                   0                0                1
## 2453                   0                1                0
## 2454                   1                0                1
## 2455                   0                0                0
## 2456                   0                0                1
## 2457                   0                1                0
## 2458                   1                0                0
## 2459                   1                0                0
## 2460                   0                0                0
## 2461                   1                0                0
## 2462                   0                0                1
## 2463                   1                1                0
## 2464                   1                0                0
## 2465                   0                1                0
## 2466                   0                0                1
## 2467                   1                0                0
## 2468                   0                0                1
## 2470                   1                0                0
## 2471                   1                0                1
## 2472                   1                0                1
## 2473                   1                0                0
## 2474                   0                0                0
## 2475                   1                0                1
## 2478                   0                0                0
## 2479                   0                0                0
## 2481                   0                0                0
## 2482                   1                1                0
## 2484                   0                0                0
## 2485                   1                1                0
## 2486                   1                0                1
## 2487                   0                0                0
## 2491                   0                1                0
## 2492                   0                0                1
## 2494                   0                0                0
## 2495                   0                1                0
## 2496                   1                1                0
## 2497                   0                0                1
## 2499                   0                1                0
## 2500                   0                0                0
## 2501                   0                1                0
## 2502                   0                0                1
## 2503                   0                0                1
## 2504                   1                0                1
## 2505                   0                0                1
## 2506                   0                0                0
## 2507                   1                1                0
## 2508                   1                1                0
## 2509                   0                0                1
## 2510                   1                0                0
## 2511                   1                0                1
## 2512                   1                0                0
## 2513                   0                0                0
## 2514                   1                0                0
## 2515                   0                0                0
## 2516                   1                0                1
## 2517                   1                0                0
## 2518                   1                1                0
## 2519                   0                0                1
## 2521                   1                0                1
## 2522                   0                0                0
## 2523                   1                0                0
## 2524                   0                0                0
## 2525                   1                1                0
## 2526                   1                0                0
## 2527                   0                0                1
## 2528                   1                1                0
## 2529                   1                0                1
## 2530                   1                1                0
## 2531                   1                0                1
## 2532                   0                1                0
## 2533                   1                0                1
## 2534                   0                0                1
## 2535                   0                0                1
## 2536                   1                0                1
## 2537                   1                0                1
## 2538                   1                1                0
## 2539                   1                0                0
## 2540                   1                1                0
## 2541                   0                1                0
## 2543                   0                0                1
## 2544                   0                0                0
## 2545                   0                0                0
## 2546                   0                0                1
## 2547                   0                0                0
## 2548                   0                1                0
## 2549                   0                0                0
## 2550                   0                0                0
## 2552                   0                0                0
## 2553                   0                0                0
## 2554                   0                1                0
## 2555                   1                0                1
## 2556                   1                0                0
## 2557                   0                0                1
## 2558                   1                0                1
## 2559                   1                0                0
## 2562                   1                0                1
## 2563                   0                0                0
## 2564                   0                0                1
## 2565                   0                0                1
## 2566                   1                0                0
## 2567                   1                0                1
## 2568                   0                0                1
## 2569                   1                0                0
## 2571                   0                0                0
## 2572                   1                0                0
## 2573                   1                0                0
## 2574                   1                0                0
## 2575                   0                0                1
## 2576                   1                0                0
## 2579                   0                0                1
## 2580                   0                0                0
## 2581                   0                0                1
## 2582                   0                0                0
## 2583                   0                1                0
## 2584                   0                0                0
## 2585                   0                0                0
## 2587                   1                0                0
## 2588                   0                0                0
## 2589                   0                0                1
## 2591                   1                0                1
## 2592                   0                1                0
## 2594                   0                0                0
## 2595                   1                0                1
## 2597                   1                0                1
## 2599                   1                0                1
## 2600                   1                0                0
## 2601                   0                0                1
## 2602                   1                0                0
## 2603                   0                0                0
## 2604                   0                0                0
## 2605                   1                0                0
## 2607                   0                0                0
## 2608                   1                0                0
## 2609                   0                0                0
## 2610                   1                1                0
## 2612                   0                0                0
## 2614                   0                1                0
## 2615                   1                0                0
## 2616                   0                0                0
## 2617                   1                0                1
## 2620                   0                0                0
## 2621                   0                0                0
## 2622                   1                1                0
## 2623                   0                0                1
## 2624                   0                0                0
## 2625                   0                0                0
## 2627                   1                0                0
## 2628                   1                0                1
## 2631                   0                0                1
## 2633                   0                0                1
## 2634                   1                1                0
## 2635                   0                0                0
## 2636                   1                0                0
## 2637                   0                0                0
## 2638                   1                0                0
## 2639                   1                0                0
## 2640                   0                0                0
## 2642                   1                0                1
## 2644                   0                0                0
## 2645                   0                0                1
## 2646                   0                0                0
## 2647                   1                0                0
## 2648                   1                0                0
## 2649                   1                0                1
## 2650                   1                0                0
## 2651                   0                0                0
## 2652                   1                1                0
## 2653                   1                0                0
## 2654                   0                0                1
## 2656                   0                0                0
## 2657                   0                0                1
## 2658                   1                0                0
## 2659                   1                1                0
## 2661                   1                1                0
## 2663                   1                0                1
## 2665                   1                0                0
## 2666                   0                1                0
## 2667                   1                0                0
## 2668                   0                1                0
## 2669                   1                0                0
## 2671                   0                0                1
## 2672                   0                1                0
## 2674                   0                1                0
## 2675                   0                0                0
## 2676                   1                0                1
## 2677                   0                0                1
## 2678                   0                0                0
## 2679                   0                0                0
## 2682                   0                0                0
## 2683                   1                0                0
## 2685                   1                0                1
## 2686                   0                0                0
## 2687                   1                1                0
## 2689                   0                0                1
## 2690                   0                0                0
## 2691                   1                1                0
## 2692                   0                0                1
## 2693                   1                0                1
## 2694                   0                0                0
## 2695                   0                0                0
## 2696                   0                0                0
## 2697                   0                1                0
## 2699                   0                0                0
## 2700                   1                1                0
## 2701                   0                0                1
## 2702                   0                0                0
## 2703                   1                0                0
## 2704                   1                0                0
## 2705                   1                0                0
## 2706                   0                1                0
## 2709                   0                0                0
## 2710                   1                0                1
## 2711                   0                0                0
## 2713                   1                0                1
## 2714                   0                0                1
## 2715                   1                0                1
## 2716                   0                0                0
## 2717                   1                0                0
## 2718                   0                0                1
## 2719                   0                0                0
## 2720                   0                1                0
## 2721                   0                0                0
## 2722                   0                0                1
## 2723                   1                0                0
## 2726                   1                1                0
## 2727                   1                0                0
## 2728                   0                0                0
## 2729                   0                0                0
## 2730                   0                0                0
## 2731                   0                0                0
## 2732                   1                0                0
## 2733                   1                1                0
## 2735                   1                1                0
## 2736                   0                0                0
## 2738                   0                0                1
## 2739                   1                0                1
## 2740                   1                0                1
## 2741                   0                0                0
## 2742                   0                0                1
## 2743                   0                0                0
## 2744                   1                0                0
## 2745                   1                1                0
## 2746                   0                1                0
## 2747                   0                0                0
## 2748                   0                0                0
## 2749                   1                0                0
## 2750                   0                0                0
## 2751                   0                0                0
## 2754                   0                0                0
## 2755                   0                0                0
## 2756                   0                1                0
## 2757                   1                0                0
## 2758                   1                0                1
## 2759                   0                0                0
## 2761                   0                0                0
## 2762                   1                1                0
## 2763                   0                0                0
## 2764                   0                1                0
## 2766                   1                0                0
## 2767                   1                0                0
## 2768                   0                0                1
## 2770                   0                0                0
## 2773                   0                0                0
## 2774                   0                1                0
## 2775                   0                0                0
## 2776                   0                1                0
## 2777                   1                0                0
## 2778                   1                0                1
## 2779                   1                0                0
## 2781                   1                0                1
## 2782                   0                1                0
## 2783                   0                0                1
## 2784                   0                1                0
## 2785                   0                0                0
## 2786                   1                0                1
## 2787                   1                0                1
## 2789                   0                0                0
## 2790                   0                0                0
## 2791                   0                0                0
## 2792                   0                0                0
## 2794                   1                0                0
## 2795                   0                1                0
## 2796                   0                0                0
## 2797                   1                1                0
## 2798                   1                0                0
## 2799                   0                0                1
## 2800                   0                1                0
## 2801                   0                0                1
## 2802                   1                0                1
## 2803                   0                1                0
## 2806                   1                1                0
## 2808                   1                1                0
## 2809                   0                0                1
## 2810                   0                0                1
## 2812                   1                0                1
## 2813                   0                0                1
## 2814                   1                0                0
## 2815                   0                0                0
## 2816                   0                1                0
## 2818                   1                0                0
## 2819                   0                0                1
## 2820                   0                0                1
## 2821                   0                0                0
## 2822                   0                1                0
## 2823                   0                0                0
## 2824                   0                0                1
## 2825                   0                0                0
## 2826                   0                0                1
## 2828                   0                1                0
## 2829                   0                0                1
## 2831                   0                1                0
## 2832                   1                0                0
## 2835                   0                0                1
## 2836                   0                0                0
## 2837                   0                0                0
## 2839                   0                0                1
## 2840                   1                0                0
## 2841                   1                0                0
## 2842                   1                0                0
## 2843                   0                0                0
## 2844                   0                1                0
## 2845                   0                0                0
## 2846                   1                0                0
## 2847                   1                0                1
## 2848                   1                0                1
## 2849                   0                1                0
## 2850                   0                1                0
## 2851                   0                0                1
## 2852                   0                0                0
## 2854                   0                0                0
## 2855                   1                0                1
## 2856                   1                0                0
## 2858                   0                0                0
## 2859                   0                0                0
## 2862                   1                0                0
## 2864                   0                0                0
## 2865                   1                0                0
## 2866                   1                0                1
## 2867                   0                0                0
## 2868                   0                0                1
## 2869                   1                0                0
## 2870                   0                0                1
## 2871                   1                0                0
## 2872                   0                1                0
## 2874                   0                0                0
## 2875                   1                0                0
## 2876                   1                0                0
## 2877                   1                1                0
## 2878                   1                0                0
## 2879                   0                0                1
## 2881                   1                0                1
## 2882                   1                0                0
## 2883                   0                0                0
## 2884                   0                0                0
## 2885                   0                1                0
## 2886                   0                0                0
## 2887                   1                0                0
## 2888                   0                0                0
## 2889                   0                0                0
## 2890                   0                1                0
## 2893                   0                0                1
## 2894                   1                0                1
## 2895                   0                0                1
## 2896                   0                0                0
## 2897                   0                0                1
## 2901                   0                1                0
## 2902                   0                0                0
## 2903                   1                0                0
## 2904                   1                0                0
## 2905                   0                1                0
## 2906                   0                0                1
## 2907                   0                0                0
## 2908                   1                0                0
## 2909                   1                0                1
## 2910                   1                1                0
## 2911                   1                0                1
## 2912                   1                0                0
## 2914                   1                0                0
## 2916                   1                0                1
## 2918                   1                0                0
## 2920                   0                0                0
## 2921                   1                1                0
## 2922                   1                0                1
## 2923                   0                0                0
## 2925                   0                1                0
## 2926                   0                0                1
## 2928                   1                0                1
## 2929                   0                0                1
## 2930                   0                0                0
## 2931                   1                0                1
## 2932                   1                0                0
## 2933                   1                1                0
## 2935                   0                0                0
## 2936                   1                0                0
## 2937                   0                0                1
## 2938                   0                0                1
## 2939                   0                0                1
## 2941                   0                0                0
## 2944                   1                0                0
## 2946                   0                0                0
## 2947                   1                1                0
## 2948                   0                0                0
## 2949                   1                0                0
## 2950                   0                0                0
## 2952                   1                0                0
## 2954                   0                0                0
## 2955                   0                0                0
## 2957                   0                0                0
## 2959                   0                1                0
## 2960                   0                1                0
## 2962                   1                0                0
## 2963                   1                0                1
## 2964                   1                0                0
## 2965                   1                0                1
## 2966                   0                0                0
## 2968                   1                0                1
## 2969                   1                0                0
## 2970                   1                0                0
## 2971                   1                0                0
## 2972                   0                0                0
## 2973                   0                0                0
## 2974                   0                0                0
## 2975                   0                1                0
## 2978                   0                1                0
## 2979                   1                0                1
## 2980                   0                1                0
## 2981                   1                0                1
## 2982                   0                0                1
## 2983                   0                0                1
## 2985                   0                0                0
## 2986                   1                0                0
## 2988                   0                0                0
## 2990                   0                0                1
## 2992                   0                0                0
## 2993                   0                0                0
## 2994                   0                0                0
## 2995                   0                0                0
## 2996                   0                0                0
## 2997                   0                0                0
## 2998                   1                1                0
## 2999                   0                0                0
## 3001                   0                0                0
## 3002                   0                0                0
## 3003                   0                0                0
## 3004                   0                1                0
## 3006                   0                0                0
## 3007                   0                0                1
## 3009                   1                1                0
## 3010                   0                0                0
## 3011                   1                0                1
## 3013                   0                1                0
## 3014                   0                0                1
## 3017                   0                0                0
## 3018                   0                0                0
## 3020                   0                0                0
## 3021                   0                0                1
## 3024                   0                0                0
## 3026                   0                0                0
## 3027                   0                0                0
## 3028                   0                0                1
## 3029                   1                0                1
## 3030                   0                0                0
## 3031                   0                0                0
## 3034                   1                1                0
## 3036                   1                0                1
## 3037                   0                0                0
## 3039                   0                0                0
## 3040                   0                0                0
## 3043                   1                0                0
## 3044                   0                0                0
## 3045                   0                0                0
## 3047                   1                0                1
## 3048                   0                0                0
## 3050                   1                1                0
## 3051                   0                0                0
## 3052                   0                0                1
## 3053                   0                1                0
## 3054                   0                1                0
## 3055                   0                0                1
## 3056                   0                1                0
## 3057                   1                0                0
## 3058                   0                0                0
## 3059                   1                0                0
## 3060                   0                0                0
## 3061                   0                0                0
## 3062                   0                0                0
## 3064                   1                1                0
## 3065                   0                0                0
## 3067                   1                0                1
## 3068                   1                1                0
## 3069                   1                0                1
## 3070                   0                0                0
## 3072                   0                0                0
## 3075                   1                0                0
## 3076                   0                0                0
## 3077                   0                0                0
## 3078                   0                1                0
## 3081                   1                0                0
## 3082                   1                0                0
## 3083                   0                0                0
## 3085                   1                0                1
## 3086                   0                0                0
## 3087                   0                1                0
## 3089                   0                1                0
## 3091                   1                0                0
## 3092                   1                0                1
## 3093                   0                0                0
## 3094                   0                0                0
## 3095                   0                1                0
## 3097                   0                0                0
## 3098                   0                0                0
## 3099                   0                0                0
## 3100                   0                0                0
## 3101                   0                0                0
## 3102                   0                0                1
## 3103                   1                0                1
## 3104                   1                1                0
## 3105                   0                0                1
## 3106                   0                0                0
## 3107                   1                0                1
## 3108                   1                0                1
## 3109                   1                0                0
## 3110                   1                0                0
## 3112                   1                1                0
## 3113                   1                1                0
## 3114                   0                1                0
## 3115                   0                0                0
## 3116                   0                0                1
## 3117                   0                0                0
## 3118                   0                1                0
## 3119                   0                0                0
## 3120                   1                0                1
## 3121                   0                0                0
## 3122                   0                0                0
## 3124                   0                0                0
## 3125                   0                1                0
## 3126                   1                1                0
## 3128                   0                0                0
## 3129                   1                1                0
## 3130                   0                0                0
## 3131                   1                0                0
## 3132                   0                0                0
## 3133                   1                1                0
## 3134                   0                0                0
## 3135                   0                0                0
## 3136                   0                0                0
## 3137                   1                0                0
## 3138                   0                0                0
## 3139                   0                0                0
## 3140                   0                0                0
## 3141                   0                0                0
## 3142                   1                0                0
## 3143                   1                0                0
## 3145                   1                0                0
## 3147                   0                0                0
## 3148                   1                1                0
## 3149                   0                0                0
## 3150                   0                0                0
## 3151                   0                1                0
## 3153                   0                0                0
## 3155                   1                0                0
## 3156                   0                0                1
## 3157                   0                1                0
## 3158                   1                0                0
## 3159                   1                0                0
## 3160                   1                0                0
## 3161                   0                1                0
## 3162                   0                0                0
## 3163                   1                0                1
## 3164                   0                1                0
## 3165                   0                1                0
## 3166                   1                1                0
## 3167                   0                0                1
## 3168                   1                0                0
## 3169                   0                1                0
## 3170                   1                1                0
## 3171                   1                0                0
## 3172                   0                0                1
## 3173                   0                0                1
## 3174                   0                0                0
## 3178                   1                0                1
## 3179                   0                0                0
## 3180                   1                0                1
## 3182                   0                0                1
## 3183                   0                0                0
## 3184                   0                0                0
## 3185                   0                0                0
## 3186                   1                0                1
## 3187                   0                0                0
## 3188                   0                0                1
## 3189                   0                0                1
## 3190                   1                0                0
## 3192                   0                1                0
## 3194                   1                1                0
## 3196                   1                0                0
## 3197                   1                0                1
## 3198                   1                0                0
## 3200                   0                1                0
## 3201                   1                0                1
## 3202                   0                0                0
## 3203                   0                0                0
## 3205                   1                0                0
## 3206                   0                1                0
## 3207                   0                1                0
## 3209                   0                1                0
## 3210                   0                1                0
## 3211                   0                0                0
## 3212                   0                0                0
## 3213                   0                0                0
## 3215                   0                0                1
## 3217                   0                0                0
## 3218                   0                0                0
## 3219                   0                0                0
## 3220                   1                0                0
## 3221                   1                0                0
## 3222                   0                0                0
## 3223                   0                0                0
## 3224                   1                1                0
## 3225                   1                0                0
## 3226                   0                0                1
## 3227                   1                0                0
## 3228                   0                1                0
## 3229                   0                0                0
## 3230                   0                0                1
## 3231                   0                1                0
## 3232                   0                0                0
## 3234                   0                0                1
## 3235                   0                0                0
## 3236                   1                1                0
## 3237                   0                0                0
## 3239                   1                0                0
## 3241                   0                0                0
## 3243                   1                0                1
## 3244                   1                0                0
## 3245                   0                0                0
## 3247                   1                0                0
## 3249                   1                0                0
## 3250                   1                0                0
## 3251                   1                1                0
## 3252                   1                1                0
## 3253                   1                0                0
## 3254                   0                0                0
## 3255                   0                0                0
## 3256                   0                0                0
## 3257                   1                0                1
## 3258                   0                0                0
## 3259                   0                0                0
## 3260                   0                0                0
## 3261                   0                0                0
## 3262                   0                0                1
## 3263                   0                1                0
## 3265                   0                1                0
## 3267                   1                0                0
## 3268                   0                0                0
## 3269                   0                0                0
## 3270                   1                0                0
## 3271                   0                0                1
## 3272                   1                0                0
## 3273                   0                1                0
## 3274                   1                0                1
## 3276                   0                0                1
## 3277                   1                0                1
## 3278                   1                1                0
## 3279                   0                1                0
## 3282                   1                0                0
## 3283                   1                1                0
## 3284                   0                0                1
## 3285                   0                0                0
## 3286                   0                0                0
## 3287                   0                0                0
## 3290                   0                0                0
## 3291                   0                0                1
## 3292                   0                0                0
## 3295                   1                1                0
## 3297                   0                0                0
## 3298                   1                1                0
## 3299                   0                0                0
## 3300                   1                0                1
## 3302                   0                0                0
## 3304                   0                0                1
## 3306                   0                0                0
## 3308                   0                0                0
## 3310                   0                1                0
## 3311                   1                1                0
## 3312                   0                1                0
## 3314                   0                0                0
## 3316                   1                0                0
## 3318                   1                0                0
## 3319                   0                0                0
## 3320                   0                0                0
## 3321                   1                0                0
## 3322                   0                1                0
## 3323                   1                1                0
## 3324                   0                0                0
## 3325                   0                0                0
## 3326                   1                0                0
## 3328                   0                0                1
## 3330                   0                0                0
## 3331                   0                0                1
## 3332                   0                0                0
## 3334                   1                0                1
## 3335                   0                0                0
## 3336                   0                0                0
## 3337                   1                1                0
## 3338                   0                1                0
## 3339                   0                0                0
## 3340                   1                1                0
## 3341                   1                0                0
## 3342                   0                0                1
## 3343                   1                1                0
## 3344                   1                0                0
## 3345                   0                0                0
## 3347                   1                0                0
## 3348                   1                0                0
## 3349                   1                1                0
## 3350                   0                0                1
## 3351                   0                0                0
## 3355                   0                0                0
## 3356                   1                0                0
## 3357                   0                0                0
## 3359                   1                0                0
## 3360                   0                0                1
## 3361                   1                1                0
## 3362                   1                0                1
## 3363                   1                1                0
## 3365                   1                0                0
## 3366                   0                0                0
## 3367                   1                0                0
## 3368                   0                0                0
## 3369                   0                0                0
## 3370                   0                0                1
## 3371                   0                0                0
## 3372                   0                0                1
## 3376                   1                1                0
## 3379                   0                0                0
## 3380                   1                0                0
## 3381                   1                1                0
## 3382                   0                0                0
## 3383                   0                0                0
## 3385                   0                1                0
## 3387                   0                1                0
## 3388                   1                0                1
## 3389                   0                1                0
## 3390                   0                0                0
## 3391                   1                1                0
## 3392                   1                0                1
## 3393                   1                1                0
## 3394                   1                0                1
## 3396                   0                0                1
## 3397                   1                0                0
## 3398                   0                0                0
## 3401                   0                1                0
## 3403                   0                0                0
## 3404                   1                0                1
## 3406                   1                0                0
## 3407                   0                0                1
## 3408                   1                0                0
## 3409                   0                0                1
## 3410                   0                1                0
## 3411                   1                0                0
## 3412                   0                0                0
## 3414                   0                0                1
## 3415                   0                0                0
## 3416                   0                0                1
## 3417                   1                0                1
## 3418                   0                0                0
## 3419                   1                0                0
## 3420                   0                1                0
## 3421                   0                0                0
## 3422                   1                0                0
## 3424                   0                1                0
## 3425                   1                1                0
## 3426                   1                0                0
## 3427                   1                0                1
## 3428                   1                1                0
## 3430                   0                0                0
## 3431                   0                1                0
## 3432                   0                1                0
## 3433                   1                0                0
## 3434                   1                0                1
## 3435                   1                0                1
## 3437                   1                0                0
## 3438                   0                1                0
## 3439                   0                1                0
## 3440                   1                1                0
## 3441                   1                1                0
## 3443                   1                0                0
## 3444                   0                1                0
## 3447                   0                0                0
## 3448                   1                1                0
## 3449                   0                0                0
## 3450                   1                0                0
## 3451                   1                0                1
## 3452                   0                0                0
## 3453                   1                0                0
## 3454                   0                0                1
## 3455                   1                0                0
## 3456                   0                0                0
## 3457                   1                0                0
## 3459                   1                0                0
## 3460                   0                0                0
## 3461                   0                0                1
## 3462                   1                0                0
## 3463                   0                0                0
## 3464                   1                0                0
## 3465                   0                0                0
## 3466                   0                1                0
## 3467                   1                0                0
## 3468                   1                0                0
## 3469                   0                0                0
## 3470                   0                1                0
## 3471                   1                1                0
## 3472                   0                0                0
## 3473                   1                1                0
## 3474                   0                0                0
## 3476                   0                0                0
## 3480                   0                0                0
## 3481                   0                1                0
## 3483                   1                0                0
## 3484                   1                1                0
## 3485                   0                0                0
## 3486                   0                1                0
## 3487                   0                0                0
## 3488                   0                0                0
## 3489                   0                0                0
## 3490                   0                0                0
## 3491                   0                0                0
## 3492                   0                0                0
## 3493                   0                0                0
## 3494                   0                0                0
## 3495                   1                1                0
## 3496                   0                0                1
## 3497                   1                1                0
## 3499                   0                0                1
## 3501                   0                0                0
## 3502                   0                0                0
## 3503                   1                0                1
## 3505                   0                0                0
## 3506                   0                0                1
## 3507                   0                1                0
## 3508                   0                0                0
## 3509                   1                0                1
## 3510                   0                0                0
## 3512                   1                1                0
## 3513                   0                0                0
## 3514                   0                0                0
## 3515                   0                0                0
## 3516                   0                1                0
## 3517                   0                1                0
## 3518                   1                0                1
## 3519                   1                0                0
## 3520                   0                0                0
## 3521                   0                0                0
## 3522                   0                0                0
## 3523                   0                0                0
## 3524                   0                0                0
## 3525                   0                0                0
## 3526                   0                1                0
## 3527                   1                0                0
## 3528                   0                1                0
## 3529                   1                1                0
## 3530                   1                0                1
## 3531                   0                0                0
## 3532                   0                1                0
## 3533                   0                0                1
## 3534                   0                0                0
## 3537                   1                1                0
## 3538                   1                0                1
## 3540                   1                0                0
## 3542                   1                0                1
## 3543                   1                1                0
## 3545                   1                0                0
## 3546                   1                0                0
## 3547                   1                0                1
## 3549                   0                0                0
## 3550                   0                0                0
## 3551                   0                1                0
## 3552                   1                0                0
## 3553                   1                1                0
## 3554                   0                0                1
## 3555                   0                0                0
## 3556                   0                0                0
## 3557                   1                0                0
## 3559                   1                1                0
## 3560                   0                0                0
## 3561                   1                1                0
## 3562                   1                0                0
## 3563                   1                0                0
## 3567                   1                0                0
## 3569                   0                0                0
## 3572                   1                1                0
## 3573                   0                0                0
## 3574                   0                0                0
## 3577                   0                0                0
## 3578                   1                1                0
## 3580                   0                1                0
## 3581                   0                0                0
## 3582                   1                0                0
## 3583                   1                0                0
## 3584                   1                0                0
## 3585                   0                1                0
## 3586                   0                0                0
## 3588                   0                0                0
## 3589                   1                0                0
## 3590                   0                0                0
## 3591                   0                0                0
## 3592                   1                0                0
## 3593                   0                0                0
## 3594                   0                0                0
## 3595                   0                0                0
## 3596                   0                0                0
## 3597                   0                0                0
## 3598                   0                0                0
## 3599                   0                0                0
## 3600                   0                0                0
## 3602                   0                1                0
## 3604                   1                1                0
## 3605                   1                0                0
## 3606                   1                0                1
## 3607                   0                0                0
## 3608                   1                1                0
## 3609                   1                0                1
## 3610                   1                0                0
## 3611                   1                1                0
## 3613                   0                0                0
## 3614                   1                0                1
## 3615                   0                0                0
## 3617                   1                0                1
## 3618                   0                0                0
## 3619                   1                0                0
## 3620                   0                0                1
## 3622                   0                1                0
## 3623                   0                0                0
## 3624                   0                0                1
## 3626                   0                0                0
## 3627                   0                0                0
## 3628                   0                0                0
## 3629                   1                0                1
## 3630                   0                0                1
## 3631                   0                0                0
## 3633                   0                0                0
## 3634                   1                1                0
## 3636                   1                0                1
## 3637                   1                0                0
## 3638                   0                1                0
## 3640                   0                0                0
## 3641                   0                1                0
## 3643                   1                1                0
## 3644                   0                0                1
## 3645                   0                0                1
## 3647                   0                0                0
## 3649                   1                0                0
## 3651                   0                0                1
## 3652                   0                0                1
## 3655                   0                1                0
## 3656                   1                1                0
## 3658                   1                0                0
## 3659                   0                0                0
## 3661                   0                0                0
## 3662                   1                0                1
## 3663                   0                1                0
## 3664                   1                0                0
## 3665                   0                0                0
## 3666                   0                0                0
## 3667                   1                1                0
## 3668                   1                0                0
## 3669                   0                0                0
## 3670                   0                0                0
## 3671                   0                1                0
## 3672                   0                0                0
## 3673                   1                0                0
## 3674                   0                0                0
## 3675                   0                0                0
## 3676                   1                0                0
## 3677                   0                0                0
## 3678                   0                0                1
## 3679                   0                0                0
## 3680                   0                1                0
## 3681                   0                0                0
## 3682                   1                1                0
## 3684                   0                0                0
## 3685                   1                0                0
## 3686                   0                1                0
## 3687                   0                0                0
## 3689                   1                0                1
## 3690                   1                0                0
## 3691                   0                0                0
## 3693                   0                0                0
## 3694                   1                1                0
## 3695                   0                0                0
## 3698                   0                1                0
## 3699                   0                1                0
## 3700                   0                0                1
## 3701                   0                0                0
## 3704                   0                0                0
## 3706                   1                1                0
## 3707                   0                1                0
## 3708                   1                0                0
## 3709                   0                0                1
## 3710                   1                0                0
## 3711                   1                0                0
## 3712                   0                0                0
## 3713                   1                0                0
## 3714                   0                1                0
## 3715                   0                0                0
## 3716                   0                0                0
## 3718                   0                0                0
## 3719                   0                1                0
## 3721                   1                0                0
## 3722                   1                0                0
## 3723                   1                1                0
## 3724                   0                0                1
## 3726                   0                0                0
## 3731                   0                1                0
## 3732                   0                0                0
## 3733                   1                0                0
## 3734                   0                1                0
## 3736                   1                0                1
## 3738                   0                0                0
## 3739                   0                1                0
## 3740                   1                0                0
## 3742                   0                0                0
## 3743                   1                0                1
## 3744                   1                0                0
## 3745                   1                1                0
## 3746                   1                0                0
## 3748                   0                0                0
## 3749                   0                0                0
## 3750                   0                0                0
## 3751                   0                0                0
## 3753                   0                0                0
## 3754                   0                0                0
## 3755                   0                0                0
## 3757                   0                0                0
## 3760                   0                0                0
## 3761                   0                0                0
## 3762                   1                0                1
## 3763                   0                0                0
## 3764                   0                0                0
## 3766                   0                0                0
## 3767                   1                0                0
## 3768                   0                0                0
## 3770                   1                0                0
## 3771                   0                1                0
## 3773                   0                0                0
## 3775                   0                0                1
## 3776                   0                1                0
## 3777                   0                0                0
## 3778                   1                0                0
## 3780                   1                0                0
## 3781                   0                0                0
## 3782                   1                0                0
## 3784                   0                0                0
## 3785                   0                1                0
## 3786                   0                0                0
## 3787                   1                0                0
## 3788                   0                0                0
## 3789                   0                0                0
## 3790                   0                0                0
## 3791                   0                0                0
## 3792                   1                1                0
## 3793                   1                0                0
## 3794                   0                0                0
## 3795                   0                0                1
## 3796                   0                0                0
## 3797                   0                0                0
## 3799                   0                0                0
## 3800                   0                0                0
## 3802                   1                0                0
## 3803                   0                0                0
## 3804                   0                1                0
## 3807                   0                1                0
## 3808                   1                0                1
## 3810                   0                0                0
## 3811                   1                0                1
## 3812                   0                0                1
## 3813                   1                0                1
## 3814                   0                1                0
## 3815                   1                0                0
## 3816                   0                0                0
## 3817                   0                0                0
## 3818                   1                0                1
## 3819                   1                0                0
## 3820                   0                0                1
## 3821                   0                1                0
## 3822                   0                0                1
## 3823                   1                0                0
## 3824                   1                0                0
## 3825                   1                1                0
## 3826                   1                1                0
## 3827                   1                0                0
## 3829                   0                1                0
## 3830                   0                1                0
## 3831                   1                1                0
## 3832                   1                0                0
## 3833                   0                0                0
## 3835                   1                0                0
## 3836                   1                0                0
## 3837                   0                0                0
## 3838                   1                1                0
## 3839                   0                0                0
## 3841                   0                0                0
## 3842                   0                0                0
## 3843                   1                0                1
## 3845                   0                0                1
## 3846                   0                0                0
## 3850                   1                0                0
## 3851                   0                0                0
## 3852                   1                1                0
## 3853                   0                1                0
## 3854                   0                0                0
## 3855                   1                0                1
## 3856                   0                0                1
## 3858                   1                0                0
## 3859                   0                0                0
## 3860                   0                0                1
## 3861                   1                0                1
## 3862                   0                0                0
## 3863                   1                1                0
## 3864                   1                1                0
## 3865                   1                0                0
## 3866                   1                0                0
## 3867                   0                0                1
## 3869                   1                1                0
## 3870                   1                0                0
## 3872                   1                0                1
## 3874                   1                1                0
## 3875                   0                0                1
## 3876                   0                0                0
## 3877                   0                0                0
## 3879                   0                0                0
## 3880                   1                1                0
## 3881                   0                0                0
## 3883                   0                1                0
## 3887                   0                0                0
## 3888                   1                0                1
## 3889                   0                0                1
## 3894                   0                1                0
## 3895                   1                0                1
## 3896                   0                0                0
## 3897                   0                0                0
## 3898                   0                0                0
## 3899                   0                0                0
## 3900                   0                0                0
## 3901                   0                0                0
## 3902                   1                0                1
## 3903                   0                0                1
## 3904                   1                0                0
## 3905                   0                0                0
## 3906                   1                0                1
## 3907                   0                0                1
## 3908                   0                1                0
## 3909                   0                1                0
## 3910                   0                0                0
## 3911                   0                0                0
## 3913                   1                0                0
## 3914                   0                0                1
## 3915                   0                0                0
## 3916                   1                0                0
## 3917                   1                0                0
## 3919                   1                1                0
## 3920                   0                0                0
## 3921                   0                0                0
## 3923                   0                1                0
## 3924                   1                1                0
## 3925                   1                0                0
## 3926                   0                0                0
## 3927                   0                0                0
## 3928                   0                1                0
## 3930                   1                0                0
## 3931                   0                0                0
## 3932                   0                0                0
## 3933                   1                0                0
## 3934                   0                0                0
## 3935                   0                0                0
## 3940                   1                0                0
## 3942                   1                1                0
## 3944                   1                0                0
## 3945                   0                0                1
## 3946                   1                0                1
## 3947                   0                0                0
## 3948                   1                0                0
## 3949                   1                0                0
## 3952                   0                0                0
## 3953                   1                1                0
## 3954                   0                0                0
## 3955                   0                0                0
## 3956                   1                0                0
## 3958                   1                0                1
## 3959                   1                1                0
## 3960                   1                0                1
## 3961                   0                1                0
## 3962                   0                0                1
## 3963                   0                0                0
## 3964                   1                1                0
## 3966                   0                0                0
## 3967                   1                1                0
## 3968                   1                1                0
## 3969                   1                0                0
## 3970                   0                0                0
## 3971                   1                0                1
## 3972                   1                0                0
## 3974                   1                0                0
## 3975                   1                0                0
## 3976                   0                0                1
## 3977                   0                0                0
## 3978                   0                0                1
## 3979                   0                0                0
## 3980                   0                0                1
## 3981                   0                0                0
## 3982                   0                1                0
## 3983                   1                0                0
## 3985                   1                0                0
## 3987                   0                0                1
## 3988                   1                1                0
## 3989                   0                0                0
## 3990                   0                0                1
## 3991                   1                0                1
## 3993                   0                0                0
## 3995                   1                0                1
## 3996                   0                0                1
## 3997                   0                0                1
## 3998                   0                0                1
## 4000                   0                0                1
## 4001                   0                0                1
## 4002                   1                1                0
## 4003                   1                0                1
## 4006                   0                0                0
## 4007                   0                0                0
## 4009                   0                1                0
## 4010                   0                0                0
## 4011                   0                1                0
## 4012                   0                1                0
## 4013                   1                0                0
## 4014                   1                0                1
## 4015                   0                0                0
## 4016                   0                0                0
## 4017                   0                1                0
## 4018                   0                0                0
## 4019                   0                0                0
## 4021                   0                0                0
## 4022                   1                0                1
## 4023                   0                0                1
## 4025                   1                0                1
## 4026                   0                0                0
## 4027                   0                1                0
## 4028                   0                0                0
## 4029                   1                0                0
## 4030                   0                0                0
## 4031                   0                0                1
## 4032                   0                0                1
## 4034                   0                1                0
## 4036                   0                0                0
## 4037                   1                0                1
## 4039                   0                0                0
## 4040                   0                0                0
## 4041                   0                0                1
## 4042                   1                0                1
## 4043                   1                1                0
## 4044                   1                0                0
## 4045                   1                0                1
## 4046                   0                0                0
## 4047                   0                0                0
## 4048                   1                0                0
## 4049                   1                0                1
## 4050                   1                0                0
## 4051                   0                0                1
## 4052                   0                0                0
## 4053                   1                0                0
## 4055                   0                0                0
## 4056                   0                0                0
## 4057                   1                0                0
## 4058                   0                0                0
## 4059                   0                0                0
## 4060                   0                1                0
## 4061                   1                0                1
## 4064                   0                0                0
## 4065                   0                0                0
## 4066                   1                0                0
## 4067                   0                0                0
## 4068                   1                0                0
## 4070                   0                0                1
## 4071                   1                0                0
## 4072                   0                1                0
## 4073                   0                0                0
## 4075                   0                0                0
## 4076                   1                1                0
## 4077                   1                0                0
## 4078                   0                0                0
## 4079                   1                1                0
## 4080                   0                0                1
## 4081                   0                0                0
## 4082                   0                0                0
## 4083                   0                0                0
## 4084                   0                0                0
## 4085                   1                0                0
## 4087                   0                0                0
## 4088                   0                0                0
## 4089                   0                0                0
## 4090                   0                0                0
## 4092                   0                0                0
## 4094                   0                0                1
## 4095                   1                0                0
## 4096                   0                0                0
## 4097                   1                0                1
## 4098                   0                0                0
## 4099                   1                0                1
## 4100                   1                0                0
## 4101                   1                0                1
## 4103                   0                0                0
## 4106                   1                0                0
## 4108                   0                0                1
## 4109                   0                1                0
## 4110                   0                1                0
## 4111                   1                0                1
## 4113                   0                1                0
## 4114                   1                1                0
## 4116                   0                1                0
## 4118                   1                0                0
## 4119                   0                0                0
## 4121                   0                0                1
## 4122                   0                0                0
## 4123                   0                0                0
## 4125                   0                0                0
## 4126                   0                0                0
## 4127                   1                0                0
## 4128                   1                0                0
## 4129                   1                0                1
## 4131                   0                0                0
## 4132                   0                0                0
## 4134                   1                1                0
## 4136                   0                1                0
## 4138                   1                0                0
## 4139                   1                0                0
## 4140                   0                0                0
## 4141                   0                0                1
## 4142                   0                0                0
## 4146                   1                0                1
## 4147                   0                1                0
## 4148                   0                0                0
## 4149                   1                0                1
## 4151                   0                0                0
## 4152                   0                0                1
## 4154                   1                1                0
## 4156                   1                0                1
## 4157                   0                1                0
## 4158                   1                0                1
## 4161                   1                1                0
## 4162                   1                0                1
## 4163                   1                0                0
## 4165                   0                0                0
## 4166                   0                0                0
## 4167                   1                0                0
## 4168                   0                0                0
## 4169                   0                1                0
## 4171                   0                0                0
## 4172                   1                0                1
## 4173                   0                0                0
## 4174                   0                0                0
## 4175                   1                0                0
## 4176                   1                0                0
## 4177                   0                0                0
## 4180                   1                0                1
## 4181                   0                0                1
## 4182                   1                0                0
## 4183                   0                1                0
## 4184                   0                0                0
## 4186                   0                1                0
## 4187                   0                0                0
## 4188                   0                0                1
## 4189                   1                0                0
## 4190                   0                0                1
## 4191                   1                0                0
## 4192                   0                0                1
## 4193                   1                1                0
## 4194                   1                0                1
## 4195                   0                0                1
## 4197                   0                1                0
## 4199                   1                0                1
## 4200                   1                0                1
## 4201                   0                0                0
## 4202                   1                1                0
## 4204                   0                1                0
## 4205                   1                0                0
## 4206                   1                0                0
## 4207                   0                0                0
## 4209                   1                0                1
## 4213                   0                1                0
## 4215                   0                0                0
## 4216                   1                1                0
## 4217                   0                0                0
## 4218                   0                0                1
## 4219                   0                0                0
## 4220                   0                0                0
## 4221                   1                0                1
## 4222                   0                0                0
## 4223                   1                0                1
## 4225                   1                0                1
## 4226                   0                0                0
## 4228                   0                1                0
## 4229                   0                1                0
## 4230                   0                0                0
## 4231                   1                0                0
## 4232                   0                1                0
## 4234                   0                0                0
## 4235                   0                0                0
## 4237                   0                0                0
## 4238                   0                0                1
## 4239                   0                0                1
## 4240                   1                0                1
## 4241                   1                0                1
## 4242                   0                0                0
## 4243                   1                1                0
## 4244                   0                1                0
## 4245                   1                0                1
## 4246                   0                0                0
## 4248                   0                0                0
## 4249                   1                1                0
## 4250                   0                0                1
## 4251                   1                0                0
## 4252                   1                1                0
## 4254                   1                1                0
## 4256                   0                0                0
## 4258                   1                0                0
## 4259                   1                0                0
## 4260                   1                1                0
## 4261                   1                0                1
## 4262                   0                1                0
## 4263                   0                0                0
## 4264                   1                0                1
## 4265                   0                1                0
## 4266                   0                0                1
## 4267                   0                0                0
## 4268                   0                1                0
## 4269                   0                0                0
## 4270                   0                0                0
## 4271                   0                0                0
## 4273                   0                0                0
## 4275                   0                0                0
## 4276                   1                1                0
## 4277                   0                0                0
## 4279                   0                0                1
## 4281                   1                1                0
## 4282                   1                0                0
## 4283                   0                0                1
## 4284                   0                0                0
## 4286                   0                0                0
## 4288                   0                1                0
## 4289                   0                1                0
## 4290                   0                0                0
## 4291                   1                0                1
## 4292                   0                0                0
## 4293                   0                0                0
## 4294                   0                1                0
## 4295                   0                0                1
## 4296                   0                1                0
## 4297                   0                0                1
## 4298                   0                1                0
## 4299                   0                0                1
## 4301                   1                0                0
## 4302                   0                0                0
## 4304                   1                0                1
## 4305                   1                0                0
## 4306                   1                0                1
## 4307                   0                0                0
## 4308                   1                0                0
## 4309                   0                0                0
## 4310                   1                0                1
## 4311                   0                1                0
## 4312                   1                1                0
## 4314                   0                1                0
## 4317                   0                1                0
## 4318                   1                0                0
## 4319                   0                0                0
## 4320                   1                0                0
## 4321                   0                0                0
## 4322                   0                0                0
## 4324                   0                0                0
## 4325                   0                0                1
## 4326                   0                0                1
## 4327                   0                0                0
## 4328                   0                0                0
## 4329                   1                0                0
## 4330                   1                0                1
## 4331                   1                0                0
## 4333                   1                1                0
## 4335                   0                0                0
## 4337                   0                0                0
## 4338                   1                0                1
## 4339                   0                1                0
## 4341                   1                0                1
## 4343                   0                0                0
## 4344                   0                0                0
## 4345                   0                0                0
## 4346                   0                0                0
## 4347                   0                0                0
## 4348                   0                0                1
## 4349                   0                0                0
## 4350                   0                0                0
## 4351                   0                0                0
## 4355                   0                1                0
## 4356                   0                1                0
## 4357                   0                0                0
## 4358                   1                0                1
## 4359                   1                0                1
## 4360                   0                0                0
## 4361                   0                1                0
## 4362                   0                0                0
## 4363                   0                0                0
## 4364                   1                1                0
## 4365                   0                1                0
## 4367                   0                1                0
## 4368                   0                0                1
## 4369                   1                1                0
## 4370                   1                1                0
## 4371                   0                0                0
## 4373                   0                0                1
## 4374                   1                0                0
## 4376                   1                1                0
## 4378                   0                1                0
## 4382                   1                0                0
## 4383                   0                0                0
## 4386                   1                0                0
## 4387                   0                0                0
## 4388                   1                0                0
## 4389                   0                0                0
## 4390                   0                0                1
## 4391                   0                0                1
## 4392                   1                0                0
## 4393                   0                0                0
## 4395                   0                0                0
## 4396                   0                0                0
## 4397                   1                0                0
## 4398                   1                0                0
## 4399                   0                0                0
## 4401                   0                0                1
## 4402                   0                0                1
## 4403                   1                0                0
## 4405                   0                1                0
## 4406                   0                0                0
## 4407                   0                0                0
## 4408                   0                0                1
## 4409                   1                0                0
## 4410                   0                0                0
## 4411                   0                1                0
## 4412                   0                0                0
## 4413                   0                1                0
## 4414                   1                0                0
## 4415                   1                1                0
## 4416                   0                0                0
## 4417                   0                0                0
## 4418                   1                0                0
## 4419                   0                1                0
## 4420                   1                0                1
## 4421                   1                0                0
## 4422                   0                0                1
## 4423                   0                0                0
## 4424                   0                0                0
## 4425                   0                0                1
## 4426                   0                0                0
## 4427                   0                0                0
## 4428                   0                0                0
## 4429                   0                0                0
## 4431                   0                0                1
## 4432                   0                0                1
## 4433                   1                0                1
## 4434                   0                0                1
## 4435                   0                0                0
## 4436                   0                0                0
## 4437                   0                0                0
## 4438                   0                0                1
## 4439                   0                0                0
## 4440                   1                0                0
## 4441                   1                0                0
## 4442                   1                0                1
## 4443                   0                0                0
## 4446                   1                0                0
## 4447                   0                0                0
## 4448                   0                0                0
## 4449                   0                0                1
## 4450                   0                0                0
## 4452                   1                0                0
## 4453                   0                0                0
## 4454                   1                0                0
## 4455                   1                0                0
## 4456                   0                0                0
## 4457                   0                0                0
## 4458                   1                1                0
## 4459                   1                0                0
## 4461                   0                0                0
## 4464                   0                0                0
## 4465                   0                0                1
## 4466                   1                0                0
## 4469                   0                0                0
## 4470                   0                1                0
## 4471                   0                0                0
## 4472                   0                0                1
## 4473                   0                0                0
## 4475                   0                0                0
## 4476                   0                0                1
## 4478                   1                0                1
## 4479                   1                0                0
## 4480                   0                1                0
## 4483                   1                1                0
## 4484                   0                0                0
## 4485                   0                0                1
## 4486                   0                0                1
## 4489                   1                0                1
## 4490                   1                1                0
## 4492                   0                0                0
## 4493                   1                1                0
## 4494                   0                0                1
## 4495                   1                0                0
## 4496                   0                0                0
## 4498                   0                0                1
## 4500                   1                0                0
## 4501                   0                0                0
## 4502                   0                0                0
## 4503                   1                0                0
## 4504                   1                1                0
## 4506                   1                0                1
## 4507                   1                0                0
## 4508                   0                0                0
## 4510                   1                0                0
## 4511                   0                0                0
## 4512                   1                1                0
## 4513                   0                0                0
## 4514                   0                0                0
## 4515                   0                1                0
## 4516                   0                0                0
## 4517                   0                0                0
## 4518                   1                0                0
## 4521                   0                0                0
## 4523                   0                0                1
## 4525                   0                0                0
## 4526                   1                0                1
## 4527                   0                0                0
## 4528                   1                0                0
## 4531                   1                0                0
## 4532                   1                0                1
## 4533                   0                0                0
## 4534                   0                0                0
## 4535                   0                0                0
## 4536                   0                1                0
## 4538                   0                0                0
## 4539                   0                0                0
## 4540                   1                0                0
## 4541                   1                0                0
## 4542                   0                0                0
## 4543                   0                0                1
## 4544                   0                0                0
## 4545                   0                0                0
## 4546                   1                0                1
## 4547                   1                0                0
## 4548                   0                0                1
## 4549                   0                0                0
## 4550                   1                1                0
## 4552                   0                0                0
## 4553                   0                1                0
## 4554                   0                0                0
## 4555                   1                0                1
## 4556                   0                0                0
## 4560                   1                0                0
## 4561                   0                1                0
## 4562                   0                0                0
## 4563                   0                0                0
## 4564                   0                0                0
## 4565                   1                0                0
## 4566                   0                0                1
## 4569                   0                0                0
## 4570                   1                1                0
## 4571                   1                0                0
## 4572                   0                0                0
## 4573                   0                0                1
## 4574                   0                0                1
## 4575                   1                0                1
## 4576                   1                0                1
## 4577                   1                0                1
## 4578                   1                0                0
## 4579                   1                0                1
## 4580                   1                0                0
## 4581                   1                0                0
## 4582                   0                0                1
## 4585                   0                1                0
## 4586                   0                0                0
## 4587                   1                0                0
## 4588                   1                0                1
## 4589                   0                1                0
## 4590                   1                0                0
## 4591                   0                0                0
## 4592                   0                1                0
## 4593                   1                0                1
## 4594                   1                0                0
## 4595                   0                0                1
## 4596                   0                0                0
## 4598                   1                0                1
## 4599                   0                0                1
## 4600                   1                0                0
## 4601                   1                0                1
## 4602                   0                1                0
## 4603                   1                1                0
## 4604                   0                0                1
## 4605                   0                0                1
## 4606                   0                0                0
## 4607                   0                0                0
## 4609                   0                0                0
## 4610                   0                0                0
## 4611                   1                0                0
## 4612                   0                0                0
## 4613                   1                0                1
## 4614                   0                0                0
## 4615                   1                0                0
## 4616                   1                0                0
## 4617                   1                0                0
## 4618                   0                0                0
## 4619                   1                0                0
## 4620                   1                1                0
## 4622                   0                0                0
## 4623                   0                0                0
## 4625                   0                0                0
## 4626                   0                0                1
## 4627                   0                0                0
##      PaperlessBilling_No PaymentMethod_MailedCheck
## 1                      0                         0
## 2                      1                         1
## 3                      0                         1
## 4                      1                         0
## 5                      0                         0
## 8                      1                         1
## 9                      0                         0
## 10                     1                         0
## 12                     1                         0
## 13                     1                         0
## 15                     0                         0
## 18                     1                         0
## 19                     1                         0
## 20                     0                         0
## 21                     0                         0
## 22                     1                         0
## 24                     0                         0
## 26                     0                         0
## 27                     0                         0
## 29                     0                         0
## 30                     0                         1
## 31                     0                         0
## 32                     0                         0
## 33                     1                         1
## 34                     1                         0
## 35                     1                         0
## 36                     1                         0
## 38                     0                         0
## 40                     0                         0
## 42                     0                         0
## 43                     1                         1
## 44                     0                         0
## 46                     0                         0
## 48                     0                         0
## 49                     0                         0
## 50                     0                         0
## 51                     0                         0
## 53                     0                         0
## 55                     0                         0
## 56                     0                         0
## 57                     0                         0
## 59                     1                         0
## 60                     0                         0
## 61                     0                         0
## 63                     1                         0
## 65                     1                         0
## 66                     0                         0
## 67                     0                         0
## 69                     1                         0
## 70                     0                         1
## 71                     1                         1
## 72                     0                         0
## 73                     0                         0
## 75                     0                         0
## 76                     1                         0
## 77                     1                         0
## 78                     1                         1
## 79                     0                         0
## 80                     0                         0
## 82                     1                         0
## 83                     0                         0
## 84                     0                         0
## 85                     0                         0
## 86                     0                         0
## 87                     0                         0
## 88                     1                         0
## 89                     0                         1
## 91                     1                         0
## 92                     1                         0
## 93                     0                         1
## 94                     0                         0
## 95                     0                         0
## 96                     0                         0
## 97                     0                         0
## 98                     1                         1
## 99                     1                         0
## 100                    0                         0
## 102                    1                         0
## 103                    1                         0
## 104                    1                         0
## 106                    1                         1
## 108                    1                         1
## 109                    1                         1
## 110                    1                         0
## 111                    0                         0
## 112                    1                         0
## 113                    0                         0
## 114                    0                         0
## 115                    0                         0
## 117                    1                         0
## 118                    0                         0
## 119                    1                         1
## 120                    0                         0
## 121                    0                         0
## 122                    1                         1
## 123                    0                         0
## 124                    1                         1
## 126                    0                         0
## 127                    0                         0
## 128                    0                         0
## 129                    1                         1
## 130                    0                         0
## 131                    0                         0
## 132                    0                         0
## 133                    1                         0
## 134                    0                         0
## 137                    0                         0
## 138                    1                         1
## 139                    0                         1
## 141                    0                         0
## 142                    1                         0
## 144                    0                         0
## 145                    1                         0
## 146                    0                         0
## 147                    1                         1
## 148                    0                         0
## 149                    1                         0
## 150                    0                         1
## 151                    0                         0
## 152                    1                         1
## 153                    0                         0
## 154                    1                         0
## 155                    1                         1
## 156                    0                         0
## 157                    0                         0
## 158                    1                         1
## 160                    1                         0
## 162                    1                         0
## 163                    0                         0
## 164                    0                         0
## 165                    1                         1
## 166                    1                         1
## 167                    0                         0
## 168                    0                         0
## 169                    0                         0
## 170                    1                         0
## 172                    0                         0
## 173                    1                         1
## 174                    0                         0
## 175                    1                         0
## 177                    0                         1
## 178                    1                         0
## 179                    0                         0
## 181                    1                         0
## 182                    1                         1
## 183                    1                         0
## 185                    0                         0
## 186                    0                         0
## 188                    1                         0
## 189                    1                         0
## 190                    1                         0
## 191                    0                         0
## 192                    0                         0
## 193                    1                         0
## 195                    1                         0
## 196                    0                         0
## 197                    0                         0
## 199                    0                         0
## 200                    1                         1
## 201                    0                         0
## 202                    0                         0
## 203                    1                         0
## 205                    1                         0
## 207                    0                         0
## 208                    1                         0
## 209                    0                         0
## 210                    0                         0
## 211                    0                         0
## 212                    1                         0
## 213                    1                         1
## 214                    1                         0
## 215                    1                         0
## 216                    0                         0
## 217                    1                         0
## 218                    0                         0
## 219                    0                         0
## 221                    0                         0
## 222                    1                         0
## 223                    0                         0
## 224                    1                         1
## 225                    0                         0
## 226                    0                         1
## 227                    0                         1
## 228                    1                         1
## 229                    0                         0
## 230                    0                         0
## 231                    0                         0
## 232                    0                         0
## 233                    0                         1
## 234                    1                         0
## 235                    1                         0
## 236                    0                         1
## 237                    0                         1
## 238                    0                         0
## 239                    0                         0
## 240                    1                         1
## 241                    1                         0
## 242                    1                         0
## 243                    0                         0
## 244                    1                         0
## 246                    1                         0
## 247                    1                         1
## 248                    0                         0
## 249                    0                         1
## 250                    0                         0
## 252                    1                         0
## 254                    1                         0
## 256                    0                         0
## 257                    1                         0
## 258                    1                         0
## 259                    0                         0
## 260                    0                         0
## 261                    0                         0
## 262                    0                         0
## 265                    1                         1
## 266                    1                         1
## 267                    1                         0
## 268                    0                         1
## 269                    1                         1
## 271                    0                         0
## 272                    0                         0
## 273                    1                         0
## 276                    0                         0
## 277                    0                         0
## 278                    0                         0
## 279                    0                         0
## 280                    1                         0
## 281                    1                         1
## 282                    1                         0
## 283                    1                         1
## 284                    1                         1
## 285                    1                         1
## 286                    0                         0
## 287                    0                         0
## 288                    1                         0
## 289                    0                         0
## 290                    0                         0
## 291                    0                         0
## 292                    1                         1
## 293                    1                         1
## 294                    0                         0
## 295                    1                         1
## 297                    1                         0
## 298                    0                         0
## 299                    0                         0
## 300                    0                         1
## 302                    0                         0
## 303                    0                         0
## 304                    1                         0
## 305                    0                         1
## 306                    1                         1
## 307                    0                         0
## 308                    1                         1
## 310                    0                         0
## 311                    0                         0
## 312                    0                         0
## 313                    1                         0
## 315                    0                         0
## 317                    0                         0
## 318                    1                         0
## 319                    0                         0
## 320                    0                         0
## 321                    1                         0
## 322                    0                         0
## 323                    0                         0
## 324                    1                         1
## 325                    0                         0
## 326                    0                         0
## 327                    0                         0
## 329                    0                         0
## 332                    0                         1
## 333                    0                         0
## 334                    0                         0
## 335                    1                         1
## 336                    0                         0
## 337                    0                         0
## 338                    0                         0
## 339                    0                         0
## 340                    0                         0
## 341                    1                         0
## 342                    1                         0
## 343                    0                         0
## 344                    1                         1
## 346                    0                         0
## 347                    0                         0
## 348                    1                         0
## 349                    0                         0
## 350                    1                         0
## 352                    1                         1
## 353                    0                         0
## 354                    0                         0
## 356                    0                         0
## 357                    0                         0
## 358                    0                         0
## 360                    1                         0
## 361                    1                         1
## 362                    0                         0
## 363                    1                         0
## 365                    0                         0
## 367                    0                         0
## 368                    1                         1
## 369                    0                         0
## 370                    0                         0
## 371                    1                         1
## 373                    1                         1
## 374                    0                         0
## 375                    0                         0
## 376                    1                         0
## 377                    1                         1
## 378                    0                         0
## 379                    1                         0
## 380                    1                         0
## 381                    0                         0
## 382                    1                         1
## 383                    0                         0
## 384                    0                         0
## 385                    0                         0
## 387                    0                         0
## 388                    0                         0
## 391                    0                         0
## 392                    0                         0
## 393                    0                         0
## 395                    0                         0
## 396                    0                         0
## 397                    0                         0
## 399                    0                         0
## 400                    1                         1
## 401                    1                         0
## 402                    1                         0
## 403                    0                         0
## 405                    0                         1
## 407                    0                         0
## 408                    0                         1
## 409                    0                         1
## 411                    0                         0
## 412                    0                         0
## 413                    0                         0
## 415                    0                         0
## 416                    1                         0
## 417                    0                         0
## 418                    0                         1
## 419                    1                         0
## 421                    0                         1
## 423                    1                         0
## 426                    1                         0
## 427                    0                         0
## 428                    1                         0
## 429                    0                         0
## 430                    1                         0
## 431                    0                         1
## 432                    0                         0
## 433                    1                         0
## 434                    0                         0
## 435                    0                         0
## 436                    0                         0
## 437                    1                         0
## 438                    0                         0
## 439                    0                         0
## 441                    0                         0
## 442                    1                         0
## 443                    0                         1
## 445                    1                         0
## 447                    1                         1
## 448                    0                         0
## 449                    0                         0
## 450                    1                         0
## 451                    1                         1
## 452                    0                         1
## 453                    0                         0
## 454                    0                         0
## 455                    1                         1
## 456                    0                         0
## 458                    1                         0
## 459                    1                         1
## 460                    0                         0
## 461                    1                         1
## 462                    0                         0
## 464                    0                         0
## 466                    0                         1
## 467                    1                         0
## 469                    1                         1
## 470                    1                         0
## 471                    1                         1
## 473                    0                         1
## 474                    1                         1
## 476                    0                         0
## 477                    0                         0
## 479                    0                         0
## 481                    1                         1
## 482                    0                         0
## 483                    0                         0
## 484                    0                         0
## 485                    0                         0
## 486                    0                         0
## 487                    0                         0
## 488                    0                         0
## 489                    0                         0
## 490                    0                         0
## 491                    0                         0
## 492                    0                         0
## 493                    1                         0
## 494                    1                         1
## 495                    0                         0
## 496                    1                         1
## 497                    1                         0
## 498                    1                         0
## 499                    0                         0
## 500                    1                         0
## 501                    0                         0
## 502                    1                         0
## 504                    0                         0
## 505                    0                         0
## 506                    0                         1
## 507                    0                         0
## 509                    1                         1
## 510                    1                         0
## 511                    0                         0
## 513                    0                         0
## 514                    0                         0
## 516                    1                         1
## 517                    1                         0
## 518                    0                         0
## 519                    1                         0
## 520                    0                         0
## 521                    0                         0
## 522                    1                         0
## 524                    0                         0
## 525                    1                         0
## 526                    0                         0
## 527                    0                         0
## 528                    1                         1
## 529                    0                         0
## 530                    0                         0
## 531                    1                         0
## 532                    0                         0
## 533                    0                         0
## 534                    0                         0
## 535                    0                         0
## 536                    0                         0
## 537                    0                         1
## 538                    0                         0
## 539                    0                         0
## 540                    0                         0
## 541                    0                         1
## 542                    1                         1
## 543                    0                         0
## 544                    0                         0
## 545                    0                         0
## 546                    0                         1
## 547                    0                         0
## 548                    0                         0
## 549                    1                         1
## 552                    1                         0
## 553                    0                         0
## 554                    0                         0
## 555                    0                         0
## 556                    1                         0
## 557                    1                         1
## 558                    1                         0
## 559                    0                         0
## 560                    0                         0
## 561                    0                         1
## 562                    1                         0
## 563                    0                         0
## 564                    1                         0
## 568                    0                         0
## 569                    0                         0
## 570                    0                         0
## 571                    1                         0
## 573                    1                         0
## 574                    0                         0
## 575                    0                         1
## 576                    1                         0
## 577                    0                         0
## 578                    0                         0
## 579                    0                         1
## 580                    1                         1
## 581                    1                         1
## 582                    0                         0
## 584                    0                         1
## 586                    0                         0
## 587                    1                         1
## 589                    1                         0
## 590                    0                         0
## 591                    1                         0
## 592                    1                         0
## 594                    1                         1
## 595                    0                         1
## 596                    1                         1
## 597                    1                         1
## 598                    0                         0
## 599                    0                         0
## 600                    0                         0
## 601                    1                         1
## 602                    0                         0
## 603                    1                         0
## 604                    0                         0
## 605                    1                         0
## 607                    1                         0
## 608                    1                         0
## 609                    1                         0
## 611                    1                         1
## 612                    1                         1
## 613                    0                         0
## 615                    1                         1
## 616                    0                         0
## 617                    0                         0
## 618                    0                         0
## 619                    0                         0
## 620                    0                         0
## 621                    0                         0
## 622                    0                         0
## 623                    1                         1
## 624                    1                         0
## 625                    0                         0
## 627                    1                         0
## 630                    0                         0
## 631                    1                         0
## 634                    0                         0
## 635                    0                         0
## 638                    0                         0
## 639                    0                         0
## 640                    1                         0
## 641                    1                         0
## 642                    0                         0
## 643                    0                         0
## 645                    0                         0
## 648                    1                         0
## 649                    1                         0
## 650                    0                         0
## 651                    0                         1
## 652                    1                         1
## 653                    1                         1
## 654                    1                         0
## 655                    0                         0
## 656                    0                         0
## 657                    1                         0
## 659                    1                         0
## 660                    0                         1
## 661                    1                         1
## 662                    1                         1
## 664                    1                         0
## 665                    0                         1
## 666                    1                         0
## 667                    0                         0
## 668                    1                         1
## 669                    1                         0
## 670                    0                         0
## 672                    0                         1
## 673                    0                         0
## 674                    0                         0
## 675                    0                         0
## 676                    1                         0
## 677                    0                         0
## 678                    1                         1
## 679                    1                         0
## 680                    1                         0
## 681                    0                         0
## 683                    0                         0
## 684                    1                         1
## 685                    0                         0
## 687                    0                         0
## 688                    1                         1
## 689                    1                         0
## 691                    0                         0
## 692                    1                         0
## 693                    0                         0
## 695                    0                         1
## 696                    0                         0
## 697                    0                         0
## 698                    0                         0
## 699                    0                         0
## 700                    0                         0
## 702                    0                         0
## 703                    0                         1
## 704                    1                         1
## 705                    0                         0
## 707                    0                         0
## 708                    0                         0
## 709                    1                         0
## 711                    0                         1
## 712                    0                         0
## 713                    0                         1
## 714                    1                         1
## 715                    0                         0
## 716                    1                         0
## 717                    0                         0
## 718                    0                         0
## 719                    0                         0
## 720                    1                         1
## 721                    1                         0
## 723                    0                         0
## 724                    0                         0
## 725                    0                         1
## 727                    0                         0
## 728                    1                         0
## 730                    0                         0
## 731                    1                         1
## 733                    1                         0
## 734                    1                         0
## 735                    1                         0
## 736                    1                         0
## 737                    1                         0
## 738                    0                         0
## 739                    0                         0
## 740                    0                         1
## 742                    1                         0
## 743                    0                         1
## 745                    0                         0
## 746                    0                         0
## 747                    1                         1
## 748                    1                         1
## 749                    0                         0
## 750                    0                         1
## 751                    0                         0
## 752                    0                         0
## 753                    1                         0
## 755                    1                         0
## 757                    0                         0
## 758                    0                         0
## 759                    1                         1
## 761                    0                         0
## 762                    1                         0
## 763                    1                         1
## 766                    1                         0
## 767                    0                         0
## 768                    1                         1
## 769                    0                         0
## 770                    0                         0
## 771                    1                         1
## 772                    0                         1
## 774                    0                         0
## 775                    1                         1
## 776                    0                         0
## 777                    0                         0
## 779                    0                         0
## 780                    1                         1
## 781                    0                         0
## 782                    0                         0
## 783                    0                         0
## 784                    0                         0
## 785                    1                         0
## 786                    0                         0
## 788                    1                         0
## 789                    1                         0
## 791                    0                         1
## 792                    1                         0
## 793                    1                         0
## 794                    0                         1
## 795                    1                         0
## 796                    0                         0
## 797                    1                         0
## 798                    0                         0
## 799                    0                         0
## 800                    0                         0
## 801                    0                         1
## 803                    0                         0
## 804                    0                         0
## 805                    1                         0
## 806                    0                         0
## 807                    0                         0
## 808                    0                         0
## 809                    0                         0
## 810                    0                         0
## 811                    1                         0
## 812                    1                         0
## 813                    1                         0
## 815                    0                         1
## 816                    0                         0
## 817                    0                         0
## 818                    0                         0
## 819                    0                         0
## 820                    0                         0
## 821                    0                         0
## 822                    0                         0
## 823                    0                         0
## 824                    0                         0
## 826                    1                         1
## 827                    1                         0
## 828                    0                         0
## 830                    1                         0
## 831                    1                         0
## 832                    0                         0
## 833                    0                         0
## 834                    0                         0
## 835                    1                         0
## 837                    0                         0
## 838                    1                         0
## 839                    0                         0
## 840                    0                         0
## 844                    1                         1
## 845                    0                         0
## 848                    1                         0
## 849                    0                         0
## 850                    0                         1
## 852                    0                         0
## 853                    1                         0
## 854                    0                         0
## 855                    1                         0
## 856                    1                         0
## 857                    1                         0
## 859                    1                         0
## 862                    0                         0
## 863                    0                         0
## 864                    0                         1
## 865                    0                         0
## 866                    0                         1
## 867                    1                         0
## 868                    0                         1
## 869                    0                         0
## 870                    0                         0
## 872                    0                         0
## 874                    0                         0
## 875                    1                         0
## 876                    1                         0
## 877                    1                         0
## 878                    0                         0
## 879                    0                         0
## 880                    1                         0
## 881                    1                         0
## 882                    0                         0
## 884                    0                         1
## 885                    0                         0
## 886                    0                         0
## 888                    0                         0
## 889                    1                         0
## 890                    0                         0
## 891                    0                         0
## 892                    1                         0
## 893                    0                         0
## 894                    0                         0
## 895                    0                         0
## 897                    0                         0
## 898                    0                         0
## 900                    1                         0
## 901                    1                         0
## 902                    0                         0
## 903                    1                         0
## 904                    0                         0
## 906                    0                         0
## 907                    1                         1
## 908                    0                         0
## 909                    0                         0
## 910                    1                         0
## 911                    0                         0
## 913                    0                         0
## 914                    0                         0
## 915                    0                         0
## 916                    0                         0
## 917                    0                         0
## 918                    0                         1
## 919                    1                         0
## 920                    1                         1
## 921                    0                         0
## 922                    0                         0
## 923                    1                         0
## 924                    1                         0
## 927                    0                         0
## 928                    1                         0
## 929                    1                         0
## 930                    1                         0
## 931                    1                         0
## 932                    0                         0
## 933                    0                         1
## 934                    0                         0
## 935                    0                         0
## 936                    0                         0
## 937                    1                         1
## 938                    1                         0
## 939                    1                         0
## 941                    1                         0
## 942                    0                         0
## 943                    1                         0
## 944                    0                         1
## 945                    0                         1
## 946                    0                         0
## 949                    1                         0
## 950                    1                         1
## 952                    0                         0
## 953                    1                         0
## 954                    1                         0
## 955                    1                         0
## 956                    1                         0
## 959                    0                         1
## 960                    1                         0
## 961                    1                         0
## 963                    1                         0
## 964                    1                         0
## 965                    1                         1
## 968                    1                         0
## 969                    0                         0
## 970                    1                         0
## 971                    0                         0
## 972                    0                         0
## 974                    0                         0
## 975                    1                         0
## 976                    0                         0
## 977                    0                         0
## 978                    0                         0
## 979                    1                         1
## 980                    0                         0
## 982                    1                         0
## 983                    0                         0
## 984                    1                         0
## 986                    1                         1
## 987                    1                         0
## 988                    1                         0
## 989                    1                         0
## 990                    1                         0
## 991                    1                         0
## 992                    1                         0
## 993                    1                         0
## 994                    0                         0
## 995                    0                         0
## 996                    1                         0
## 997                    1                         0
## 1001                   1                         1
## 1002                   1                         1
## 1003                   0                         0
## 1004                   0                         0
## 1005                   1                         0
## 1006                   0                         0
## 1007                   0                         0
## 1008                   0                         1
## 1010                   0                         0
## 1011                   1                         0
## 1012                   1                         0
## 1013                   1                         0
## 1014                   0                         1
## 1015                   0                         0
## 1016                   0                         0
## 1017                   0                         1
## 1018                   1                         0
## 1019                   1                         1
## 1020                   0                         0
## 1023                   0                         0
## 1024                   0                         0
## 1025                   1                         0
## 1026                   0                         0
## 1027                   0                         1
## 1028                   0                         0
## 1029                   1                         0
## 1031                   1                         0
## 1033                   1                         1
## 1034                   0                         0
## 1035                   1                         0
## 1037                   0                         0
## 1038                   1                         0
## 1040                   1                         0
## 1042                   1                         0
## 1043                   0                         0
## 1045                   0                         1
## 1046                   0                         1
## 1047                   1                         1
## 1048                   0                         0
## 1049                   0                         0
## 1051                   1                         0
## 1053                   1                         1
## 1054                   0                         0
## 1055                   0                         1
## 1057                   0                         0
## 1059                   0                         0
## 1060                   1                         0
## 1061                   1                         0
## 1062                   1                         1
## 1066                   0                         0
## 1067                   1                         1
## 1069                   0                         0
## 1070                   1                         0
## 1072                   1                         1
## 1073                   0                         0
## 1074                   0                         0
## 1075                   0                         0
## 1076                   0                         0
## 1077                   0                         0
## 1078                   0                         0
## 1079                   0                         0
## 1080                   0                         0
## 1081                   1                         0
## 1082                   0                         0
## 1083                   1                         0
## 1084                   1                         0
## 1085                   0                         0
## 1086                   0                         0
## 1087                   1                         0
## 1088                   0                         0
## 1089                   1                         0
## 1090                   1                         0
## 1092                   0                         0
## 1093                   1                         0
## 1094                   0                         0
## 1095                   1                         0
## 1097                   0                         0
## 1099                   0                         1
## 1100                   0                         0
## 1101                   0                         1
## 1102                   0                         0
## 1103                   1                         0
## 1104                   1                         0
## 1105                   1                         0
## 1106                   0                         1
## 1107                   1                         0
## 1108                   0                         0
## 1109                   1                         1
## 1110                   0                         0
## 1111                   0                         0
## 1112                   0                         0
## 1113                   0                         0
## 1115                   0                         0
## 1116                   1                         0
## 1117                   1                         0
## 1118                   0                         0
## 1119                   0                         0
## 1121                   0                         0
## 1122                   0                         0
## 1123                   1                         1
## 1124                   0                         1
## 1125                   0                         0
## 1126                   0                         0
## 1127                   0                         0
## 1128                   0                         0
## 1130                   1                         1
## 1131                   1                         0
## 1132                   0                         0
## 1133                   1                         0
## 1134                   1                         1
## 1135                   0                         0
## 1136                   1                         1
## 1138                   0                         1
## 1139                   0                         0
## 1140                   1                         0
## 1141                   0                         0
## 1142                   0                         0
## 1143                   1                         1
## 1146                   0                         1
## 1147                   0                         0
## 1148                   1                         0
## 1149                   1                         1
## 1151                   0                         0
## 1152                   1                         0
## 1153                   1                         1
## 1154                   0                         0
## 1155                   0                         0
## 1157                   0                         0
## 1158                   0                         1
## 1159                   0                         0
## 1160                   0                         0
## 1161                   0                         0
## 1162                   1                         0
## 1163                   0                         0
## 1164                   0                         0
## 1165                   1                         1
## 1167                   0                         0
## 1168                   0                         0
## 1169                   0                         0
## 1170                   0                         0
## 1172                   0                         0
## 1174                   1                         1
## 1175                   0                         0
## 1176                   0                         0
## 1177                   0                         0
## 1178                   0                         0
## 1180                   0                         0
## 1181                   0                         1
## 1182                   0                         0
## 1183                   0                         0
## 1184                   1                         0
## 1185                   0                         0
## 1187                   0                         0
## 1188                   0                         0
## 1189                   0                         0
## 1190                   1                         1
## 1191                   1                         0
## 1192                   0                         0
## 1193                   1                         0
## 1194                   0                         0
## 1196                   1                         0
## 1197                   0                         0
## 1198                   0                         0
## 1199                   0                         0
## 1200                   1                         1
## 1201                   1                         0
## 1205                   0                         0
## 1206                   0                         0
## 1207                   0                         0
## 1208                   0                         0
## 1211                   0                         0
## 1212                   0                         0
## 1213                   1                         0
## 1214                   0                         0
## 1215                   0                         0
## 1217                   1                         0
## 1220                   0                         0
## 1221                   0                         1
## 1222                   0                         0
## 1223                   1                         0
## 1224                   1                         0
## 1229                   1                         0
## 1230                   1                         0
## 1231                   0                         0
## 1232                   0                         1
## 1233                   0                         0
## 1235                   0                         0
## 1236                   0                         0
## 1237                   0                         1
## 1238                   0                         1
## 1239                   1                         0
## 1240                   1                         0
## 1242                   0                         0
## 1243                   0                         0
## 1244                   1                         0
## 1245                   1                         0
## 1246                   1                         1
## 1248                   1                         0
## 1250                   0                         0
## 1251                   1                         0
## 1252                   0                         0
## 1253                   0                         0
## 1255                   1                         1
## 1256                   1                         0
## 1257                   0                         1
## 1258                   0                         0
## 1259                   0                         0
## 1260                   0                         0
## 1261                   0                         0
## 1262                   1                         0
## 1263                   0                         0
## 1264                   0                         0
## 1265                   0                         0
## 1266                   1                         0
## 1267                   1                         0
## 1268                   0                         0
## 1269                   1                         1
## 1270                   0                         0
## 1273                   0                         0
## 1274                   0                         0
## 1275                   1                         0
## 1276                   0                         0
## 1277                   0                         0
## 1279                   0                         1
## 1280                   0                         0
## 1281                   1                         1
## 1283                   1                         0
## 1284                   0                         0
## 1285                   1                         1
## 1286                   1                         0
## 1287                   1                         0
## 1288                   1                         0
## 1289                   1                         0
## 1290                   0                         0
## 1291                   1                         0
## 1292                   0                         0
## 1294                   1                         0
## 1296                   0                         0
## 1297                   0                         0
## 1298                   0                         0
## 1299                   0                         1
## 1300                   1                         0
## 1301                   0                         0
## 1302                   0                         0
## 1304                   0                         1
## 1306                   0                         0
## 1307                   0                         0
## 1308                   0                         0
## 1309                   0                         0
## 1310                   0                         0
## 1311                   0                         0
## 1312                   1                         0
## 1313                   0                         1
## 1314                   1                         1
## 1315                   0                         0
## 1317                   1                         1
## 1318                   0                         0
## 1319                   0                         0
## 1320                   0                         0
## 1321                   1                         1
## 1322                   0                         0
## 1323                   0                         0
## 1324                   0                         0
## 1325                   1                         0
## 1326                   1                         0
## 1327                   0                         0
## 1328                   0                         1
## 1329                   1                         0
## 1330                   0                         1
## 1331                   0                         0
## 1332                   0                         1
## 1334                   1                         0
## 1335                   1                         1
## 1337                   0                         0
## 1338                   1                         1
## 1339                   0                         0
## 1340                   1                         1
## 1342                   0                         0
## 1343                   0                         1
## 1344                   0                         0
## 1345                   0                         0
## 1346                   1                         1
## 1347                   0                         0
## 1348                   1                         0
## 1349                   0                         0
## 1350                   0                         0
## 1353                   0                         0
## 1354                   1                         1
## 1355                   0                         0
## 1358                   0                         0
## 1359                   1                         0
## 1360                   1                         0
## 1362                   0                         0
## 1363                   0                         0
## 1364                   1                         0
## 1365                   0                         1
## 1366                   0                         0
## 1367                   0                         0
## 1369                   1                         1
## 1370                   0                         1
## 1371                   0                         0
## 1372                   0                         1
## 1373                   1                         0
## 1374                   0                         0
## 1375                   0                         0
## 1376                   0                         0
## 1378                   1                         1
## 1380                   0                         0
## 1381                   0                         0
## 1384                   0                         0
## 1385                   0                         0
## 1386                   1                         0
## 1387                   0                         0
## 1388                   1                         0
## 1389                   1                         1
## 1390                   0                         0
## 1392                   0                         0
## 1393                   0                         0
## 1394                   0                         0
## 1395                   1                         1
## 1396                   1                         1
## 1397                   0                         0
## 1401                   1                         0
## 1402                   0                         0
## 1403                   0                         1
## 1404                   0                         0
## 1406                   0                         0
## 1407                   0                         0
## 1408                   0                         0
## 1409                   1                         0
## 1410                   1                         0
## 1411                   0                         0
## 1412                   0                         0
## 1413                   0                         0
## 1414                   0                         0
## 1416                   0                         0
## 1417                   0                         0
## 1418                   0                         0
## 1419                   0                         0
## 1420                   1                         1
## 1421                   0                         0
## 1422                   0                         0
## 1423                   1                         0
## 1424                   0                         0
## 1425                   1                         1
## 1426                   1                         0
## 1427                   0                         0
## 1428                   1                         0
## 1429                   0                         1
## 1430                   0                         1
## 1431                   0                         0
## 1432                   0                         0
## 1434                   0                         1
## 1435                   0                         0
## 1436                   1                         0
## 1437                   0                         0
## 1438                   1                         0
## 1439                   0                         1
## 1440                   0                         0
## 1442                   0                         0
## 1443                   1                         0
## 1444                   1                         0
## 1445                   1                         0
## 1446                   0                         1
## 1447                   1                         1
## 1448                   0                         0
## 1449                   0                         0
## 1450                   0                         1
## 1451                   0                         0
## 1452                   0                         0
## 1454                   1                         0
## 1455                   0                         0
## 1456                   0                         0
## 1457                   1                         0
## 1459                   1                         0
## 1460                   1                         1
## 1461                   1                         0
## 1462                   0                         0
## 1463                   0                         1
## 1464                   0                         0
## 1465                   1                         0
## 1466                   1                         1
## 1468                   0                         0
## 1469                   0                         0
## 1470                   0                         0
## 1471                   1                         0
## 1473                   0                         0
## 1474                   0                         0
## 1475                   0                         0
## 1477                   0                         0
## 1479                   0                         0
## 1480                   0                         0
## 1481                   0                         0
## 1482                   0                         0
## 1484                   1                         1
## 1485                   0                         1
## 1486                   0                         0
## 1488                   0                         0
## 1489                   0                         0
## 1490                   0                         1
## 1491                   1                         0
## 1493                   0                         0
## 1494                   1                         0
## 1495                   0                         0
## 1496                   0                         0
## 1497                   1                         1
## 1498                   0                         0
## 1499                   0                         0
## 1500                   0                         0
## 1501                   0                         0
## 1502                   0                         0
## 1503                   1                         0
## 1504                   0                         0
## 1505                   0                         0
## 1506                   1                         0
## 1507                   0                         0
## 1508                   0                         0
## 1509                   0                         1
## 1511                   0                         0
## 1513                   0                         0
## 1514                   1                         0
## 1515                   0                         0
## 1516                   0                         1
## 1517                   1                         0
## 1519                   1                         1
## 1520                   0                         0
## 1521                   1                         1
## 1522                   1                         0
## 1524                   0                         0
## 1525                   1                         0
## 1526                   1                         0
## 1527                   0                         0
## 1528                   1                         0
## 1529                   1                         0
## 1530                   1                         0
## 1532                   0                         0
## 1533                   0                         0
## 1534                   1                         0
## 1535                   1                         0
## 1536                   0                         0
## 1538                   0                         0
## 1539                   1                         0
## 1540                   0                         1
## 1541                   0                         0
## 1543                   0                         0
## 1544                   1                         0
## 1545                   0                         1
## 1546                   0                         0
## 1547                   1                         1
## 1548                   1                         0
## 1549                   0                         0
## 1551                   0                         0
## 1553                   0                         0
## 1555                   1                         1
## 1557                   0                         0
## 1559                   1                         0
## 1560                   0                         0
## 1561                   0                         0
## 1562                   0                         0
## 1563                   0                         0
## 1564                   0                         0
## 1565                   1                         0
## 1567                   1                         1
## 1568                   1                         0
## 1569                   0                         0
## 1571                   1                         0
## 1572                   0                         0
## 1573                   1                         0
## 1574                   0                         1
## 1575                   0                         0
## 1576                   1                         0
## 1577                   0                         1
## 1578                   1                         0
## 1579                   0                         0
## 1581                   1                         0
## 1582                   0                         0
## 1583                   1                         0
## 1584                   0                         0
## 1585                   0                         0
## 1586                   1                         0
## 1587                   1                         0
## 1588                   0                         0
## 1589                   1                         1
## 1590                   1                         0
## 1591                   0                         0
## 1592                   0                         0
## 1593                   0                         0
## 1594                   1                         0
## 1595                   0                         0
## 1596                   0                         0
## 1597                   0                         0
## 1598                   0                         0
## 1599                   0                         0
## 1600                   1                         0
## 1602                   0                         0
## 1603                   0                         0
## 1606                   1                         0
## 1607                   0                         0
## 1608                   1                         0
## 1611                   0                         0
## 1614                   0                         0
## 1615                   0                         0
## 1617                   0                         0
## 1618                   1                         1
## 1619                   0                         0
## 1620                   0                         0
## 1621                   0                         0
## 1622                   1                         0
## 1623                   0                         1
## 1624                   0                         0
## 1625                   1                         0
## 1626                   0                         0
## 1628                   0                         0
## 1630                   1                         0
## 1632                   1                         0
## 1633                   1                         0
## 1634                   0                         0
## 1635                   0                         0
## 1638                   1                         1
## 1639                   0                         0
## 1640                   0                         1
## 1641                   0                         0
## 1643                   0                         0
## 1644                   0                         0
## 1645                   0                         1
## 1646                   1                         1
## 1647                   0                         0
## 1648                   1                         1
## 1649                   1                         1
## 1650                   1                         1
## 1651                   1                         1
## 1652                   1                         0
## 1653                   0                         0
## 1654                   1                         0
## 1655                   1                         0
## 1658                   0                         0
## 1659                   0                         0
## 1662                   1                         1
## 1663                   0                         0
## 1664                   0                         0
## 1665                   0                         0
## 1666                   0                         1
## 1667                   0                         0
## 1669                   0                         0
## 1670                   1                         1
## 1671                   0                         0
## 1672                   0                         0
## 1673                   1                         1
## 1674                   0                         0
## 1675                   0                         1
## 1676                   0                         1
## 1677                   1                         0
## 1678                   0                         0
## 1679                   1                         0
## 1680                   1                         1
## 1681                   0                         0
## 1682                   0                         0
## 1683                   1                         1
## 1684                   1                         1
## 1685                   1                         1
## 1686                   0                         0
## 1687                   1                         0
## 1688                   0                         0
## 1689                   1                         0
## 1690                   0                         0
## 1691                   0                         0
## 1694                   0                         0
## 1695                   0                         1
## 1696                   1                         0
## 1697                   0                         0
## 1699                   0                         0
## 1700                   0                         0
## 1703                   1                         0
## 1704                   0                         0
## 1706                   0                         0
## 1707                   0                         0
## 1708                   0                         0
## 1709                   1                         0
## 1710                   1                         0
## 1711                   1                         1
## 1713                   1                         0
## 1714                   1                         0
## 1716                   0                         0
## 1717                   0                         0
## 1718                   0                         0
## 1719                   1                         1
## 1720                   1                         0
## 1721                   0                         0
## 1722                   1                         0
## 1723                   0                         0
## 1724                   1                         0
## 1726                   0                         0
## 1727                   0                         0
## 1728                   1                         0
## 1729                   1                         1
## 1730                   0                         0
## 1731                   1                         0
## 1733                   0                         1
## 1734                   0                         0
## 1735                   0                         0
## 1736                   0                         0
## 1737                   0                         0
## 1738                   0                         0
## 1739                   1                         0
## 1740                   0                         0
## 1741                   0                         0
## 1742                   0                         0
## 1744                   1                         0
## 1746                   0                         0
## 1747                   0                         0
## 1748                   1                         0
## 1749                   0                         0
## 1750                   0                         0
## 1751                   0                         0
## 1752                   1                         0
## 1753                   0                         0
## 1754                   1                         0
## 1756                   1                         0
## 1757                   0                         0
## 1758                   0                         0
## 1760                   1                         1
## 1761                   0                         0
## 1762                   0                         1
## 1764                   1                         0
## 1765                   0                         0
## 1767                   0                         0
## 1768                   1                         0
## 1771                   0                         0
## 1772                   0                         0
## 1773                   0                         0
## 1774                   1                         0
## 1775                   0                         0
## 1776                   1                         0
## 1777                   0                         0
## 1779                   0                         0
## 1780                   1                         1
## 1781                   0                         0
## 1782                   0                         0
## 1783                   0                         0
## 1784                   0                         0
## 1785                   1                         0
## 1786                   1                         0
## 1787                   0                         1
## 1788                   0                         0
## 1789                   1                         0
## 1791                   1                         1
## 1792                   0                         0
## 1793                   1                         0
## 1795                   0                         0
## 1796                   0                         0
## 1797                   0                         1
## 1798                   1                         1
## 1802                   1                         0
## 1803                   1                         0
## 1804                   0                         0
## 1807                   0                         1
## 1808                   0                         0
## 1810                   1                         1
## 1811                   1                         0
## 1812                   1                         1
## 1813                   1                         0
## 1814                   1                         0
## 1815                   1                         0
## 1816                   1                         1
## 1818                   0                         0
## 1819                   0                         0
## 1822                   0                         0
## 1823                   0                         0
## 1825                   0                         0
## 1826                   1                         1
## 1827                   0                         1
## 1830                   1                         0
## 1831                   0                         0
## 1832                   0                         0
## 1834                   0                         0
## 1835                   0                         0
## 1836                   1                         0
## 1837                   1                         0
## 1838                   0                         0
## 1842                   1                         1
## 1844                   1                         1
## 1845                   0                         0
## 1847                   0                         0
## 1848                   1                         0
## 1849                   1                         0
## 1850                   0                         0
## 1851                   0                         1
## 1853                   1                         0
## 1854                   0                         0
## 1855                   0                         0
## 1857                   1                         1
## 1858                   0                         0
## 1860                   1                         1
## 1861                   0                         0
## 1862                   0                         0
## 1863                   1                         0
## 1864                   0                         0
## 1865                   1                         0
## 1866                   0                         1
## 1867                   0                         0
## 1868                   1                         0
## 1869                   0                         0
## 1870                   1                         0
## 1871                   0                         0
## 1873                   1                         0
## 1876                   0                         0
## 1877                   0                         0
## 1878                   0                         1
## 1879                   0                         0
## 1880                   1                         0
## 1883                   1                         0
## 1884                   1                         0
## 1885                   0                         1
## 1886                   0                         0
## 1887                   1                         1
## 1888                   0                         0
## 1890                   0                         0
## 1892                   1                         0
## 1893                   0                         0
## 1894                   1                         0
## 1895                   0                         0
## 1896                   1                         1
## 1897                   1                         0
## 1898                   0                         0
## 1899                   0                         0
## 1900                   0                         0
## 1901                   0                         1
## 1902                   1                         0
## 1903                   0                         0
## 1904                   1                         0
## 1905                   1                         1
## 1906                   0                         0
## 1907                   1                         0
## 1909                   0                         0
## 1910                   1                         0
## 1911                   0                         0
## 1912                   0                         0
## 1913                   1                         0
## 1914                   1                         0
## 1915                   1                         1
## 1917                   0                         0
## 1918                   1                         0
## 1919                   1                         0
## 1921                   0                         0
## 1923                   0                         0
## 1924                   0                         1
## 1926                   0                         0
## 1927                   0                         0
## 1928                   1                         1
## 1930                   0                         0
## 1931                   0                         0
## 1932                   0                         0
## 1933                   1                         1
## 1934                   1                         1
## 1935                   0                         1
## 1936                   1                         0
## 1938                   1                         0
## 1939                   0                         0
## 1940                   1                         1
## 1941                   1                         0
## 1942                   0                         0
## 1943                   0                         0
## 1944                   1                         0
## 1945                   1                         0
## 1946                   0                         0
## 1947                   1                         0
## 1948                   0                         0
## 1949                   0                         0
## 1950                   0                         0
## 1951                   0                         0
## 1952                   0                         0
## 1953                   1                         0
## 1954                   0                         0
## 1956                   1                         0
## 1957                   0                         0
## 1958                   0                         0
## 1959                   1                         0
## 1960                   0                         1
## 1961                   0                         0
## 1962                   1                         0
## 1963                   0                         0
## 1964                   0                         1
## 1965                   1                         0
## 1966                   0                         0
## 1967                   0                         0
## 1970                   0                         0
## 1971                   1                         1
## 1972                   0                         0
## 1973                   0                         0
## 1974                   1                         1
## 1975                   0                         0
## 1976                   0                         0
## 1977                   0                         0
## 1978                   1                         1
## 1979                   1                         1
## 1981                   1                         1
## 1983                   0                         0
## 1984                   0                         0
## 1985                   0                         0
## 1987                   1                         0
## 1990                   1                         1
## 1991                   0                         0
## 1992                   1                         1
## 1994                   1                         0
## 1995                   0                         0
## 1996                   1                         0
## 1997                   1                         1
## 1998                   1                         0
## 1999                   0                         0
## 2000                   0                         1
## 2001                   1                         1
## 2002                   1                         0
## 2004                   0                         1
## 2006                   0                         0
## 2007                   1                         0
## 2008                   0                         0
## 2010                   1                         0
## 2011                   1                         1
## 2013                   1                         0
## 2015                   1                         0
## 2016                   0                         1
## 2017                   1                         1
## 2018                   0                         0
## 2020                   1                         0
## 2021                   0                         0
## 2022                   1                         0
## 2023                   1                         1
## 2024                   1                         1
## 2025                   0                         0
## 2026                   1                         0
## 2027                   1                         1
## 2028                   1                         0
## 2030                   0                         0
## 2032                   1                         0
## 2033                   0                         1
## 2034                   0                         0
## 2035                   0                         0
## 2036                   1                         0
## 2037                   1                         1
## 2039                   1                         0
## 2040                   1                         1
## 2041                   0                         0
## 2042                   1                         1
## 2043                   0                         0
## 2044                   0                         0
## 2045                   0                         0
## 2046                   0                         0
## 2047                   1                         1
## 2048                   0                         0
## 2049                   0                         0
## 2050                   0                         0
## 2051                   0                         0
## 2052                   1                         0
## 2053                   0                         0
## 2054                   1                         0
## 2055                   0                         0
## 2057                   1                         0
## 2058                   0                         0
## 2059                   0                         0
## 2060                   1                         0
## 2062                   0                         1
## 2063                   0                         0
## 2065                   0                         0
## 2066                   0                         0
## 2067                   1                         0
## 2069                   1                         1
## 2070                   0                         0
## 2071                   0                         0
## 2072                   1                         0
## 2074                   0                         1
## 2076                   0                         0
## 2077                   0                         0
## 2078                   1                         1
## 2080                   1                         0
## 2081                   0                         0
## 2082                   1                         0
## 2083                   0                         0
## 2084                   1                         0
## 2085                   1                         0
## 2088                   1                         0
## 2090                   1                         1
## 2093                   0                         0
## 2094                   1                         1
## 2096                   1                         0
## 2098                   0                         0
## 2099                   0                         0
## 2101                   1                         0
## 2102                   1                         0
## 2103                   0                         0
## 2105                   1                         0
## 2107                   1                         1
## 2108                   1                         0
## 2109                   0                         0
## 2111                   0                         0
## 2113                   1                         0
## 2115                   0                         0
## 2116                   1                         1
## 2118                   0                         1
## 2120                   0                         0
## 2122                   1                         1
## 2123                   0                         0
## 2124                   0                         0
## 2125                   0                         0
## 2126                   0                         0
## 2128                   1                         1
## 2132                   0                         0
## 2133                   0                         0
## 2136                   1                         0
## 2137                   1                         0
## 2139                   1                         0
## 2140                   0                         1
## 2141                   1                         0
## 2142                   0                         0
## 2143                   1                         0
## 2144                   1                         1
## 2146                   0                         0
## 2147                   0                         0
## 2148                   0                         0
## 2149                   0                         0
## 2150                   1                         1
## 2151                   0                         0
## 2153                   0                         0
## 2154                   0                         0
## 2155                   1                         0
## 2156                   0                         0
## 2157                   0                         0
## 2159                   0                         0
## 2160                   0                         0
## 2162                   0                         0
## 2163                   0                         0
## 2164                   0                         1
## 2165                   1                         1
## 2166                   0                         0
## 2168                   1                         0
## 2169                   1                         0
## 2172                   0                         0
## 2174                   1                         0
## 2175                   1                         0
## 2176                   0                         0
## 2179                   0                         0
## 2180                   0                         0
## 2181                   1                         0
## 2182                   1                         0
## 2183                   0                         0
## 2184                   0                         0
## 2185                   1                         0
## 2186                   1                         0
## 2187                   0                         0
## 2190                   0                         0
## 2191                   1                         1
## 2192                   1                         1
## 2193                   1                         0
## 2194                   0                         1
## 2195                   1                         1
## 2196                   1                         0
## 2197                   1                         0
## 2198                   0                         1
## 2199                   0                         0
## 2200                   0                         0
## 2201                   0                         0
## 2202                   0                         0
## 2203                   0                         0
## 2205                   0                         0
## 2206                   1                         0
## 2209                   1                         0
## 2211                   0                         0
## 2212                   0                         0
## 2213                   1                         0
## 2214                   0                         0
## 2215                   1                         0
## 2216                   0                         0
## 2217                   1                         0
## 2218                   0                         0
## 2219                   0                         0
## 2221                   0                         0
## 2222                   1                         1
## 2223                   0                         0
## 2224                   0                         0
## 2225                   1                         0
## 2226                   1                         1
## 2227                   0                         0
## 2228                   1                         0
## 2229                   0                         1
## 2230                   1                         1
## 2231                   0                         0
## 2233                   0                         0
## 2234                   0                         0
## 2235                   1                         0
## 2236                   0                         0
## 2237                   0                         0
## 2238                   1                         0
## 2239                   0                         0
## 2240                   0                         1
## 2242                   0                         0
## 2243                   1                         0
## 2244                   0                         0
## 2246                   1                         0
## 2248                   1                         0
## 2250                   0                         0
## 2251                   1                         1
## 2252                   1                         0
## 2253                   1                         0
## 2255                   1                         1
## 2256                   1                         0
## 2257                   0                         0
## 2258                   0                         0
## 2259                   0                         0
## 2260                   0                         0
## 2261                   0                         1
## 2262                   0                         0
## 2264                   0                         0
## 2265                   1                         1
## 2266                   0                         0
## 2268                   0                         0
## 2269                   1                         0
## 2270                   0                         0
## 2272                   1                         0
## 2274                   0                         0
## 2275                   0                         0
## 2276                   0                         0
## 2277                   0                         0
## 2278                   0                         0
## 2280                   1                         1
## 2282                   0                         0
## 2284                   0                         1
## 2286                   0                         0
## 2287                   0                         0
## 2288                   1                         0
## 2289                   1                         0
## 2290                   0                         0
## 2291                   0                         0
## 2292                   1                         0
## 2293                   1                         0
## 2294                   0                         0
## 2295                   1                         0
## 2296                   0                         0
## 2297                   0                         0
## 2298                   0                         1
## 2300                   0                         0
## 2301                   0                         0
## 2303                   0                         1
## 2304                   0                         0
## 2307                   0                         0
## 2308                   1                         1
## 2309                   0                         0
## 2310                   0                         0
## 2311                   0                         0
## 2312                   1                         1
## 2313                   1                         1
## 2315                   1                         0
## 2316                   0                         0
## 2318                   1                         0
## 2319                   0                         0
## 2320                   0                         0
## 2321                   0                         0
## 2322                   1                         0
## 2323                   0                         0
## 2324                   1                         0
## 2325                   1                         0
## 2326                   1                         0
## 2327                   0                         1
## 2328                   0                         0
## 2329                   1                         0
## 2330                   0                         0
## 2331                   0                         1
## 2332                   0                         0
## 2333                   0                         0
## 2334                   1                         0
## 2335                   0                         0
## 2336                   1                         0
## 2338                   1                         0
## 2339                   0                         1
## 2340                   1                         1
## 2341                   0                         0
## 2342                   0                         0
## 2343                   1                         1
## 2344                   1                         0
## 2345                   1                         0
## 2346                   0                         0
## 2347                   1                         0
## 2348                   0                         0
## 2349                   0                         0
## 2350                   1                         1
## 2351                   0                         0
## 2352                   0                         0
## 2354                   1                         0
## 2355                   0                         0
## 2356                   1                         0
## 2357                   1                         1
## 2358                   0                         0
## 2359                   0                         0
## 2360                   0                         0
## 2361                   1                         0
## 2362                   0                         0
## 2363                   0                         0
## 2364                   0                         0
## 2365                   1                         0
## 2366                   0                         0
## 2367                   0                         0
## 2368                   1                         0
## 2371                   0                         0
## 2372                   0                         0
## 2373                   0                         0
## 2374                   0                         0
## 2375                   1                         0
## 2376                   0                         0
## 2377                   1                         1
## 2378                   1                         0
## 2381                   1                         1
## 2382                   1                         1
## 2383                   1                         0
## 2387                   0                         0
## 2388                   0                         0
## 2389                   0                         1
## 2390                   0                         0
## 2391                   0                         0
## 2392                   1                         0
## 2393                   0                         0
## 2395                   0                         0
## 2396                   1                         0
## 2397                   0                         0
## 2398                   1                         1
## 2399                   0                         0
## 2401                   0                         0
## 2402                   0                         0
## 2404                   1                         1
## 2405                   0                         0
## 2406                   1                         0
## 2407                   0                         0
## 2408                   1                         1
## 2410                   0                         0
## 2411                   0                         0
## 2412                   0                         0
## 2413                   1                         0
## 2414                   0                         0
## 2415                   1                         0
## 2416                   1                         0
## 2418                   0                         0
## 2420                   0                         0
## 2421                   0                         0
## 2422                   0                         0
## 2424                   0                         0
## 2425                   0                         0
## 2426                   0                         1
## 2427                   0                         1
## 2428                   1                         0
## 2430                   1                         1
## 2432                   0                         0
## 2433                   1                         0
## 2434                   0                         0
## 2435                   1                         0
## 2436                   0                         0
## 2437                   1                         1
## 2438                   0                         0
## 2439                   1                         0
## 2440                   0                         0
## 2441                   1                         1
## 2442                   0                         0
## 2443                   0                         0
## 2444                   0                         0
## 2445                   0                         0
## 2447                   1                         0
## 2449                   0                         0
## 2450                   1                         0
## 2451                   0                         0
## 2452                   1                         1
## 2453                   0                         0
## 2454                   0                         0
## 2455                   0                         0
## 2456                   1                         1
## 2457                   1                         0
## 2458                   0                         0
## 2459                   0                         0
## 2460                   0                         0
## 2461                   0                         0
## 2462                   1                         1
## 2463                   0                         0
## 2464                   0                         0
## 2465                   1                         1
## 2466                   0                         0
## 2467                   0                         0
## 2468                   1                         0
## 2470                   0                         0
## 2471                   1                         1
## 2472                   0                         1
## 2473                   0                         1
## 2474                   1                         1
## 2475                   0                         0
## 2478                   0                         0
## 2479                   0                         0
## 2481                   0                         0
## 2482                   0                         0
## 2484                   0                         0
## 2485                   0                         0
## 2486                   1                         1
## 2487                   1                         0
## 2491                   0                         0
## 2492                   1                         0
## 2494                   0                         0
## 2495                   1                         1
## 2496                   1                         0
## 2497                   1                         0
## 2499                   1                         0
## 2500                   0                         0
## 2501                   0                         0
## 2502                   1                         0
## 2503                   0                         0
## 2504                   0                         0
## 2505                   0                         0
## 2506                   0                         1
## 2507                   1                         0
## 2508                   0                         0
## 2509                   1                         1
## 2510                   0                         0
## 2511                   0                         0
## 2512                   0                         0
## 2513                   0                         0
## 2514                   0                         0
## 2515                   0                         0
## 2516                   1                         1
## 2517                   0                         0
## 2518                   0                         1
## 2519                   1                         0
## 2521                   0                         0
## 2522                   1                         1
## 2523                   0                         0
## 2524                   0                         0
## 2525                   1                         0
## 2526                   0                         0
## 2527                   0                         0
## 2528                   0                         0
## 2529                   1                         0
## 2530                   0                         0
## 2531                   0                         0
## 2532                   1                         0
## 2533                   1                         0
## 2534                   0                         0
## 2535                   1                         0
## 2536                   0                         0
## 2537                   0                         0
## 2538                   0                         1
## 2539                   1                         1
## 2540                   1                         0
## 2541                   0                         0
## 2543                   1                         1
## 2544                   0                         0
## 2545                   1                         1
## 2546                   1                         1
## 2547                   1                         0
## 2548                   1                         0
## 2549                   1                         0
## 2550                   0                         1
## 2552                   0                         1
## 2553                   1                         1
## 2554                   1                         1
## 2555                   0                         0
## 2556                   0                         0
## 2557                   0                         0
## 2558                   1                         0
## 2559                   1                         1
## 2562                   1                         0
## 2563                   0                         0
## 2564                   1                         1
## 2565                   1                         0
## 2566                   0                         0
## 2567                   0                         0
## 2568                   1                         0
## 2569                   0                         1
## 2571                   1                         0
## 2572                   0                         0
## 2573                   0                         0
## 2574                   0                         0
## 2575                   1                         0
## 2576                   0                         0
## 2579                   1                         0
## 2580                   0                         0
## 2581                   1                         1
## 2582                   1                         1
## 2583                   1                         0
## 2584                   1                         0
## 2585                   0                         0
## 2587                   0                         0
## 2588                   1                         1
## 2589                   1                         0
## 2591                   0                         0
## 2592                   0                         0
## 2594                   0                         0
## 2595                   0                         0
## 2597                   0                         0
## 2599                   0                         0
## 2600                   1                         0
## 2601                   0                         1
## 2602                   1                         0
## 2603                   0                         0
## 2604                   0                         0
## 2605                   0                         0
## 2607                   0                         0
## 2608                   1                         0
## 2609                   0                         1
## 2610                   0                         0
## 2612                   0                         0
## 2614                   1                         0
## 2615                   0                         0
## 2616                   0                         0
## 2617                   0                         0
## 2620                   0                         1
## 2621                   0                         0
## 2622                   1                         0
## 2623                   1                         0
## 2624                   0                         1
## 2625                   1                         0
## 2627                   0                         0
## 2628                   0                         1
## 2631                   1                         1
## 2633                   1                         0
## 2634                   0                         0
## 2635                   0                         0
## 2636                   0                         0
## 2637                   1                         0
## 2638                   0                         0
## 2639                   0                         0
## 2640                   0                         0
## 2642                   0                         0
## 2644                   0                         0
## 2645                   1                         0
## 2646                   0                         0
## 2647                   0                         0
## 2648                   1                         1
## 2649                   1                         0
## 2650                   0                         0
## 2651                   1                         1
## 2652                   1                         0
## 2653                   0                         0
## 2654                   1                         1
## 2656                   0                         0
## 2657                   0                         1
## 2658                   0                         0
## 2659                   0                         0
## 2661                   0                         0
## 2663                   1                         0
## 2665                   0                         0
## 2666                   0                         1
## 2667                   1                         0
## 2668                   1                         0
## 2669                   0                         0
## 2671                   1                         1
## 2672                   1                         1
## 2674                   1                         1
## 2675                   0                         0
## 2676                   1                         0
## 2677                   1                         0
## 2678                   1                         1
## 2679                   0                         1
## 2682                   0                         0
## 2683                   1                         0
## 2685                   0                         0
## 2686                   0                         0
## 2687                   0                         0
## 2689                   1                         0
## 2690                   1                         0
## 2691                   0                         0
## 2692                   1                         1
## 2693                   1                         0
## 2694                   1                         1
## 2695                   0                         0
## 2696                   1                         0
## 2697                   1                         0
## 2699                   0                         1
## 2700                   1                         0
## 2701                   1                         0
## 2702                   1                         0
## 2703                   0                         0
## 2704                   0                         0
## 2705                   0                         0
## 2706                   1                         0
## 2709                   0                         1
## 2710                   0                         0
## 2711                   0                         0
## 2713                   1                         0
## 2714                   0                         0
## 2715                   0                         0
## 2716                   1                         0
## 2717                   0                         0
## 2718                   1                         1
## 2719                   1                         0
## 2720                   1                         0
## 2721                   1                         0
## 2722                   1                         1
## 2723                   0                         0
## 2726                   0                         0
## 2727                   1                         0
## 2728                   1                         0
## 2729                   0                         1
## 2730                   1                         1
## 2731                   0                         0
## 2732                   1                         0
## 2733                   0                         0
## 2735                   1                         0
## 2736                   1                         1
## 2738                   1                         0
## 2739                   0                         0
## 2740                   0                         0
## 2741                   0                         0
## 2742                   1                         1
## 2743                   0                         1
## 2744                   0                         0
## 2745                   1                         0
## 2746                   0                         1
## 2747                   0                         1
## 2748                   1                         0
## 2749                   1                         1
## 2750                   1                         1
## 2751                   1                         0
## 2754                   1                         1
## 2755                   1                         0
## 2756                   0                         0
## 2757                   0                         0
## 2758                   1                         0
## 2759                   1                         0
## 2761                   0                         0
## 2762                   0                         0
## 2763                   0                         0
## 2764                   1                         1
## 2766                   0                         0
## 2767                   0                         1
## 2768                   1                         0
## 2770                   1                         1
## 2773                   1                         0
## 2774                   0                         1
## 2775                   0                         0
## 2776                   1                         1
## 2777                   0                         0
## 2778                   0                         0
## 2779                   0                         0
## 2781                   1                         0
## 2782                   1                         1
## 2783                   1                         1
## 2784                   0                         0
## 2785                   0                         0
## 2786                   0                         0
## 2787                   0                         0
## 2789                   0                         0
## 2790                   1                         0
## 2791                   0                         0
## 2792                   0                         0
## 2794                   0                         0
## 2795                   1                         0
## 2796                   1                         1
## 2797                   0                         0
## 2798                   0                         0
## 2799                   0                         0
## 2800                   1                         0
## 2801                   1                         0
## 2802                   0                         0
## 2803                   1                         1
## 2806                   0                         0
## 2808                   0                         0
## 2809                   1                         1
## 2810                   1                         0
## 2812                   0                         0
## 2813                   1                         0
## 2814                   1                         0
## 2815                   1                         0
## 2816                   1                         0
## 2818                   1                         0
## 2819                   0                         0
## 2820                   1                         1
## 2821                   0                         0
## 2822                   1                         0
## 2823                   0                         1
## 2824                   1                         1
## 2825                   0                         0
## 2826                   1                         0
## 2828                   1                         0
## 2829                   0                         0
## 2831                   0                         0
## 2832                   1                         0
## 2835                   1                         0
## 2836                   1                         1
## 2837                   1                         0
## 2839                   1                         1
## 2840                   0                         0
## 2841                   0                         0
## 2842                   0                         1
## 2843                   1                         0
## 2844                   0                         0
## 2845                   1                         1
## 2846                   0                         0
## 2847                   0                         1
## 2848                   0                         0
## 2849                   0                         0
## 2850                   0                         0
## 2851                   1                         1
## 2852                   0                         0
## 2854                   0                         1
## 2855                   0                         0
## 2856                   0                         0
## 2858                   0                         0
## 2859                   1                         1
## 2862                   0                         0
## 2864                   0                         0
## 2865                   0                         0
## 2866                   1                         0
## 2867                   0                         0
## 2868                   1                         0
## 2869                   0                         0
## 2870                   1                         0
## 2871                   0                         0
## 2872                   0                         0
## 2874                   0                         0
## 2875                   0                         0
## 2876                   0                         0
## 2877                   0                         0
## 2878                   0                         0
## 2879                   1                         1
## 2881                   0                         0
## 2882                   0                         0
## 2883                   0                         1
## 2884                   0                         0
## 2885                   1                         1
## 2886                   1                         0
## 2887                   0                         0
## 2888                   1                         1
## 2889                   1                         0
## 2890                   0                         0
## 2893                   1                         0
## 2894                   0                         1
## 2895                   1                         0
## 2896                   0                         0
## 2897                   0                         0
## 2901                   1                         0
## 2902                   0                         1
## 2903                   0                         1
## 2904                   0                         0
## 2905                   1                         0
## 2906                   0                         0
## 2907                   1                         0
## 2908                   0                         0
## 2909                   1                         0
## 2910                   0                         0
## 2911                   0                         0
## 2912                   0                         0
## 2914                   0                         1
## 2916                   1                         1
## 2918                   0                         1
## 2920                   0                         0
## 2921                   1                         1
## 2922                   0                         0
## 2923                   0                         0
## 2925                   1                         1
## 2926                   1                         1
## 2928                   0                         0
## 2929                   0                         0
## 2930                   1                         0
## 2931                   0                         0
## 2932                   0                         1
## 2933                   0                         0
## 2935                   0                         1
## 2936                   0                         0
## 2937                   0                         0
## 2938                   1                         0
## 2939                   0                         1
## 2941                   1                         0
## 2944                   0                         0
## 2946                   0                         0
## 2947                   0                         1
## 2948                   0                         0
## 2949                   0                         0
## 2950                   1                         1
## 2952                   0                         0
## 2954                   1                         0
## 2955                   1                         0
## 2957                   0                         1
## 2959                   0                         0
## 2960                   0                         0
## 2962                   0                         0
## 2963                   1                         0
## 2964                   1                         0
## 2965                   1                         0
## 2966                   0                         1
## 2968                   0                         0
## 2969                   0                         0
## 2970                   0                         0
## 2971                   1                         1
## 2972                   0                         0
## 2973                   0                         1
## 2974                   0                         0
## 2975                   0                         0
## 2978                   0                         0
## 2979                   1                         0
## 2980                   1                         1
## 2981                   0                         1
## 2982                   0                         0
## 2983                   1                         1
## 2985                   0                         1
## 2986                   0                         1
## 2988                   1                         1
## 2990                   0                         0
## 2992                   0                         1
## 2993                   0                         0
## 2994                   0                         0
## 2995                   1                         1
## 2996                   0                         0
## 2997                   1                         1
## 2998                   1                         0
## 2999                   0                         0
## 3001                   0                         1
## 3002                   0                         0
## 3003                   0                         0
## 3004                   1                         1
## 3006                   0                         1
## 3007                   1                         1
## 3009                   0                         0
## 3010                   0                         0
## 3011                   0                         0
## 3013                   0                         1
## 3014                   1                         0
## 3017                   1                         1
## 3018                   1                         1
## 3020                   1                         1
## 3021                   1                         1
## 3024                   0                         1
## 3026                   0                         0
## 3027                   0                         0
## 3028                   1                         0
## 3029                   0                         0
## 3030                   1                         0
## 3031                   0                         0
## 3034                   0                         0
## 3036                   0                         0
## 3037                   0                         0
## 3039                   0                         0
## 3040                   0                         1
## 3043                   1                         0
## 3044                   1                         0
## 3045                   1                         0
## 3047                   1                         0
## 3048                   0                         1
## 3050                   0                         0
## 3051                   1                         0
## 3052                   0                         0
## 3053                   1                         0
## 3054                   0                         1
## 3055                   0                         1
## 3056                   0                         0
## 3057                   0                         0
## 3058                   1                         1
## 3059                   0                         0
## 3060                   0                         0
## 3061                   0                         1
## 3062                   0                         1
## 3064                   0                         0
## 3065                   0                         1
## 3067                   0                         1
## 3068                   0                         0
## 3069                   0                         0
## 3070                   0                         0
## 3072                   1                         0
## 3075                   0                         0
## 3076                   1                         1
## 3077                   1                         0
## 3078                   1                         0
## 3081                   0                         0
## 3082                   0                         0
## 3083                   0                         0
## 3085                   0                         0
## 3086                   0                         1
## 3087                   1                         0
## 3089                   0                         0
## 3091                   1                         0
## 3092                   0                         0
## 3093                   1                         1
## 3094                   0                         1
## 3095                   1                         1
## 3097                   0                         0
## 3098                   1                         0
## 3099                   0                         0
## 3100                   0                         0
## 3101                   1                         0
## 3102                   1                         0
## 3103                   0                         0
## 3104                   0                         0
## 3105                   0                         0
## 3106                   1                         1
## 3107                   0                         0
## 3108                   0                         0
## 3109                   0                         0
## 3110                   1                         0
## 3112                   1                         0
## 3113                   0                         0
## 3114                   1                         0
## 3115                   0                         0
## 3116                   0                         0
## 3117                   1                         0
## 3118                   1                         0
## 3119                   0                         0
## 3120                   1                         0
## 3121                   1                         1
## 3122                   1                         0
## 3124                   1                         0
## 3125                   0                         0
## 3126                   1                         0
## 3128                   0                         1
## 3129                   0                         0
## 3130                   1                         0
## 3131                   0                         0
## 3132                   0                         0
## 3133                   0                         0
## 3134                   0                         0
## 3135                   1                         0
## 3136                   1                         0
## 3137                   0                         0
## 3138                   1                         1
## 3139                   0                         0
## 3140                   1                         1
## 3141                   0                         0
## 3142                   0                         1
## 3143                   1                         0
## 3145                   1                         1
## 3147                   1                         1
## 3148                   0                         0
## 3149                   1                         0
## 3150                   1                         0
## 3151                   1                         1
## 3153                   1                         1
## 3155                   0                         0
## 3156                   1                         0
## 3157                   1                         1
## 3158                   1                         1
## 3159                   1                         0
## 3160                   0                         0
## 3161                   1                         1
## 3162                   1                         0
## 3163                   0                         1
## 3164                   0                         1
## 3165                   0                         0
## 3166                   1                         0
## 3167                   0                         0
## 3168                   0                         0
## 3169                   1                         1
## 3170                   0                         0
## 3171                   1                         0
## 3172                   1                         1
## 3173                   1                         1
## 3174                   1                         0
## 3178                   0                         0
## 3179                   0                         1
## 3180                   0                         0
## 3182                   1                         0
## 3183                   0                         0
## 3184                   0                         0
## 3185                   1                         1
## 3186                   1                         0
## 3187                   0                         0
## 3188                   0                         0
## 3189                   1                         1
## 3190                   1                         0
## 3192                   1                         1
## 3194                   0                         0
## 3196                   0                         0
## 3197                   0                         1
## 3198                   0                         0
## 3200                   0                         0
## 3201                   0                         0
## 3202                   1                         1
## 3203                   0                         0
## 3205                   0                         0
## 3206                   1                         1
## 3207                   1                         0
## 3209                   1                         0
## 3210                   0                         0
## 3211                   0                         0
## 3212                   1                         1
## 3213                   0                         1
## 3215                   1                         1
## 3217                   0                         0
## 3218                   1                         0
## 3219                   1                         0
## 3220                   0                         0
## 3221                   0                         0
## 3222                   1                         1
## 3223                   0                         1
## 3224                   0                         0
## 3225                   0                         0
## 3226                   1                         1
## 3227                   1                         1
## 3228                   1                         1
## 3229                   0                         0
## 3230                   1                         1
## 3231                   1                         0
## 3232                   1                         0
## 3234                   1                         0
## 3235                   0                         1
## 3236                   1                         0
## 3237                   1                         1
## 3239                   0                         0
## 3241                   1                         0
## 3243                   0                         0
## 3244                   0                         0
## 3245                   0                         1
## 3247                   0                         0
## 3249                   0                         0
## 3250                   0                         0
## 3251                   0                         0
## 3252                   1                         0
## 3253                   0                         1
## 3254                   0                         0
## 3255                   1                         0
## 3256                   0                         0
## 3257                   0                         0
## 3258                   1                         0
## 3259                   1                         0
## 3260                   0                         0
## 3261                   0                         0
## 3262                   1                         0
## 3263                   1                         1
## 3265                   1                         0
## 3267                   0                         0
## 3268                   0                         0
## 3269                   1                         0
## 3270                   0                         0
## 3271                   1                         1
## 3272                   0                         0
## 3273                   1                         1
## 3274                   0                         0
## 3276                   1                         0
## 3277                   0                         0
## 3278                   1                         0
## 3279                   0                         0
## 3282                   0                         0
## 3283                   0                         0
## 3284                   1                         1
## 3285                   0                         0
## 3286                   1                         1
## 3287                   1                         0
## 3290                   0                         1
## 3291                   1                         0
## 3292                   0                         0
## 3295                   0                         0
## 3297                   0                         0
## 3298                   0                         0
## 3299                   1                         0
## 3300                   0                         0
## 3302                   0                         0
## 3304                   1                         1
## 3306                   1                         0
## 3308                   1                         1
## 3310                   1                         0
## 3311                   0                         0
## 3312                   1                         0
## 3314                   1                         1
## 3316                   0                         0
## 3318                   0                         0
## 3319                   1                         1
## 3320                   1                         0
## 3321                   0                         0
## 3322                   0                         0
## 3323                   1                         0
## 3324                   0                         0
## 3325                   0                         1
## 3326                   0                         0
## 3328                   1                         0
## 3330                   1                         0
## 3331                   1                         1
## 3332                   0                         0
## 3334                   1                         0
## 3335                   0                         0
## 3336                   1                         1
## 3337                   1                         0
## 3338                   1                         0
## 3339                   0                         1
## 3340                   0                         0
## 3341                   0                         0
## 3342                   1                         1
## 3343                   0                         0
## 3344                   0                         0
## 3345                   0                         1
## 3347                   0                         1
## 3348                   0                         0
## 3349                   1                         0
## 3350                   1                         0
## 3351                   1                         1
## 3355                   0                         0
## 3356                   1                         0
## 3357                   0                         0
## 3359                   0                         0
## 3360                   1                         1
## 3361                   0                         0
## 3362                   0                         1
## 3363                   0                         0
## 3365                   0                         0
## 3366                   0                         1
## 3367                   0                         0
## 3368                   0                         1
## 3369                   1                         1
## 3370                   1                         0
## 3371                   0                         1
## 3372                   1                         0
## 3376                   0                         0
## 3379                   0                         0
## 3380                   0                         0
## 3381                   0                         0
## 3382                   1                         1
## 3383                   0                         1
## 3385                   1                         0
## 3387                   0                         1
## 3388                   0                         0
## 3389                   1                         0
## 3390                   1                         0
## 3391                   1                         0
## 3392                   0                         0
## 3393                   0                         0
## 3394                   0                         0
## 3396                   0                         0
## 3397                   0                         0
## 3398                   1                         0
## 3401                   1                         1
## 3403                   1                         0
## 3404                   0                         0
## 3406                   0                         0
## 3407                   1                         1
## 3408                   0                         0
## 3409                   1                         1
## 3410                   0                         0
## 3411                   0                         1
## 3412                   1                         0
## 3414                   0                         1
## 3415                   0                         0
## 3416                   0                         0
## 3417                   0                         0
## 3418                   1                         1
## 3419                   0                         0
## 3420                   0                         0
## 3421                   0                         0
## 3422                   0                         0
## 3424                   1                         0
## 3425                   1                         0
## 3426                   0                         0
## 3427                   0                         0
## 3428                   0                         0
## 3430                   0                         0
## 3431                   0                         0
## 3432                   0                         0
## 3433                   0                         0
## 3434                   0                         0
## 3435                   0                         0
## 3437                   0                         0
## 3438                   0                         0
## 3439                   1                         1
## 3440                   0                         0
## 3441                   0                         0
## 3443                   1                         0
## 3444                   0                         0
## 3447                   0                         1
## 3448                   0                         0
## 3449                   0                         1
## 3450                   0                         0
## 3451                   0                         1
## 3452                   0                         1
## 3453                   0                         0
## 3454                   0                         1
## 3455                   0                         0
## 3456                   1                         0
## 3457                   0                         1
## 3459                   0                         0
## 3460                   0                         0
## 3461                   0                         0
## 3462                   0                         0
## 3463                   1                         1
## 3464                   0                         0
## 3465                   0                         0
## 3466                   1                         1
## 3467                   1                         0
## 3468                   0                         0
## 3469                   0                         0
## 3470                   1                         1
## 3471                   0                         0
## 3472                   0                         0
## 3473                   0                         0
## 3474                   0                         1
## 3476                   1                         0
## 3480                   0                         0
## 3481                   1                         0
## 3483                   1                         1
## 3484                   0                         0
## 3485                   0                         0
## 3486                   0                         0
## 3487                   1                         1
## 3488                   0                         0
## 3489                   0                         0
## 3490                   0                         0
## 3491                   1                         0
## 3492                   0                         0
## 3493                   0                         0
## 3494                   1                         1
## 3495                   0                         0
## 3496                   0                         1
## 3497                   0                         0
## 3499                   1                         0
## 3501                   0                         0
## 3502                   1                         1
## 3503                   0                         0
## 3505                   0                         0
## 3506                   1                         1
## 3507                   1                         0
## 3508                   1                         0
## 3509                   0                         0
## 3510                   0                         0
## 3512                   0                         0
## 3513                   1                         1
## 3514                   0                         0
## 3515                   1                         1
## 3516                   1                         0
## 3517                   1                         0
## 3518                   1                         0
## 3519                   0                         0
## 3520                   0                         0
## 3521                   1                         0
## 3522                   0                         0
## 3523                   0                         1
## 3524                   0                         0
## 3525                   0                         1
## 3526                   1                         0
## 3527                   0                         0
## 3528                   0                         1
## 3529                   0                         0
## 3530                   0                         0
## 3531                   0                         1
## 3532                   1                         1
## 3533                   1                         0
## 3534                   0                         1
## 3537                   0                         0
## 3538                   1                         0
## 3540                   0                         0
## 3542                   1                         0
## 3543                   1                         0
## 3545                   0                         0
## 3546                   0                         0
## 3547                   0                         0
## 3549                   0                         0
## 3550                   0                         0
## 3551                   1                         1
## 3552                   0                         0
## 3553                   1                         0
## 3554                   1                         0
## 3555                   1                         1
## 3556                   0                         0
## 3557                   0                         0
## 3559                   1                         0
## 3560                   0                         0
## 3561                   0                         0
## 3562                   0                         0
## 3563                   0                         0
## 3567                   0                         0
## 3569                   0                         1
## 3572                   0                         1
## 3573                   1                         1
## 3574                   0                         0
## 3577                   0                         0
## 3578                   1                         1
## 3580                   1                         1
## 3581                   1                         1
## 3582                   0                         0
## 3583                   0                         0
## 3584                   1                         0
## 3585                   0                         0
## 3586                   0                         0
## 3588                   0                         1
## 3589                   1                         0
## 3590                   0                         0
## 3591                   1                         0
## 3592                   0                         0
## 3593                   1                         0
## 3594                   1                         1
## 3595                   0                         0
## 3596                   1                         0
## 3597                   0                         0
## 3598                   1                         1
## 3599                   1                         0
## 3600                   0                         0
## 3602                   1                         1
## 3604                   0                         0
## 3605                   0                         0
## 3606                   0                         0
## 3607                   0                         0
## 3608                   0                         0
## 3609                   1                         0
## 3610                   1                         0
## 3611                   1                         0
## 3613                   1                         0
## 3614                   1                         0
## 3615                   0                         0
## 3617                   1                         0
## 3618                   0                         0
## 3619                   0                         0
## 3620                   1                         0
## 3622                   1                         1
## 3623                   0                         1
## 3624                   0                         1
## 3626                   0                         0
## 3627                   0                         1
## 3628                   0                         0
## 3629                   1                         0
## 3630                   1                         0
## 3631                   1                         0
## 3633                   1                         0
## 3634                   0                         0
## 3636                   0                         0
## 3637                   0                         0
## 3638                   1                         0
## 3640                   1                         1
## 3641                   1                         0
## 3643                   0                         0
## 3644                   1                         0
## 3645                   0                         1
## 3647                   1                         0
## 3649                   1                         0
## 3651                   1                         1
## 3652                   0                         0
## 3655                   0                         0
## 3656                   1                         0
## 3658                   0                         1
## 3659                   0                         1
## 3661                   0                         0
## 3662                   0                         0
## 3663                   0                         0
## 3664                   0                         0
## 3665                   1                         0
## 3666                   0                         0
## 3667                   0                         0
## 3668                   0                         0
## 3669                   1                         0
## 3670                   1                         1
## 3671                   1                         0
## 3672                   1                         1
## 3673                   1                         0
## 3674                   0                         1
## 3675                   1                         1
## 3676                   0                         0
## 3677                   0                         0
## 3678                   1                         0
## 3679                   0                         0
## 3680                   0                         0
## 3681                   0                         1
## 3682                   1                         0
## 3684                   0                         0
## 3685                   0                         0
## 3686                   1                         0
## 3687                   0                         0
## 3689                   0                         0
## 3690                   0                         0
## 3691                   0                         0
## 3693                   0                         0
## 3694                   1                         0
## 3695                   0                         0
## 3698                   1                         1
## 3699                   0                         0
## 3700                   1                         0
## 3701                   0                         1
## 3704                   1                         1
## 3706                   0                         0
## 3707                   1                         0
## 3708                   0                         0
## 3709                   0                         0
## 3710                   0                         0
## 3711                   0                         0
## 3712                   1                         0
## 3713                   0                         0
## 3714                   1                         0
## 3715                   1                         0
## 3716                   1                         1
## 3718                   1                         1
## 3719                   1                         0
## 3721                   0                         0
## 3722                   0                         0
## 3723                   0                         0
## 3724                   0                         0
## 3726                   0                         0
## 3731                   0                         0
## 3732                   0                         1
## 3733                   1                         0
## 3734                   1                         0
## 3736                   0                         0
## 3738                   1                         0
## 3739                   1                         0
## 3740                   0                         0
## 3742                   0                         1
## 3743                   1                         0
## 3744                   0                         0
## 3745                   0                         0
## 3746                   0                         0
## 3748                   1                         1
## 3749                   1                         1
## 3750                   0                         0
## 3751                   0                         1
## 3753                   1                         0
## 3754                   0                         0
## 3755                   0                         0
## 3757                   0                         0
## 3760                   1                         1
## 3761                   0                         0
## 3762                   0                         0
## 3763                   0                         0
## 3764                   0                         0
## 3766                   0                         0
## 3767                   0                         0
## 3768                   1                         1
## 3770                   0                         0
## 3771                   0                         1
## 3773                   1                         0
## 3775                   0                         0
## 3776                   1                         1
## 3777                   0                         0
## 3778                   0                         0
## 3780                   0                         0
## 3781                   0                         0
## 3782                   0                         0
## 3784                   1                         1
## 3785                   1                         0
## 3786                   0                         0
## 3787                   0                         0
## 3788                   1                         1
## 3789                   0                         1
## 3790                   0                         0
## 3791                   0                         0
## 3792                   0                         0
## 3793                   0                         0
## 3794                   1                         0
## 3795                   0                         0
## 3796                   0                         0
## 3797                   1                         1
## 3799                   1                         0
## 3800                   0                         0
## 3802                   0                         0
## 3803                   1                         1
## 3804                   1                         0
## 3807                   0                         0
## 3808                   0                         0
## 3810                   0                         0
## 3811                   0                         0
## 3812                   1                         1
## 3813                   0                         0
## 3814                   0                         0
## 3815                   0                         0
## 3816                   0                         0
## 3817                   0                         1
## 3818                   1                         0
## 3819                   0                         1
## 3820                   1                         1
## 3821                   1                         1
## 3822                   1                         0
## 3823                   0                         0
## 3824                   0                         0
## 3825                   0                         0
## 3826                   0                         0
## 3827                   1                         0
## 3829                   1                         1
## 3830                   1                         0
## 3831                   0                         0
## 3832                   0                         0
## 3833                   1                         1
## 3835                   0                         0
## 3836                   1                         0
## 3837                   1                         1
## 3838                   0                         0
## 3839                   0                         0
## 3841                   0                         0
## 3842                   1                         1
## 3843                   0                         0
## 3845                   0                         1
## 3846                   0                         0
## 3850                   0                         0
## 3851                   1                         0
## 3852                   0                         0
## 3853                   0                         0
## 3854                   0                         0
## 3855                   0                         0
## 3856                   1                         1
## 3858                   0                         0
## 3859                   1                         1
## 3860                   1                         1
## 3861                   0                         0
## 3862                   0                         0
## 3863                   0                         0
## 3864                   0                         0
## 3865                   0                         0
## 3866                   1                         0
## 3867                   1                         0
## 3869                   0                         0
## 3870                   0                         0
## 3872                   0                         0
## 3874                   0                         0
## 3875                   1                         0
## 3876                   0                         0
## 3877                   0                         0
## 3879                   0                         0
## 3880                   0                         0
## 3881                   1                         0
## 3883                   1                         0
## 3887                   0                         1
## 3888                   1                         1
## 3889                   1                         0
## 3894                   1                         1
## 3895                   0                         0
## 3896                   1                         1
## 3897                   0                         1
## 3898                   1                         1
## 3899                   1                         0
## 3900                   1                         0
## 3901                   1                         1
## 3902                   0                         0
## 3903                   1                         0
## 3904                   0                         0
## 3905                   1                         0
## 3906                   1                         0
## 3907                   1                         0
## 3908                   1                         1
## 3909                   0                         0
## 3910                   1                         1
## 3911                   1                         0
## 3913                   0                         0
## 3914                   0                         0
## 3915                   1                         1
## 3916                   0                         0
## 3917                   0                         1
## 3919                   1                         1
## 3920                   1                         1
## 3921                   0                         0
## 3923                   0                         0
## 3924                   0                         0
## 3925                   0                         1
## 3926                   0                         0
## 3927                   1                         0
## 3928                   1                         1
## 3930                   0                         0
## 3931                   0                         0
## 3932                   1                         1
## 3933                   1                         0
## 3934                   0                         0
## 3935                   0                         0
## 3940                   1                         1
## 3942                   1                         0
## 3944                   0                         0
## 3945                   1                         1
## 3946                   0                         0
## 3947                   1                         0
## 3948                   0                         0
## 3949                   0                         0
## 3952                   0                         0
## 3953                   0                         0
## 3954                   1                         0
## 3955                   0                         1
## 3956                   0                         0
## 3958                   1                         0
## 3959                   0                         0
## 3960                   0                         0
## 3961                   1                         1
## 3962                   1                         0
## 3963                   0                         0
## 3964                   1                         0
## 3966                   0                         0
## 3967                   0                         0
## 3968                   1                         1
## 3969                   0                         0
## 3970                   0                         0
## 3971                   0                         0
## 3972                   1                         1
## 3974                   0                         0
## 3975                   1                         0
## 3976                   1                         1
## 3977                   0                         0
## 3978                   1                         0
## 3979                   0                         0
## 3980                   1                         1
## 3981                   0                         0
## 3982                   0                         0
## 3983                   0                         0
## 3985                   0                         0
## 3987                   1                         0
## 3988                   0                         0
## 3989                   0                         0
## 3990                   1                         1
## 3991                   0                         0
## 3993                   0                         0
## 3995                   0                         0
## 3996                   0                         0
## 3997                   1                         1
## 3998                   0                         0
## 4000                   0                         0
## 4001                   1                         0
## 4002                   0                         0
## 4003                   0                         0
## 4006                   1                         0
## 4007                   0                         1
## 4009                   1                         1
## 4010                   1                         1
## 4011                   1                         1
## 4012                   1                         0
## 4013                   0                         0
## 4014                   0                         0
## 4015                   0                         1
## 4016                   1                         1
## 4017                   1                         0
## 4018                   1                         0
## 4019                   0                         0
## 4021                   0                         0
## 4022                   1                         0
## 4023                   1                         0
## 4025                   0                         0
## 4026                   0                         0
## 4027                   1                         1
## 4028                   1                         0
## 4029                   0                         0
## 4030                   0                         1
## 4031                   1                         1
## 4032                   1                         1
## 4034                   1                         1
## 4036                   0                         0
## 4037                   0                         0
## 4039                   0                         0
## 4040                   0                         1
## 4041                   0                         0
## 4042                   1                         1
## 4043                   1                         0
## 4044                   0                         0
## 4045                   0                         0
## 4046                   0                         0
## 4047                   1                         0
## 4048                   0                         0
## 4049                   1                         0
## 4050                   0                         0
## 4051                   1                         1
## 4052                   0                         0
## 4053                   1                         1
## 4055                   1                         0
## 4056                   1                         0
## 4057                   0                         0
## 4058                   1                         0
## 4059                   1                         1
## 4060                   0                         0
## 4061                   0                         0
## 4064                   0                         0
## 4065                   0                         0
## 4066                   0                         0
## 4067                   0                         0
## 4068                   0                         0
## 4070                   0                         0
## 4071                   0                         0
## 4072                   0                         0
## 4073                   0                         0
## 4075                   0                         0
## 4076                   1                         0
## 4077                   0                         0
## 4078                   1                         0
## 4079                   0                         0
## 4080                   1                         0
## 4081                   0                         1
## 4082                   1                         0
## 4083                   0                         0
## 4084                   1                         1
## 4085                   0                         0
## 4087                   0                         0
## 4088                   1                         0
## 4089                   0                         1
## 4090                   0                         0
## 4092                   0                         1
## 4094                   1                         0
## 4095                   0                         0
## 4096                   1                         0
## 4097                   0                         0
## 4098                   0                         0
## 4099                   1                         0
## 4100                   0                         0
## 4101                   0                         0
## 4103                   0                         0
## 4106                   0                         0
## 4108                   1                         1
## 4109                   1                         0
## 4110                   1                         0
## 4111                   1                         0
## 4113                   0                         1
## 4114                   1                         0
## 4116                   1                         0
## 4118                   0                         0
## 4119                   0                         0
## 4121                   0                         1
## 4122                   0                         0
## 4123                   0                         1
## 4125                   0                         1
## 4126                   0                         0
## 4127                   1                         0
## 4128                   0                         0
## 4129                   0                         0
## 4131                   0                         0
## 4132                   0                         0
## 4134                   1                         0
## 4136                   1                         0
## 4138                   1                         1
## 4139                   1                         0
## 4140                   0                         0
## 4141                   1                         0
## 4142                   1                         0
## 4146                   1                         0
## 4147                   1                         1
## 4148                   0                         0
## 4149                   0                         0
## 4151                   1                         0
## 4152                   1                         1
## 4154                   1                         0
## 4156                   1                         0
## 4157                   1                         0
## 4158                   1                         0
## 4161                   1                         0
## 4162                   0                         1
## 4163                   0                         0
## 4165                   0                         1
## 4166                   1                         1
## 4167                   0                         0
## 4168                   1                         0
## 4169                   1                         1
## 4171                   1                         1
## 4172                   0                         1
## 4173                   0                         0
## 4174                   1                         0
## 4175                   0                         0
## 4176                   1                         0
## 4177                   1                         1
## 4180                   0                         0
## 4181                   1                         0
## 4182                   0                         0
## 4183                   1                         0
## 4184                   0                         0
## 4186                   1                         0
## 4187                   1                         0
## 4188                   0                         0
## 4189                   0                         0
## 4190                   1                         1
## 4191                   0                         0
## 4192                   1                         1
## 4193                   0                         0
## 4194                   1                         0
## 4195                   1                         0
## 4197                   1                         1
## 4199                   1                         0
## 4200                   0                         0
## 4201                   0                         1
## 4202                   0                         0
## 4204                   0                         0
## 4205                   0                         0
## 4206                   1                         0
## 4207                   0                         0
## 4209                   0                         0
## 4213                   1                         0
## 4215                   1                         0
## 4216                   1                         0
## 4217                   0                         1
## 4218                   1                         1
## 4219                   1                         1
## 4220                   0                         0
## 4221                   1                         0
## 4222                   0                         0
## 4223                   0                         0
## 4225                   1                         0
## 4226                   0                         1
## 4228                   1                         1
## 4229                   1                         0
## 4230                   1                         0
## 4231                   0                         0
## 4232                   1                         1
## 4234                   0                         0
## 4235                   1                         1
## 4237                   0                         0
## 4238                   1                         0
## 4239                   1                         1
## 4240                   0                         0
## 4241                   0                         0
## 4242                   1                         0
## 4243                   0                         1
## 4244                   1                         0
## 4245                   0                         1
## 4246                   0                         1
## 4248                   0                         0
## 4249                   0                         1
## 4250                   0                         0
## 4251                   1                         0
## 4252                   0                         1
## 4254                   1                         0
## 4256                   1                         0
## 4258                   0                         0
## 4259                   0                         0
## 4260                   1                         0
## 4261                   0                         0
## 4262                   0                         0
## 4263                   1                         0
## 4264                   0                         0
## 4265                   1                         1
## 4266                   0                         0
## 4267                   0                         0
## 4268                   1                         0
## 4269                   0                         1
## 4270                   0                         1
## 4271                   0                         1
## 4273                   0                         0
## 4275                   0                         1
## 4276                   1                         0
## 4277                   0                         0
## 4279                   1                         0
## 4281                   0                         0
## 4282                   1                         0
## 4283                   1                         1
## 4284                   1                         0
## 4286                   0                         0
## 4288                   0                         0
## 4289                   0                         0
## 4290                   1                         0
## 4291                   1                         1
## 4292                   1                         1
## 4293                   0                         0
## 4294                   1                         0
## 4295                   0                         1
## 4296                   1                         1
## 4297                   1                         1
## 4298                   1                         0
## 4299                   0                         1
## 4301                   0                         0
## 4302                   1                         0
## 4304                   0                         0
## 4305                   0                         0
## 4306                   1                         0
## 4307                   0                         1
## 4308                   0                         0
## 4309                   1                         0
## 4310                   1                         1
## 4311                   0                         0
## 4312                   0                         0
## 4314                   1                         0
## 4317                   1                         0
## 4318                   1                         0
## 4319                   1                         0
## 4320                   0                         0
## 4321                   0                         1
## 4322                   0                         0
## 4324                   0                         0
## 4325                   1                         0
## 4326                   1                         0
## 4327                   0                         0
## 4328                   1                         0
## 4329                   0                         0
## 4330                   0                         0
## 4331                   0                         0
## 4333                   1                         0
## 4335                   0                         0
## 4337                   0                         0
## 4338                   0                         0
## 4339                   0                         0
## 4341                   0                         1
## 4343                   0                         0
## 4344                   0                         0
## 4345                   1                         1
## 4346                   0                         0
## 4347                   0                         0
## 4348                   0                         0
## 4349                   1                         0
## 4350                   1                         1
## 4351                   1                         0
## 4355                   0                         0
## 4356                   1                         0
## 4357                   0                         0
## 4358                   0                         0
## 4359                   1                         0
## 4360                   0                         0
## 4361                   1                         0
## 4362                   0                         0
## 4363                   1                         0
## 4364                   1                         1
## 4365                   1                         0
## 4367                   1                         1
## 4368                   0                         0
## 4369                   0                         0
## 4370                   0                         0
## 4371                   0                         0
## 4373                   0                         0
## 4374                   0                         0
## 4376                   1                         0
## 4378                   0                         1
## 4382                   0                         0
## 4383                   0                         1
## 4386                   0                         0
## 4387                   1                         0
## 4388                   0                         0
## 4389                   0                         0
## 4390                   0                         0
## 4391                   1                         0
## 4392                   0                         0
## 4393                   0                         0
## 4395                   0                         0
## 4396                   1                         0
## 4397                   0                         0
## 4398                   0                         0
## 4399                   0                         0
## 4401                   0                         0
## 4402                   1                         0
## 4403                   0                         0
## 4405                   1                         0
## 4406                   0                         0
## 4407                   1                         1
## 4408                   0                         0
## 4409                   0                         0
## 4410                   0                         1
## 4411                   1                         0
## 4412                   1                         0
## 4413                   1                         0
## 4414                   1                         1
## 4415                   0                         0
## 4416                   0                         0
## 4417                   1                         0
## 4418                   1                         1
## 4419                   0                         0
## 4420                   1                         0
## 4421                   1                         0
## 4422                   1                         0
## 4423                   1                         0
## 4424                   0                         0
## 4425                   0                         1
## 4426                   0                         0
## 4427                   1                         0
## 4428                   0                         0
## 4429                   0                         0
## 4431                   0                         1
## 4432                   0                         0
## 4433                   0                         0
## 4434                   1                         0
## 4435                   0                         0
## 4436                   1                         1
## 4437                   1                         1
## 4438                   1                         0
## 4439                   0                         0
## 4440                   0                         0
## 4441                   0                         0
## 4442                   1                         0
## 4443                   0                         0
## 4446                   0                         0
## 4447                   1                         1
## 4448                   0                         1
## 4449                   0                         0
## 4450                   1                         0
## 4452                   0                         0
## 4453                   1                         0
## 4454                   0                         0
## 4455                   0                         0
## 4456                   0                         0
## 4457                   1                         0
## 4458                   0                         0
## 4459                   0                         0
## 4461                   0                         0
## 4464                   0                         0
## 4465                   1                         0
## 4466                   0                         0
## 4469                   1                         1
## 4470                   0                         0
## 4471                   0                         0
## 4472                   1                         0
## 4473                   0                         1
## 4475                   0                         0
## 4476                   1                         0
## 4478                   1                         0
## 4479                   1                         1
## 4480                   1                         0
## 4483                   0                         0
## 4484                   0                         0
## 4485                   0                         0
## 4486                   1                         0
## 4489                   1                         0
## 4490                   0                         0
## 4492                   0                         0
## 4493                   1                         0
## 4494                   1                         0
## 4495                   0                         0
## 4496                   0                         0
## 4498                   0                         1
## 4500                   1                         0
## 4501                   1                         1
## 4502                   1                         0
## 4503                   1                         0
## 4504                   1                         0
## 4506                   1                         0
## 4507                   0                         0
## 4508                   0                         0
## 4510                   0                         0
## 4511                   0                         0
## 4512                   0                         0
## 4513                   1                         0
## 4514                   1                         0
## 4515                   1                         0
## 4516                   1                         0
## 4517                   0                         0
## 4518                   0                         0
## 4521                   0                         0
## 4523                   1                         1
## 4525                   0                         0
## 4526                   0                         0
## 4527                   1                         0
## 4528                   0                         0
## 4531                   1                         0
## 4532                   0                         0
## 4533                   1                         0
## 4534                   1                         1
## 4535                   1                         1
## 4536                   1                         0
## 4538                   1                         0
## 4539                   0                         0
## 4540                   0                         0
## 4541                   0                         1
## 4542                   0                         0
## 4543                   0                         0
## 4544                   0                         0
## 4545                   0                         0
## 4546                   0                         0
## 4547                   0                         0
## 4548                   1                         1
## 4549                   0                         0
## 4550                   1                         0
## 4552                   1                         0
## 4553                   0                         0
## 4554                   1                         0
## 4555                   1                         0
## 4556                   0                         0
## 4560                   0                         0
## 4561                   0                         0
## 4562                   0                         0
## 4563                   0                         1
## 4564                   0                         0
## 4565                   0                         0
## 4566                   1                         0
## 4569                   1                         0
## 4570                   0                         0
## 4571                   0                         1
## 4572                   0                         0
## 4573                   1                         0
## 4574                   1                         1
## 4575                   0                         0
## 4576                   1                         0
## 4577                   1                         0
## 4578                   0                         0
## 4579                   0                         0
## 4580                   1                         0
## 4581                   0                         0
## 4582                   1                         1
## 4585                   0                         1
## 4586                   1                         0
## 4587                   0                         0
## 4588                   1                         0
## 4589                   0                         0
## 4590                   0                         1
## 4591                   1                         1
## 4592                   0                         0
## 4593                   1                         1
## 4594                   0                         0
## 4595                   0                         1
## 4596                   1                         1
## 4598                   1                         1
## 4599                   1                         1
## 4600                   0                         1
## 4601                   0                         0
## 4602                   0                         1
## 4603                   0                         0
## 4604                   0                         0
## 4605                   1                         1
## 4606                   0                         0
## 4607                   1                         1
## 4609                   1                         0
## 4610                   0                         0
## 4611                   0                         0
## 4612                   0                         0
## 4613                   1                         0
## 4614                   0                         0
## 4615                   0                         0
## 4616                   0                         0
## 4617                   0                         0
## 4618                   0                         0
## 4619                   0                         0
## 4620                   0                         0
## 4622                   0                         1
## 4623                   1                         1
## 4625                   1                         1
## 4626                   0                         0
## 4627                   1                         0
##      PaymentMethod_Bank_transfer PaymentMethod_CreditCard
## 1                              0                        0
## 2                              0                        0
## 3                              0                        0
## 4                              1                        0
## 5                              0                        0
## 8                              0                        0
## 9                              0                        0
## 10                             1                        0
## 12                             0                        1
## 13                             0                        1
## 15                             0                        0
## 18                             1                        0
## 19                             0                        1
## 20                             0                        0
## 21                             0                        0
## 22                             1                        0
## 24                             0                        1
## 26                             1                        0
## 27                             0                        0
## 29                             0                        1
## 30                             0                        0
## 31                             0                        1
## 32                             0                        1
## 33                             0                        0
## 34                             1                        0
## 35                             1                        0
## 36                             1                        0
## 38                             0                        1
## 40                             1                        0
## 42                             0                        1
## 43                             0                        0
## 44                             0                        1
## 46                             0                        0
## 48                             0                        0
## 49                             0                        1
## 50                             0                        1
## 51                             0                        0
## 53                             0                        1
## 55                             0                        1
## 56                             0                        0
## 57                             0                        1
## 59                             0                        1
## 60                             0                        1
## 61                             0                        0
## 63                             1                        0
## 65                             0                        0
## 66                             0                        0
## 67                             0                        0
## 69                             1                        0
## 70                             0                        0
## 71                             0                        0
## 72                             0                        0
## 73                             1                        0
## 75                             1                        0
## 76                             0                        0
## 77                             0                        1
## 78                             0                        0
## 79                             0                        0
## 80                             0                        1
## 82                             0                        0
## 83                             1                        0
## 84                             1                        0
## 85                             1                        0
## 86                             0                        1
## 87                             1                        0
## 88                             1                        0
## 89                             0                        0
## 91                             1                        0
## 92                             0                        0
## 93                             0                        0
## 94                             0                        1
## 95                             1                        0
## 96                             0                        0
## 97                             0                        1
## 98                             0                        0
## 99                             1                        0
## 100                            0                        0
## 102                            0                        0
## 103                            1                        0
## 104                            1                        0
## 106                            0                        0
## 108                            0                        0
## 109                            0                        0
## 110                            0                        1
## 111                            0                        0
## 112                            0                        1
## 113                            0                        0
## 114                            0                        0
## 115                            0                        0
## 117                            1                        0
## 118                            0                        0
## 119                            0                        0
## 120                            0                        1
## 121                            0                        1
## 122                            0                        0
## 123                            0                        0
## 124                            0                        0
## 126                            0                        0
## 127                            0                        0
## 128                            1                        0
## 129                            0                        0
## 130                            0                        0
## 131                            0                        0
## 132                            0                        1
## 133                            1                        0
## 134                            0                        0
## 137                            1                        0
## 138                            0                        0
## 139                            0                        0
## 141                            0                        1
## 142                            0                        0
## 144                            0                        1
## 145                            1                        0
## 146                            0                        1
## 147                            0                        0
## 148                            0                        0
## 149                            0                        1
## 150                            0                        0
## 151                            0                        0
## 152                            0                        0
## 153                            0                        1
## 154                            0                        0
## 155                            0                        0
## 156                            1                        0
## 157                            1                        0
## 158                            0                        0
## 160                            1                        0
## 162                            0                        0
## 163                            0                        0
## 164                            1                        0
## 165                            0                        0
## 166                            0                        0
## 167                            1                        0
## 168                            1                        0
## 169                            0                        0
## 170                            0                        0
## 172                            0                        0
## 173                            0                        0
## 174                            1                        0
## 175                            1                        0
## 177                            0                        0
## 178                            1                        0
## 179                            1                        0
## 181                            1                        0
## 182                            0                        0
## 183                            1                        0
## 185                            0                        0
## 186                            0                        0
## 188                            0                        0
## 189                            0                        0
## 190                            0                        1
## 191                            0                        1
## 192                            0                        0
## 193                            1                        0
## 195                            0                        1
## 196                            0                        0
## 197                            1                        0
## 199                            1                        0
## 200                            0                        0
## 201                            0                        1
## 202                            0                        1
## 203                            0                        0
## 205                            0                        1
## 207                            0                        1
## 208                            0                        0
## 209                            0                        0
## 210                            0                        1
## 211                            0                        1
## 212                            0                        0
## 213                            0                        0
## 214                            0                        0
## 215                            0                        0
## 216                            1                        0
## 217                            0                        1
## 218                            1                        0
## 219                            1                        0
## 221                            0                        0
## 222                            1                        0
## 223                            0                        0
## 224                            0                        0
## 225                            1                        0
## 226                            0                        0
## 227                            0                        0
## 228                            0                        0
## 229                            0                        1
## 230                            0                        1
## 231                            0                        1
## 232                            0                        1
## 233                            0                        0
## 234                            0                        1
## 235                            0                        0
## 236                            0                        0
## 237                            0                        0
## 238                            0                        0
## 239                            0                        0
## 240                            0                        0
## 241                            1                        0
## 242                            1                        0
## 243                            0                        1
## 244                            0                        0
## 246                            0                        0
## 247                            0                        0
## 248                            0                        0
## 249                            0                        0
## 250                            0                        0
## 252                            0                        0
## 254                            0                        1
## 256                            0                        0
## 257                            0                        1
## 258                            0                        1
## 259                            0                        1
## 260                            0                        0
## 261                            0                        0
## 262                            0                        0
## 265                            0                        0
## 266                            0                        0
## 267                            1                        0
## 268                            0                        0
## 269                            0                        0
## 271                            0                        0
## 272                            0                        0
## 273                            1                        0
## 276                            0                        0
## 277                            0                        0
## 278                            1                        0
## 279                            0                        0
## 280                            1                        0
## 281                            0                        0
## 282                            0                        0
## 283                            0                        0
## 284                            0                        0
## 285                            0                        0
## 286                            0                        1
## 287                            0                        0
## 288                            0                        0
## 289                            0                        0
## 290                            0                        1
## 291                            0                        0
## 292                            0                        0
## 293                            0                        0
## 294                            0                        0
## 295                            0                        0
## 297                            0                        0
## 298                            0                        0
## 299                            0                        0
## 300                            0                        0
## 302                            0                        0
## 303                            0                        0
## 304                            0                        1
## 305                            0                        0
## 306                            0                        0
## 307                            0                        0
## 308                            0                        0
## 310                            0                        1
## 311                            1                        0
## 312                            0                        0
## 313                            0                        1
## 315                            0                        0
## 317                            0                        1
## 318                            0                        1
## 319                            0                        0
## 320                            0                        1
## 321                            1                        0
## 322                            0                        0
## 323                            0                        0
## 324                            0                        0
## 325                            1                        0
## 326                            0                        1
## 327                            0                        0
## 329                            0                        0
## 332                            0                        0
## 333                            0                        1
## 334                            0                        0
## 335                            0                        0
## 336                            1                        0
## 337                            0                        0
## 338                            0                        0
## 339                            0                        1
## 340                            0                        0
## 341                            1                        0
## 342                            0                        1
## 343                            1                        0
## 344                            0                        0
## 346                            0                        0
## 347                            0                        0
## 348                            1                        0
## 349                            0                        0
## 350                            1                        0
## 352                            0                        0
## 353                            0                        0
## 354                            1                        0
## 356                            1                        0
## 357                            0                        0
## 358                            0                        0
## 360                            0                        0
## 361                            0                        0
## 362                            1                        0
## 363                            0                        1
## 365                            1                        0
## 367                            1                        0
## 368                            0                        0
## 369                            0                        1
## 370                            0                        1
## 371                            0                        0
## 373                            0                        0
## 374                            0                        1
## 375                            0                        1
## 376                            0                        1
## 377                            0                        0
## 378                            1                        0
## 379                            0                        0
## 380                            0                        0
## 381                            1                        0
## 382                            0                        0
## 383                            1                        0
## 384                            0                        1
## 385                            1                        0
## 387                            0                        0
## 388                            0                        0
## 391                            1                        0
## 392                            1                        0
## 393                            0                        0
## 395                            0                        0
## 396                            0                        1
## 397                            1                        0
## 399                            0                        0
## 400                            0                        0
## 401                            1                        0
## 402                            0                        1
## 403                            0                        1
## 405                            0                        0
## 407                            1                        0
## 408                            0                        0
## 409                            0                        0
## 411                            0                        0
## 412                            1                        0
## 413                            0                        0
## 415                            1                        0
## 416                            1                        0
## 417                            1                        0
## 418                            0                        0
## 419                            0                        0
## 421                            0                        0
## 423                            0                        1
## 426                            1                        0
## 427                            1                        0
## 428                            0                        0
## 429                            1                        0
## 430                            1                        0
## 431                            0                        0
## 432                            0                        1
## 433                            0                        0
## 434                            1                        0
## 435                            0                        0
## 436                            0                        1
## 437                            1                        0
## 438                            0                        1
## 439                            1                        0
## 441                            0                        0
## 442                            0                        1
## 443                            0                        0
## 445                            0                        0
## 447                            0                        0
## 448                            1                        0
## 449                            0                        0
## 450                            1                        0
## 451                            0                        0
## 452                            0                        0
## 453                            1                        0
## 454                            0                        0
## 455                            0                        0
## 456                            0                        0
## 458                            1                        0
## 459                            0                        0
## 460                            0                        0
## 461                            0                        0
## 462                            1                        0
## 464                            0                        0
## 466                            0                        0
## 467                            0                        0
## 469                            0                        0
## 470                            0                        0
## 471                            0                        0
## 473                            0                        0
## 474                            0                        0
## 476                            0                        0
## 477                            0                        0
## 479                            0                        0
## 481                            0                        0
## 482                            1                        0
## 483                            0                        0
## 484                            1                        0
## 485                            0                        0
## 486                            0                        1
## 487                            0                        0
## 488                            1                        0
## 489                            0                        0
## 490                            1                        0
## 491                            0                        0
## 492                            0                        0
## 493                            1                        0
## 494                            0                        0
## 495                            1                        0
## 496                            0                        0
## 497                            1                        0
## 498                            0                        0
## 499                            1                        0
## 500                            0                        1
## 501                            0                        1
## 502                            1                        0
## 504                            0                        1
## 505                            0                        0
## 506                            0                        0
## 507                            0                        0
## 509                            0                        0
## 510                            0                        1
## 511                            0                        0
## 513                            1                        0
## 514                            0                        1
## 516                            0                        0
## 517                            0                        0
## 518                            1                        0
## 519                            0                        1
## 520                            0                        0
## 521                            0                        0
## 522                            1                        0
## 524                            0                        0
## 525                            0                        0
## 526                            0                        1
## 527                            0                        1
## 528                            0                        0
## 529                            1                        0
## 530                            0                        1
## 531                            0                        1
## 532                            0                        0
## 533                            0                        1
## 534                            0                        0
## 535                            0                        0
## 536                            1                        0
## 537                            0                        0
## 538                            0                        1
## 539                            1                        0
## 540                            1                        0
## 541                            0                        0
## 542                            0                        0
## 543                            1                        0
## 544                            0                        1
## 545                            1                        0
## 546                            0                        0
## 547                            1                        0
## 548                            1                        0
## 549                            0                        0
## 552                            1                        0
## 553                            0                        1
## 554                            1                        0
## 555                            1                        0
## 556                            1                        0
## 557                            0                        0
## 558                            0                        0
## 559                            0                        0
## 560                            0                        0
## 561                            0                        0
## 562                            0                        1
## 563                            0                        1
## 564                            1                        0
## 568                            0                        0
## 569                            0                        1
## 570                            0                        1
## 571                            1                        0
## 573                            0                        1
## 574                            0                        0
## 575                            0                        0
## 576                            1                        0
## 577                            0                        0
## 578                            0                        0
## 579                            0                        0
## 580                            0                        0
## 581                            0                        0
## 582                            0                        0
## 584                            0                        0
## 586                            0                        1
## 587                            0                        0
## 589                            0                        0
## 590                            0                        1
## 591                            0                        0
## 592                            0                        1
## 594                            0                        0
## 595                            0                        0
## 596                            0                        0
## 597                            0                        0
## 598                            0                        1
## 599                            0                        1
## 600                            0                        1
## 601                            0                        0
## 602                            1                        0
## 603                            0                        0
## 604                            1                        0
## 605                            0                        1
## 607                            0                        1
## 608                            1                        0
## 609                            1                        0
## 611                            0                        0
## 612                            0                        0
## 613                            0                        1
## 615                            0                        0
## 616                            0                        1
## 617                            0                        1
## 618                            1                        0
## 619                            1                        0
## 620                            1                        0
## 621                            0                        0
## 622                            0                        0
## 623                            0                        0
## 624                            1                        0
## 625                            0                        0
## 627                            0                        1
## 630                            1                        0
## 631                            1                        0
## 634                            1                        0
## 635                            0                        0
## 638                            1                        0
## 639                            0                        0
## 640                            1                        0
## 641                            0                        0
## 642                            0                        0
## 643                            1                        0
## 645                            0                        0
## 648                            0                        0
## 649                            0                        1
## 650                            1                        0
## 651                            0                        0
## 652                            0                        0
## 653                            0                        0
## 654                            0                        0
## 655                            0                        1
## 656                            0                        1
## 657                            1                        0
## 659                            1                        0
## 660                            0                        0
## 661                            0                        0
## 662                            0                        0
## 664                            1                        0
## 665                            0                        0
## 666                            0                        0
## 667                            1                        0
## 668                            0                        0
## 669                            1                        0
## 670                            1                        0
## 672                            0                        0
## 673                            0                        1
## 674                            0                        0
## 675                            0                        0
## 676                            1                        0
## 677                            0                        0
## 678                            0                        0
## 679                            1                        0
## 680                            0                        0
## 681                            1                        0
## 683                            0                        1
## 684                            0                        0
## 685                            0                        0
## 687                            0                        0
## 688                            0                        0
## 689                            1                        0
## 691                            1                        0
## 692                            0                        1
## 693                            0                        1
## 695                            0                        0
## 696                            1                        0
## 697                            0                        0
## 698                            1                        0
## 699                            0                        1
## 700                            1                        0
## 702                            0                        0
## 703                            0                        0
## 704                            0                        0
## 705                            1                        0
## 707                            1                        0
## 708                            0                        1
## 709                            0                        1
## 711                            0                        0
## 712                            0                        1
## 713                            0                        0
## 714                            0                        0
## 715                            0                        1
## 716                            1                        0
## 717                            1                        0
## 718                            0                        1
## 719                            0                        1
## 720                            0                        0
## 721                            0                        1
## 723                            0                        0
## 724                            0                        0
## 725                            0                        0
## 727                            0                        0
## 728                            0                        1
## 730                            0                        0
## 731                            0                        0
## 733                            1                        0
## 734                            1                        0
## 735                            0                        1
## 736                            0                        1
## 737                            0                        1
## 738                            1                        0
## 739                            1                        0
## 740                            0                        0
## 742                            0                        0
## 743                            0                        0
## 745                            0                        1
## 746                            1                        0
## 747                            0                        0
## 748                            0                        0
## 749                            0                        1
## 750                            0                        0
## 751                            0                        1
## 752                            0                        1
## 753                            0                        0
## 755                            1                        0
## 757                            1                        0
## 758                            1                        0
## 759                            0                        0
## 761                            0                        0
## 762                            1                        0
## 763                            0                        0
## 766                            1                        0
## 767                            0                        0
## 768                            0                        0
## 769                            0                        1
## 770                            0                        0
## 771                            0                        0
## 772                            0                        0
## 774                            0                        1
## 775                            0                        0
## 776                            0                        0
## 777                            0                        1
## 779                            0                        1
## 780                            0                        0
## 781                            0                        1
## 782                            0                        0
## 783                            1                        0
## 784                            0                        0
## 785                            1                        0
## 786                            1                        0
## 788                            1                        0
## 789                            0                        1
## 791                            0                        0
## 792                            0                        1
## 793                            0                        1
## 794                            0                        0
## 795                            0                        1
## 796                            1                        0
## 797                            0                        0
## 798                            0                        0
## 799                            0                        1
## 800                            0                        0
## 801                            0                        0
## 803                            0                        0
## 804                            1                        0
## 805                            0                        1
## 806                            0                        1
## 807                            0                        0
## 808                            0                        0
## 809                            1                        0
## 810                            0                        1
## 811                            0                        0
## 812                            1                        0
## 813                            1                        0
## 815                            0                        0
## 816                            1                        0
## 817                            0                        0
## 818                            0                        1
## 819                            0                        0
## 820                            0                        1
## 821                            0                        0
## 822                            0                        1
## 823                            0                        1
## 824                            0                        1
## 826                            0                        0
## 827                            0                        0
## 828                            0                        0
## 830                            0                        1
## 831                            0                        1
## 832                            0                        0
## 833                            0                        0
## 834                            0                        0
## 835                            0                        1
## 837                            0                        1
## 838                            0                        1
## 839                            0                        0
## 840                            0                        1
## 844                            0                        0
## 845                            1                        0
## 848                            0                        1
## 849                            1                        0
## 850                            0                        0
## 852                            0                        0
## 853                            0                        1
## 854                            0                        0
## 855                            0                        1
## 856                            0                        0
## 857                            0                        0
## 859                            0                        1
## 862                            0                        0
## 863                            0                        1
## 864                            0                        0
## 865                            1                        0
## 866                            0                        0
## 867                            0                        0
## 868                            0                        0
## 869                            1                        0
## 870                            0                        1
## 872                            0                        0
## 874                            0                        1
## 875                            0                        0
## 876                            1                        0
## 877                            0                        0
## 878                            1                        0
## 879                            0                        0
## 880                            0                        1
## 881                            0                        0
## 882                            0                        0
## 884                            0                        0
## 885                            0                        0
## 886                            1                        0
## 888                            0                        0
## 889                            0                        0
## 890                            1                        0
## 891                            0                        1
## 892                            0                        0
## 893                            0                        1
## 894                            0                        1
## 895                            1                        0
## 897                            1                        0
## 898                            0                        1
## 900                            0                        1
## 901                            0                        0
## 902                            0                        1
## 903                            0                        1
## 904                            0                        0
## 906                            1                        0
## 907                            0                        0
## 908                            0                        0
## 909                            0                        0
## 910                            0                        1
## 911                            1                        0
## 913                            1                        0
## 914                            0                        0
## 915                            1                        0
## 916                            1                        0
## 917                            0                        0
## 918                            0                        0
## 919                            1                        0
## 920                            0                        0
## 921                            0                        0
## 922                            0                        1
## 923                            0                        0
## 924                            1                        0
## 927                            0                        1
## 928                            0                        0
## 929                            1                        0
## 930                            1                        0
## 931                            0                        1
## 932                            0                        0
## 933                            0                        0
## 934                            0                        0
## 935                            0                        0
## 936                            0                        1
## 937                            0                        0
## 938                            1                        0
## 939                            0                        0
## 941                            1                        0
## 942                            1                        0
## 943                            1                        0
## 944                            0                        0
## 945                            0                        0
## 946                            0                        0
## 949                            0                        0
## 950                            0                        0
## 952                            0                        0
## 953                            0                        1
## 954                            1                        0
## 955                            0                        0
## 956                            1                        0
## 959                            0                        0
## 960                            1                        0
## 961                            1                        0
## 963                            0                        1
## 964                            0                        0
## 965                            0                        0
## 968                            0                        0
## 969                            1                        0
## 970                            1                        0
## 971                            0                        0
## 972                            0                        1
## 974                            0                        0
## 975                            0                        0
## 976                            0                        0
## 977                            1                        0
## 978                            1                        0
## 979                            0                        0
## 980                            0                        0
## 982                            1                        0
## 983                            1                        0
## 984                            1                        0
## 986                            0                        0
## 987                            0                        1
## 988                            1                        0
## 989                            0                        1
## 990                            0                        1
## 991                            0                        1
## 992                            0                        1
## 993                            0                        1
## 994                            0                        1
## 995                            0                        0
## 996                            1                        0
## 997                            0                        0
## 1001                           0                        0
## 1002                           0                        0
## 1003                           0                        1
## 1004                           0                        0
## 1005                           0                        0
## 1006                           0                        1
## 1007                           0                        0
## 1008                           0                        0
## 1010                           1                        0
## 1011                           0                        0
## 1012                           0                        0
## 1013                           0                        1
## 1014                           0                        0
## 1015                           1                        0
## 1016                           0                        0
## 1017                           0                        0
## 1018                           0                        1
## 1019                           0                        0
## 1020                           0                        0
## 1023                           1                        0
## 1024                           0                        0
## 1025                           0                        1
## 1026                           0                        0
## 1027                           0                        0
## 1028                           1                        0
## 1029                           1                        0
## 1031                           1                        0
## 1033                           0                        0
## 1034                           1                        0
## 1035                           0                        0
## 1037                           0                        0
## 1038                           0                        1
## 1040                           0                        0
## 1042                           1                        0
## 1043                           1                        0
## 1045                           0                        0
## 1046                           0                        0
## 1047                           0                        0
## 1048                           0                        0
## 1049                           0                        1
## 1051                           0                        0
## 1053                           0                        0
## 1054                           0                        0
## 1055                           0                        0
## 1057                           0                        0
## 1059                           0                        0
## 1060                           1                        0
## 1061                           1                        0
## 1062                           0                        0
## 1066                           1                        0
## 1067                           0                        0
## 1069                           0                        1
## 1070                           1                        0
## 1072                           0                        0
## 1073                           1                        0
## 1074                           0                        1
## 1075                           1                        0
## 1076                           0                        1
## 1077                           0                        0
## 1078                           1                        0
## 1079                           0                        0
## 1080                           0                        0
## 1081                           0                        1
## 1082                           0                        0
## 1083                           1                        0
## 1084                           1                        0
## 1085                           0                        1
## 1086                           0                        1
## 1087                           1                        0
## 1088                           1                        0
## 1089                           0                        1
## 1090                           0                        0
## 1092                           0                        0
## 1093                           1                        0
## 1094                           0                        0
## 1095                           0                        0
## 1097                           0                        0
## 1099                           0                        0
## 1100                           0                        0
## 1101                           0                        0
## 1102                           0                        0
## 1103                           1                        0
## 1104                           1                        0
## 1105                           0                        1
## 1106                           0                        0
## 1107                           1                        0
## 1108                           1                        0
## 1109                           0                        0
## 1110                           0                        1
## 1111                           0                        1
## 1112                           0                        1
## 1113                           0                        0
## 1115                           0                        1
## 1116                           1                        0
## 1117                           0                        1
## 1118                           0                        1
## 1119                           0                        1
## 1121                           1                        0
## 1122                           0                        0
## 1123                           0                        0
## 1124                           0                        0
## 1125                           0                        0
## 1126                           0                        1
## 1127                           0                        1
## 1128                           1                        0
## 1130                           0                        0
## 1131                           0                        0
## 1132                           1                        0
## 1133                           0                        1
## 1134                           0                        0
## 1135                           1                        0
## 1136                           0                        0
## 1138                           0                        0
## 1139                           0                        1
## 1140                           0                        1
## 1141                           0                        0
## 1142                           1                        0
## 1143                           0                        0
## 1146                           0                        0
## 1147                           0                        0
## 1148                           0                        0
## 1149                           0                        0
## 1151                           1                        0
## 1152                           0                        1
## 1153                           0                        0
## 1154                           0                        1
## 1155                           0                        1
## 1157                           0                        0
## 1158                           0                        0
## 1159                           1                        0
## 1160                           1                        0
## 1161                           1                        0
## 1162                           0                        1
## 1163                           0                        0
## 1164                           0                        1
## 1165                           0                        0
## 1167                           0                        0
## 1168                           0                        0
## 1169                           0                        0
## 1170                           0                        0
## 1172                           0                        1
## 1174                           0                        0
## 1175                           0                        0
## 1176                           0                        0
## 1177                           1                        0
## 1178                           1                        0
## 1180                           0                        0
## 1181                           0                        0
## 1182                           0                        0
## 1183                           1                        0
## 1184                           1                        0
## 1185                           0                        0
## 1187                           0                        0
## 1188                           0                        1
## 1189                           0                        0
## 1190                           0                        0
## 1191                           0                        0
## 1192                           0                        0
## 1193                           0                        0
## 1194                           0                        1
## 1196                           0                        0
## 1197                           0                        1
## 1198                           0                        0
## 1199                           1                        0
## 1200                           0                        0
## 1201                           0                        1
## 1205                           0                        0
## 1206                           0                        0
## 1207                           0                        0
## 1208                           0                        0
## 1211                           1                        0
## 1212                           0                        0
## 1213                           0                        1
## 1214                           0                        1
## 1215                           0                        1
## 1217                           1                        0
## 1220                           0                        0
## 1221                           0                        0
## 1222                           0                        0
## 1223                           1                        0
## 1224                           1                        0
## 1229                           0                        0
## 1230                           1                        0
## 1231                           0                        0
## 1232                           0                        0
## 1233                           0                        0
## 1235                           0                        0
## 1236                           0                        1
## 1237                           0                        0
## 1238                           0                        0
## 1239                           0                        0
## 1240                           0                        0
## 1242                           0                        0
## 1243                           0                        0
## 1244                           1                        0
## 1245                           0                        0
## 1246                           0                        0
## 1248                           0                        0
## 1250                           0                        0
## 1251                           0                        1
## 1252                           0                        0
## 1253                           0                        1
## 1255                           0                        0
## 1256                           0                        1
## 1257                           0                        0
## 1258                           0                        0
## 1259                           0                        0
## 1260                           1                        0
## 1261                           0                        1
## 1262                           0                        1
## 1263                           0                        0
## 1264                           1                        0
## 1265                           0                        0
## 1266                           1                        0
## 1267                           0                        1
## 1268                           0                        0
## 1269                           0                        0
## 1270                           0                        0
## 1273                           0                        0
## 1274                           0                        1
## 1275                           0                        1
## 1276                           1                        0
## 1277                           1                        0
## 1279                           0                        0
## 1280                           0                        0
## 1281                           0                        0
## 1283                           0                        1
## 1284                           0                        0
## 1285                           0                        0
## 1286                           1                        0
## 1287                           0                        1
## 1288                           0                        0
## 1289                           1                        0
## 1290                           1                        0
## 1291                           0                        0
## 1292                           1                        0
## 1294                           0                        0
## 1296                           0                        0
## 1297                           0                        1
## 1298                           0                        1
## 1299                           0                        0
## 1300                           1                        0
## 1301                           1                        0
## 1302                           1                        0
## 1304                           0                        0
## 1306                           0                        0
## 1307                           0                        0
## 1308                           0                        1
## 1309                           1                        0
## 1310                           0                        0
## 1311                           0                        0
## 1312                           0                        1
## 1313                           0                        0
## 1314                           0                        0
## 1315                           0                        0
## 1317                           0                        0
## 1318                           1                        0
## 1319                           1                        0
## 1320                           1                        0
## 1321                           0                        0
## 1322                           0                        0
## 1323                           1                        0
## 1324                           1                        0
## 1325                           0                        0
## 1326                           1                        0
## 1327                           0                        1
## 1328                           0                        0
## 1329                           1                        0
## 1330                           0                        0
## 1331                           0                        0
## 1332                           0                        0
## 1334                           1                        0
## 1335                           0                        0
## 1337                           0                        1
## 1338                           0                        0
## 1339                           0                        1
## 1340                           0                        0
## 1342                           0                        0
## 1343                           0                        0
## 1344                           0                        0
## 1345                           0                        0
## 1346                           0                        0
## 1347                           0                        0
## 1348                           1                        0
## 1349                           0                        0
## 1350                           0                        0
## 1353                           1                        0
## 1354                           0                        0
## 1355                           0                        0
## 1358                           0                        0
## 1359                           1                        0
## 1360                           0                        1
## 1362                           0                        0
## 1363                           0                        0
## 1364                           0                        0
## 1365                           0                        0
## 1366                           1                        0
## 1367                           0                        0
## 1369                           0                        0
## 1370                           0                        0
## 1371                           1                        0
## 1372                           0                        0
## 1373                           1                        0
## 1374                           1                        0
## 1375                           1                        0
## 1376                           1                        0
## 1378                           0                        0
## 1380                           0                        0
## 1381                           0                        1
## 1384                           0                        1
## 1385                           0                        0
## 1386                           0                        1
## 1387                           0                        0
## 1388                           0                        1
## 1389                           0                        0
## 1390                           0                        0
## 1392                           0                        1
## 1393                           0                        1
## 1394                           0                        0
## 1395                           0                        0
## 1396                           0                        0
## 1397                           0                        1
## 1401                           0                        0
## 1402                           0                        1
## 1403                           0                        0
## 1404                           0                        1
## 1406                           0                        0
## 1407                           1                        0
## 1408                           0                        0
## 1409                           0                        1
## 1410                           0                        0
## 1411                           0                        1
## 1412                           0                        1
## 1413                           0                        1
## 1414                           1                        0
## 1416                           0                        0
## 1417                           0                        1
## 1418                           0                        1
## 1419                           0                        0
## 1420                           0                        0
## 1421                           0                        0
## 1422                           0                        0
## 1423                           0                        0
## 1424                           0                        0
## 1425                           0                        0
## 1426                           0                        1
## 1427                           1                        0
## 1428                           1                        0
## 1429                           0                        0
## 1430                           0                        0
## 1431                           0                        1
## 1432                           0                        0
## 1434                           0                        0
## 1435                           0                        1
## 1436                           0                        1
## 1437                           1                        0
## 1438                           0                        0
## 1439                           0                        0
## 1440                           0                        0
## 1442                           0                        0
## 1443                           0                        1
## 1444                           0                        0
## 1445                           1                        0
## 1446                           0                        0
## 1447                           0                        0
## 1448                           0                        1
## 1449                           0                        0
## 1450                           0                        0
## 1451                           0                        1
## 1452                           0                        0
## 1454                           0                        0
## 1455                           0                        0
## 1456                           0                        0
## 1457                           0                        1
## 1459                           0                        0
## 1460                           0                        0
## 1461                           0                        1
## 1462                           0                        0
## 1463                           0                        0
## 1464                           1                        0
## 1465                           1                        0
## 1466                           0                        0
## 1468                           0                        1
## 1469                           0                        0
## 1470                           1                        0
## 1471                           0                        1
## 1473                           0                        0
## 1474                           0                        0
## 1475                           0                        0
## 1477                           0                        1
## 1479                           0                        1
## 1480                           0                        0
## 1481                           0                        0
## 1482                           0                        1
## 1484                           0                        0
## 1485                           0                        0
## 1486                           1                        0
## 1488                           0                        0
## 1489                           1                        0
## 1490                           0                        0
## 1491                           1                        0
## 1493                           1                        0
## 1494                           0                        0
## 1495                           0                        0
## 1496                           0                        1
## 1497                           0                        0
## 1498                           0                        0
## 1499                           1                        0
## 1500                           0                        0
## 1501                           0                        0
## 1502                           1                        0
## 1503                           0                        1
## 1504                           1                        0
## 1505                           0                        0
## 1506                           0                        1
## 1507                           1                        0
## 1508                           0                        0
## 1509                           0                        0
## 1511                           0                        0
## 1513                           0                        0
## 1514                           0                        1
## 1515                           0                        0
## 1516                           0                        0
## 1517                           0                        0
## 1519                           0                        0
## 1520                           0                        1
## 1521                           0                        0
## 1522                           0                        0
## 1524                           0                        0
## 1525                           1                        0
## 1526                           0                        1
## 1527                           0                        0
## 1528                           0                        1
## 1529                           0                        0
## 1530                           0                        1
## 1532                           1                        0
## 1533                           0                        0
## 1534                           0                        0
## 1535                           0                        0
## 1536                           0                        1
## 1538                           0                        0
## 1539                           0                        0
## 1540                           0                        0
## 1541                           1                        0
## 1543                           0                        0
## 1544                           0                        0
## 1545                           0                        0
## 1546                           0                        0
## 1547                           0                        0
## 1548                           1                        0
## 1549                           1                        0
## 1551                           1                        0
## 1553                           0                        0
## 1555                           0                        0
## 1557                           0                        0
## 1559                           0                        0
## 1560                           0                        0
## 1561                           0                        0
## 1562                           1                        0
## 1563                           0                        1
## 1564                           0                        0
## 1565                           0                        0
## 1567                           0                        0
## 1568                           0                        0
## 1569                           0                        0
## 1571                           0                        0
## 1572                           1                        0
## 1573                           1                        0
## 1574                           0                        0
## 1575                           0                        0
## 1576                           1                        0
## 1577                           0                        0
## 1578                           1                        0
## 1579                           0                        1
## 1581                           0                        1
## 1582                           1                        0
## 1583                           1                        0
## 1584                           0                        0
## 1585                           0                        0
## 1586                           0                        0
## 1587                           0                        1
## 1588                           0                        1
## 1589                           0                        0
## 1590                           1                        0
## 1591                           0                        0
## 1592                           0                        0
## 1593                           1                        0
## 1594                           1                        0
## 1595                           1                        0
## 1596                           0                        0
## 1597                           0                        0
## 1598                           0                        0
## 1599                           1                        0
## 1600                           0                        1
## 1602                           0                        1
## 1603                           1                        0
## 1606                           0                        1
## 1607                           1                        0
## 1608                           0                        0
## 1611                           1                        0
## 1614                           0                        0
## 1615                           0                        1
## 1617                           0                        0
## 1618                           0                        0
## 1619                           1                        0
## 1620                           0                        0
## 1621                           1                        0
## 1622                           1                        0
## 1623                           0                        0
## 1624                           0                        0
## 1625                           1                        0
## 1626                           0                        0
## 1628                           0                        1
## 1630                           0                        0
## 1632                           1                        0
## 1633                           0                        1
## 1634                           0                        1
## 1635                           0                        0
## 1638                           0                        0
## 1639                           0                        0
## 1640                           0                        0
## 1641                           0                        0
## 1643                           1                        0
## 1644                           0                        0
## 1645                           0                        0
## 1646                           0                        0
## 1647                           0                        0
## 1648                           0                        0
## 1649                           0                        0
## 1650                           0                        0
## 1651                           0                        0
## 1652                           0                        0
## 1653                           0                        0
## 1654                           0                        1
## 1655                           0                        1
## 1658                           0                        0
## 1659                           0                        0
## 1662                           0                        0
## 1663                           0                        1
## 1664                           0                        0
## 1665                           0                        1
## 1666                           0                        0
## 1667                           1                        0
## 1669                           1                        0
## 1670                           0                        0
## 1671                           0                        0
## 1672                           0                        0
## 1673                           0                        0
## 1674                           0                        1
## 1675                           0                        0
## 1676                           0                        0
## 1677                           0                        1
## 1678                           0                        0
## 1679                           0                        1
## 1680                           0                        0
## 1681                           0                        0
## 1682                           0                        0
## 1683                           0                        0
## 1684                           0                        0
## 1685                           0                        0
## 1686                           0                        1
## 1687                           0                        1
## 1688                           0                        1
## 1689                           0                        1
## 1690                           0                        0
## 1691                           0                        0
## 1694                           0                        0
## 1695                           0                        0
## 1696                           1                        0
## 1697                           0                        1
## 1699                           0                        0
## 1700                           0                        0
## 1703                           0                        0
## 1704                           0                        0
## 1706                           0                        0
## 1707                           0                        1
## 1708                           0                        0
## 1709                           1                        0
## 1710                           0                        1
## 1711                           0                        0
## 1713                           0                        1
## 1714                           1                        0
## 1716                           1                        0
## 1717                           0                        1
## 1718                           0                        1
## 1719                           0                        0
## 1720                           0                        0
## 1721                           0                        0
## 1722                           0                        0
## 1723                           0                        0
## 1724                           1                        0
## 1726                           0                        0
## 1727                           0                        0
## 1728                           0                        0
## 1729                           0                        0
## 1730                           0                        0
## 1731                           1                        0
## 1733                           0                        0
## 1734                           1                        0
## 1735                           0                        0
## 1736                           1                        0
## 1737                           1                        0
## 1738                           1                        0
## 1739                           0                        1
## 1740                           1                        0
## 1741                           0                        1
## 1742                           1                        0
## 1744                           0                        1
## 1746                           1                        0
## 1747                           0                        0
## 1748                           0                        1
## 1749                           1                        0
## 1750                           0                        1
## 1751                           0                        0
## 1752                           1                        0
## 1753                           1                        0
## 1754                           1                        0
## 1756                           1                        0
## 1757                           0                        1
## 1758                           1                        0
## 1760                           0                        0
## 1761                           0                        1
## 1762                           0                        0
## 1764                           0                        1
## 1765                           1                        0
## 1767                           0                        0
## 1768                           0                        0
## 1771                           0                        0
## 1772                           1                        0
## 1773                           0                        1
## 1774                           0                        1
## 1775                           0                        0
## 1776                           1                        0
## 1777                           0                        0
## 1779                           0                        0
## 1780                           0                        0
## 1781                           0                        1
## 1782                           0                        1
## 1783                           1                        0
## 1784                           1                        0
## 1785                           0                        0
## 1786                           1                        0
## 1787                           0                        0
## 1788                           1                        0
## 1789                           1                        0
## 1791                           0                        0
## 1792                           0                        1
## 1793                           0                        1
## 1795                           0                        0
## 1796                           1                        0
## 1797                           0                        0
## 1798                           0                        0
## 1802                           0                        1
## 1803                           0                        0
## 1804                           0                        0
## 1807                           0                        0
## 1808                           1                        0
## 1810                           0                        0
## 1811                           0                        1
## 1812                           0                        0
## 1813                           1                        0
## 1814                           1                        0
## 1815                           0                        1
## 1816                           0                        0
## 1818                           0                        1
## 1819                           0                        1
## 1822                           0                        0
## 1823                           1                        0
## 1825                           0                        0
## 1826                           0                        0
## 1827                           0                        0
## 1830                           0                        0
## 1831                           0                        0
## 1832                           0                        0
## 1834                           0                        0
## 1835                           0                        1
## 1836                           1                        0
## 1837                           0                        0
## 1838                           0                        0
## 1842                           0                        0
## 1844                           0                        0
## 1845                           0                        0
## 1847                           0                        0
## 1848                           0                        1
## 1849                           0                        0
## 1850                           0                        0
## 1851                           0                        0
## 1853                           0                        1
## 1854                           0                        0
## 1855                           0                        0
## 1857                           0                        0
## 1858                           0                        0
## 1860                           0                        0
## 1861                           0                        0
## 1862                           1                        0
## 1863                           0                        0
## 1864                           1                        0
## 1865                           0                        1
## 1866                           0                        0
## 1867                           0                        0
## 1868                           1                        0
## 1869                           0                        1
## 1870                           0                        1
## 1871                           0                        1
## 1873                           0                        1
## 1876                           0                        0
## 1877                           1                        0
## 1878                           0                        0
## 1879                           1                        0
## 1880                           1                        0
## 1883                           0                        0
## 1884                           1                        0
## 1885                           0                        0
## 1886                           0                        0
## 1887                           0                        0
## 1888                           0                        1
## 1890                           0                        0
## 1892                           0                        0
## 1893                           1                        0
## 1894                           0                        0
## 1895                           0                        1
## 1896                           0                        0
## 1897                           0                        0
## 1898                           0                        1
## 1899                           0                        0
## 1900                           0                        0
## 1901                           0                        0
## 1902                           0                        1
## 1903                           0                        0
## 1904                           0                        1
## 1905                           0                        0
## 1906                           0                        0
## 1907                           0                        1
## 1909                           0                        0
## 1910                           0                        0
## 1911                           0                        1
## 1912                           1                        0
## 1913                           0                        1
## 1914                           0                        0
## 1915                           0                        0
## 1917                           0                        1
## 1918                           0                        0
## 1919                           1                        0
## 1921                           1                        0
## 1923                           1                        0
## 1924                           0                        0
## 1926                           0                        0
## 1927                           1                        0
## 1928                           0                        0
## 1930                           0                        0
## 1931                           1                        0
## 1932                           1                        0
## 1933                           0                        0
## 1934                           0                        0
## 1935                           0                        0
## 1936                           0                        0
## 1938                           0                        1
## 1939                           0                        1
## 1940                           0                        0
## 1941                           1                        0
## 1942                           0                        1
## 1943                           1                        0
## 1944                           0                        0
## 1945                           1                        0
## 1946                           1                        0
## 1947                           0                        1
## 1948                           1                        0
## 1949                           0                        0
## 1950                           0                        0
## 1951                           1                        0
## 1952                           1                        0
## 1953                           0                        0
## 1954                           1                        0
## 1956                           0                        1
## 1957                           1                        0
## 1958                           0                        1
## 1959                           1                        0
## 1960                           0                        0
## 1961                           1                        0
## 1962                           0                        1
## 1963                           0                        1
## 1964                           0                        0
## 1965                           0                        0
## 1966                           0                        0
## 1967                           0                        1
## 1970                           0                        0
## 1971                           0                        0
## 1972                           0                        0
## 1973                           0                        0
## 1974                           0                        0
## 1975                           1                        0
## 1976                           0                        0
## 1977                           0                        1
## 1978                           0                        0
## 1979                           0                        0
## 1981                           0                        0
## 1983                           1                        0
## 1984                           0                        0
## 1985                           0                        1
## 1987                           0                        1
## 1990                           0                        0
## 1991                           0                        0
## 1992                           0                        0
## 1994                           0                        0
## 1995                           0                        0
## 1996                           0                        1
## 1997                           0                        0
## 1998                           0                        1
## 1999                           0                        0
## 2000                           0                        0
## 2001                           0                        0
## 2002                           0                        0
## 2004                           0                        0
## 2006                           1                        0
## 2007                           0                        0
## 2008                           0                        0
## 2010                           1                        0
## 2011                           0                        0
## 2013                           1                        0
## 2015                           0                        0
## 2016                           0                        0
## 2017                           0                        0
## 2018                           0                        0
## 2020                           0                        0
## 2021                           1                        0
## 2022                           1                        0
## 2023                           0                        0
## 2024                           0                        0
## 2025                           0                        1
## 2026                           1                        0
## 2027                           0                        0
## 2028                           0                        0
## 2030                           1                        0
## 2032                           0                        0
## 2033                           0                        0
## 2034                           0                        0
## 2035                           0                        0
## 2036                           1                        0
## 2037                           0                        0
## 2039                           0                        0
## 2040                           0                        0
## 2041                           1                        0
## 2042                           0                        0
## 2043                           0                        0
## 2044                           1                        0
## 2045                           1                        0
## 2046                           1                        0
## 2047                           0                        0
## 2048                           0                        0
## 2049                           1                        0
## 2050                           0                        0
## 2051                           0                        1
## 2052                           1                        0
## 2053                           0                        0
## 2054                           1                        0
## 2055                           0                        0
## 2057                           0                        0
## 2058                           0                        1
## 2059                           1                        0
## 2060                           1                        0
## 2062                           0                        0
## 2063                           1                        0
## 2065                           0                        0
## 2066                           0                        1
## 2067                           0                        1
## 2069                           0                        0
## 2070                           0                        1
## 2071                           0                        0
## 2072                           0                        1
## 2074                           0                        0
## 2076                           0                        1
## 2077                           0                        1
## 2078                           0                        0
## 2080                           1                        0
## 2081                           0                        0
## 2082                           0                        0
## 2083                           0                        0
## 2084                           0                        0
## 2085                           0                        1
## 2088                           0                        1
## 2090                           0                        0
## 2093                           0                        0
## 2094                           0                        0
## 2096                           1                        0
## 2098                           0                        1
## 2099                           0                        0
## 2101                           0                        0
## 2102                           0                        1
## 2103                           0                        0
## 2105                           1                        0
## 2107                           0                        0
## 2108                           0                        0
## 2109                           0                        1
## 2111                           0                        0
## 2113                           1                        0
## 2115                           1                        0
## 2116                           0                        0
## 2118                           0                        0
## 2120                           0                        0
## 2122                           0                        0
## 2123                           0                        0
## 2124                           0                        1
## 2125                           0                        0
## 2126                           0                        0
## 2128                           0                        0
## 2132                           0                        0
## 2133                           1                        0
## 2136                           0                        1
## 2137                           0                        0
## 2139                           0                        0
## 2140                           0                        0
## 2141                           0                        0
## 2142                           0                        1
## 2143                           0                        0
## 2144                           0                        0
## 2146                           0                        0
## 2147                           1                        0
## 2148                           0                        0
## 2149                           0                        0
## 2150                           0                        0
## 2151                           0                        0
## 2153                           1                        0
## 2154                           0                        0
## 2155                           1                        0
## 2156                           1                        0
## 2157                           0                        0
## 2159                           0                        0
## 2160                           0                        1
## 2162                           0                        0
## 2163                           0                        0
## 2164                           0                        0
## 2165                           0                        0
## 2166                           0                        0
## 2168                           0                        1
## 2169                           0                        0
## 2172                           0                        1
## 2174                           0                        1
## 2175                           0                        0
## 2176                           0                        1
## 2179                           0                        1
## 2180                           0                        0
## 2181                           0                        0
## 2182                           0                        1
## 2183                           0                        0
## 2184                           0                        0
## 2185                           1                        0
## 2186                           0                        1
## 2187                           0                        0
## 2190                           0                        0
## 2191                           0                        0
## 2192                           0                        0
## 2193                           0                        0
## 2194                           0                        0
## 2195                           0                        0
## 2196                           0                        0
## 2197                           1                        0
## 2198                           0                        0
## 2199                           0                        1
## 2200                           0                        0
## 2201                           0                        0
## 2202                           1                        0
## 2203                           0                        0
## 2205                           1                        0
## 2206                           0                        0
## 2209                           0                        1
## 2211                           1                        0
## 2212                           1                        0
## 2213                           0                        1
## 2214                           0                        1
## 2215                           0                        0
## 2216                           1                        0
## 2217                           0                        1
## 2218                           0                        1
## 2219                           0                        0
## 2221                           0                        0
## 2222                           0                        0
## 2223                           0                        0
## 2224                           1                        0
## 2225                           0                        0
## 2226                           0                        0
## 2227                           0                        0
## 2228                           0                        1
## 2229                           0                        0
## 2230                           0                        0
## 2231                           0                        1
## 2233                           0                        1
## 2234                           0                        0
## 2235                           0                        1
## 2236                           0                        1
## 2237                           0                        1
## 2238                           0                        0
## 2239                           0                        0
## 2240                           0                        0
## 2242                           0                        0
## 2243                           0                        1
## 2244                           1                        0
## 2246                           0                        1
## 2248                           1                        0
## 2250                           1                        0
## 2251                           0                        0
## 2252                           0                        1
## 2253                           0                        1
## 2255                           0                        0
## 2256                           0                        1
## 2257                           0                        1
## 2258                           0                        0
## 2259                           1                        0
## 2260                           1                        0
## 2261                           0                        0
## 2262                           1                        0
## 2264                           1                        0
## 2265                           0                        0
## 2266                           0                        0
## 2268                           0                        0
## 2269                           0                        1
## 2270                           0                        0
## 2272                           0                        0
## 2274                           0                        0
## 2275                           0                        1
## 2276                           0                        1
## 2277                           0                        1
## 2278                           0                        1
## 2280                           0                        0
## 2282                           0                        1
## 2284                           0                        0
## 2286                           1                        0
## 2287                           0                        0
## 2288                           0                        1
## 2289                           1                        0
## 2290                           0                        0
## 2291                           0                        0
## 2292                           0                        0
## 2293                           0                        0
## 2294                           0                        1
## 2295                           0                        1
## 2296                           0                        1
## 2297                           0                        0
## 2298                           0                        0
## 2300                           0                        1
## 2301                           1                        0
## 2303                           0                        0
## 2304                           1                        0
## 2307                           0                        0
## 2308                           0                        0
## 2309                           0                        1
## 2310                           1                        0
## 2311                           1                        0
## 2312                           0                        0
## 2313                           0                        0
## 2315                           0                        0
## 2316                           0                        1
## 2318                           0                        1
## 2319                           0                        1
## 2320                           0                        0
## 2321                           0                        0
## 2322                           0                        1
## 2323                           0                        1
## 2324                           1                        0
## 2325                           0                        0
## 2326                           0                        0
## 2327                           0                        0
## 2328                           0                        1
## 2329                           1                        0
## 2330                           0                        1
## 2331                           0                        0
## 2332                           1                        0
## 2333                           1                        0
## 2334                           1                        0
## 2335                           0                        0
## 2336                           0                        1
## 2338                           1                        0
## 2339                           0                        0
## 2340                           0                        0
## 2341                           1                        0
## 2342                           0                        1
## 2343                           0                        0
## 2344                           1                        0
## 2345                           1                        0
## 2346                           0                        0
## 2347                           1                        0
## 2348                           1                        0
## 2349                           0                        0
## 2350                           0                        0
## 2351                           1                        0
## 2352                           0                        1
## 2354                           0                        0
## 2355                           1                        0
## 2356                           0                        1
## 2357                           0                        0
## 2358                           0                        0
## 2359                           0                        0
## 2360                           0                        0
## 2361                           1                        0
## 2362                           0                        0
## 2363                           0                        1
## 2364                           0                        1
## 2365                           0                        1
## 2366                           1                        0
## 2367                           0                        0
## 2368                           0                        1
## 2371                           1                        0
## 2372                           0                        0
## 2373                           0                        0
## 2374                           0                        0
## 2375                           1                        0
## 2376                           1                        0
## 2377                           0                        0
## 2378                           0                        1
## 2381                           0                        0
## 2382                           0                        0
## 2383                           0                        0
## 2387                           0                        0
## 2388                           0                        1
## 2389                           0                        0
## 2390                           0                        1
## 2391                           0                        0
## 2392                           0                        1
## 2393                           0                        0
## 2395                           1                        0
## 2396                           1                        0
## 2397                           0                        0
## 2398                           0                        0
## 2399                           1                        0
## 2401                           0                        0
## 2402                           0                        0
## 2404                           0                        0
## 2405                           0                        1
## 2406                           0                        0
## 2407                           0                        0
## 2408                           0                        0
## 2410                           1                        0
## 2411                           0                        1
## 2412                           1                        0
## 2413                           0                        0
## 2414                           1                        0
## 2415                           1                        0
## 2416                           0                        1
## 2418                           0                        0
## 2420                           1                        0
## 2421                           0                        0
## 2422                           0                        1
## 2424                           1                        0
## 2425                           0                        1
## 2426                           0                        0
## 2427                           0                        0
## 2428                           0                        0
## 2430                           0                        0
## 2432                           0                        1
## 2433                           0                        0
## 2434                           1                        0
## 2435                           1                        0
## 2436                           0                        1
## 2437                           0                        0
## 2438                           0                        0
## 2439                           0                        1
## 2440                           0                        0
## 2441                           0                        0
## 2442                           0                        1
## 2443                           0                        0
## 2444                           0                        0
## 2445                           1                        0
## 2447                           0                        0
## 2449                           0                        0
## 2450                           0                        0
## 2451                           0                        0
## 2452                           0                        0
## 2453                           0                        0
## 2454                           0                        1
## 2455                           0                        1
## 2456                           0                        0
## 2457                           1                        0
## 2458                           1                        0
## 2459                           1                        0
## 2460                           0                        0
## 2461                           1                        0
## 2462                           0                        0
## 2463                           0                        0
## 2464                           0                        0
## 2465                           0                        0
## 2466                           0                        1
## 2467                           0                        1
## 2468                           0                        1
## 2470                           0                        0
## 2471                           0                        0
## 2472                           0                        0
## 2473                           0                        0
## 2474                           0                        0
## 2475                           0                        1
## 2478                           0                        0
## 2479                           0                        0
## 2481                           0                        0
## 2482                           0                        0
## 2484                           0                        0
## 2485                           0                        0
## 2486                           0                        0
## 2487                           0                        1
## 2491                           0                        1
## 2492                           0                        1
## 2494                           0                        0
## 2495                           0                        0
## 2496                           0                        0
## 2497                           0                        0
## 2499                           1                        0
## 2500                           0                        0
## 2501                           1                        0
## 2502                           1                        0
## 2503                           0                        0
## 2504                           0                        1
## 2505                           1                        0
## 2506                           0                        0
## 2507                           1                        0
## 2508                           1                        0
## 2509                           0                        0
## 2510                           0                        0
## 2511                           1                        0
## 2512                           0                        0
## 2513                           1                        0
## 2514                           1                        0
## 2515                           0                        0
## 2516                           0                        0
## 2517                           0                        1
## 2518                           0                        0
## 2519                           0                        1
## 2521                           0                        1
## 2522                           0                        0
## 2523                           0                        0
## 2524                           1                        0
## 2525                           0                        1
## 2526                           0                        0
## 2527                           0                        1
## 2528                           1                        0
## 2529                           0                        1
## 2530                           0                        1
## 2531                           1                        0
## 2532                           1                        0
## 2533                           1                        0
## 2534                           0                        0
## 2535                           0                        1
## 2536                           0                        1
## 2537                           0                        1
## 2538                           0                        0
## 2539                           0                        0
## 2540                           0                        0
## 2541                           1                        0
## 2543                           0                        0
## 2544                           0                        1
## 2545                           0                        0
## 2546                           0                        0
## 2547                           1                        0
## 2548                           0                        0
## 2549                           0                        0
## 2550                           0                        0
## 2552                           0                        0
## 2553                           0                        0
## 2554                           0                        0
## 2555                           0                        0
## 2556                           0                        0
## 2557                           0                        1
## 2558                           1                        0
## 2559                           0                        0
## 2562                           1                        0
## 2563                           0                        0
## 2564                           0                        0
## 2565                           0                        1
## 2566                           0                        1
## 2567                           0                        0
## 2568                           1                        0
## 2569                           0                        0
## 2571                           1                        0
## 2572                           1                        0
## 2573                           0                        0
## 2574                           0                        0
## 2575                           0                        1
## 2576                           0                        0
## 2579                           1                        0
## 2580                           0                        1
## 2581                           0                        0
## 2582                           0                        0
## 2583                           0                        1
## 2584                           0                        0
## 2585                           0                        0
## 2587                           0                        0
## 2588                           0                        0
## 2589                           1                        0
## 2591                           1                        0
## 2592                           0                        1
## 2594                           0                        0
## 2595                           0                        1
## 2597                           1                        0
## 2599                           0                        0
## 2600                           1                        0
## 2601                           0                        0
## 2602                           0                        0
## 2603                           0                        0
## 2604                           0                        0
## 2605                           0                        0
## 2607                           0                        0
## 2608                           0                        1
## 2609                           0                        0
## 2610                           0                        1
## 2612                           1                        0
## 2614                           0                        0
## 2615                           0                        0
## 2616                           0                        0
## 2617                           0                        1
## 2620                           0                        0
## 2621                           0                        0
## 2622                           0                        0
## 2623                           0                        1
## 2624                           0                        0
## 2625                           0                        1
## 2627                           0                        0
## 2628                           0                        0
## 2631                           0                        0
## 2633                           0                        1
## 2634                           1                        0
## 2635                           0                        0
## 2636                           1                        0
## 2637                           0                        1
## 2638                           0                        0
## 2639                           0                        0
## 2640                           0                        1
## 2642                           0                        1
## 2644                           0                        0
## 2645                           0                        1
## 2646                           0                        1
## 2647                           0                        0
## 2648                           0                        0
## 2649                           0                        1
## 2650                           0                        0
## 2651                           0                        0
## 2652                           0                        0
## 2653                           0                        0
## 2654                           0                        0
## 2656                           0                        1
## 2657                           0                        0
## 2658                           0                        0
## 2659                           0                        1
## 2661                           0                        0
## 2663                           0                        1
## 2665                           0                        0
## 2666                           0                        0
## 2667                           0                        0
## 2668                           1                        0
## 2669                           1                        0
## 2671                           0                        0
## 2672                           0                        0
## 2674                           0                        0
## 2675                           0                        0
## 2676                           1                        0
## 2677                           0                        1
## 2678                           0                        0
## 2679                           0                        0
## 2682                           0                        0
## 2683                           0                        0
## 2685                           0                        1
## 2686                           0                        1
## 2687                           0                        0
## 2689                           1                        0
## 2690                           0                        1
## 2691                           0                        1
## 2692                           0                        0
## 2693                           1                        0
## 2694                           0                        0
## 2695                           0                        0
## 2696                           0                        0
## 2697                           0                        1
## 2699                           0                        0
## 2700                           0                        1
## 2701                           1                        0
## 2702                           0                        0
## 2703                           0                        0
## 2704                           0                        0
## 2705                           0                        0
## 2706                           0                        1
## 2709                           0                        0
## 2710                           1                        0
## 2711                           1                        0
## 2713                           1                        0
## 2714                           1                        0
## 2715                           0                        1
## 2716                           0                        0
## 2717                           0                        0
## 2718                           0                        0
## 2719                           0                        1
## 2720                           1                        0
## 2721                           0                        0
## 2722                           0                        0
## 2723                           1                        0
## 2726                           1                        0
## 2727                           0                        1
## 2728                           0                        1
## 2729                           0                        0
## 2730                           0                        0
## 2731                           1                        0
## 2732                           0                        0
## 2733                           0                        1
## 2735                           1                        0
## 2736                           0                        0
## 2738                           1                        0
## 2739                           0                        0
## 2740                           0                        1
## 2741                           0                        0
## 2742                           0                        0
## 2743                           0                        0
## 2744                           0                        0
## 2745                           1                        0
## 2746                           0                        0
## 2747                           0                        0
## 2748                           1                        0
## 2749                           0                        0
## 2750                           0                        0
## 2751                           0                        0
## 2754                           0                        0
## 2755                           1                        0
## 2756                           0                        1
## 2757                           0                        0
## 2758                           1                        0
## 2759                           0                        0
## 2761                           0                        0
## 2762                           0                        0
## 2763                           1                        0
## 2764                           0                        0
## 2766                           0                        0
## 2767                           0                        0
## 2768                           0                        1
## 2770                           0                        0
## 2773                           0                        0
## 2774                           0                        0
## 2775                           0                        0
## 2776                           0                        0
## 2777                           0                        0
## 2778                           1                        0
## 2779                           0                        0
## 2781                           0                        0
## 2782                           0                        0
## 2783                           0                        0
## 2784                           0                        1
## 2785                           0                        1
## 2786                           0                        0
## 2787                           1                        0
## 2789                           0                        0
## 2790                           0                        0
## 2791                           0                        0
## 2792                           1                        0
## 2794                           0                        0
## 2795                           1                        0
## 2796                           0                        0
## 2797                           0                        1
## 2798                           0                        0
## 2799                           1                        0
## 2800                           1                        0
## 2801                           1                        0
## 2802                           0                        0
## 2803                           0                        0
## 2806                           1                        0
## 2808                           0                        0
## 2809                           0                        0
## 2810                           1                        0
## 2812                           0                        0
## 2813                           0                        1
## 2814                           0                        1
## 2815                           0                        0
## 2816                           1                        0
## 2818                           0                        1
## 2819                           1                        0
## 2820                           0                        0
## 2821                           0                        0
## 2822                           0                        0
## 2823                           0                        0
## 2824                           0                        0
## 2825                           0                        0
## 2826                           0                        0
## 2828                           0                        1
## 2829                           1                        0
## 2831                           0                        1
## 2832                           0                        0
## 2835                           1                        0
## 2836                           0                        0
## 2837                           0                        0
## 2839                           0                        0
## 2840                           0                        0
## 2841                           0                        0
## 2842                           0                        0
## 2843                           1                        0
## 2844                           0                        1
## 2845                           0                        0
## 2846                           0                        0
## 2847                           0                        0
## 2848                           1                        0
## 2849                           1                        0
## 2850                           1                        0
## 2851                           0                        0
## 2852                           0                        0
## 2854                           0                        0
## 2855                           0                        1
## 2856                           0                        1
## 2858                           0                        0
## 2859                           0                        0
## 2862                           0                        0
## 2864                           0                        0
## 2865                           0                        0
## 2866                           0                        0
## 2867                           0                        0
## 2868                           0                        0
## 2869                           1                        0
## 2870                           0                        1
## 2871                           0                        0
## 2872                           0                        1
## 2874                           1                        0
## 2875                           0                        0
## 2876                           1                        0
## 2877                           0                        0
## 2878                           0                        0
## 2879                           0                        0
## 2881                           0                        1
## 2882                           1                        0
## 2883                           0                        0
## 2884                           0                        0
## 2885                           0                        0
## 2886                           1                        0
## 2887                           0                        0
## 2888                           0                        0
## 2889                           0                        0
## 2890                           0                        1
## 2893                           1                        0
## 2894                           0                        0
## 2895                           1                        0
## 2896                           0                        0
## 2897                           0                        0
## 2901                           0                        0
## 2902                           0                        0
## 2903                           0                        0
## 2904                           0                        0
## 2905                           0                        0
## 2906                           0                        1
## 2907                           1                        0
## 2908                           0                        0
## 2909                           0                        1
## 2910                           1                        0
## 2911                           1                        0
## 2912                           0                        1
## 2914                           0                        0
## 2916                           0                        0
## 2918                           0                        0
## 2920                           0                        0
## 2921                           0                        0
## 2922                           0                        0
## 2923                           0                        0
## 2925                           0                        0
## 2926                           0                        0
## 2928                           0                        0
## 2929                           1                        0
## 2930                           1                        0
## 2931                           1                        0
## 2932                           0                        0
## 2933                           0                        0
## 2935                           0                        0
## 2936                           0                        0
## 2937                           0                        1
## 2938                           0                        0
## 2939                           0                        0
## 2941                           0                        0
## 2944                           0                        0
## 2946                           0                        0
## 2947                           0                        0
## 2948                           0                        1
## 2949                           1                        0
## 2950                           0                        0
## 2952                           0                        0
## 2954                           0                        1
## 2955                           0                        0
## 2957                           0                        0
## 2959                           0                        1
## 2960                           0                        0
## 2962                           0                        0
## 2963                           0                        0
## 2964                           0                        0
## 2965                           0                        0
## 2966                           0                        0
## 2968                           0                        1
## 2969                           0                        0
## 2970                           0                        1
## 2971                           0                        0
## 2972                           0                        1
## 2973                           0                        0
## 2974                           0                        0
## 2975                           0                        0
## 2978                           0                        1
## 2979                           0                        1
## 2980                           0                        0
## 2981                           0                        0
## 2982                           0                        1
## 2983                           0                        0
## 2985                           0                        0
## 2986                           0                        0
## 2988                           0                        0
## 2990                           0                        1
## 2992                           0                        0
## 2993                           0                        0
## 2994                           0                        0
## 2995                           0                        0
## 2996                           0                        0
## 2997                           0                        0
## 2998                           0                        0
## 2999                           0                        0
## 3001                           0                        0
## 3002                           0                        0
## 3003                           0                        0
## 3004                           0                        0
## 3006                           0                        0
## 3007                           0                        0
## 3009                           0                        1
## 3010                           0                        0
## 3011                           0                        0
## 3013                           0                        0
## 3014                           0                        1
## 3017                           0                        0
## 3018                           0                        0
## 3020                           0                        0
## 3021                           0                        0
## 3024                           0                        0
## 3026                           0                        0
## 3027                           0                        0
## 3028                           0                        1
## 3029                           1                        0
## 3030                           0                        0
## 3031                           0                        0
## 3034                           0                        0
## 3036                           0                        1
## 3037                           0                        0
## 3039                           0                        0
## 3040                           0                        0
## 3043                           1                        0
## 3044                           0                        0
## 3045                           0                        0
## 3047                           1                        0
## 3048                           0                        0
## 3050                           1                        0
## 3051                           0                        1
## 3052                           0                        1
## 3053                           0                        0
## 3054                           0                        0
## 3055                           0                        0
## 3056                           0                        1
## 3057                           0                        0
## 3058                           0                        0
## 3059                           0                        0
## 3060                           0                        0
## 3061                           0                        0
## 3062                           0                        0
## 3064                           0                        1
## 3065                           0                        0
## 3067                           0                        0
## 3068                           0                        0
## 3069                           1                        0
## 3070                           0                        1
## 3072                           0                        0
## 3075                           1                        0
## 3076                           0                        0
## 3077                           0                        0
## 3078                           0                        1
## 3081                           1                        0
## 3082                           1                        0
## 3083                           0                        0
## 3085                           0                        1
## 3086                           0                        0
## 3087                           1                        0
## 3089                           0                        1
## 3091                           0                        0
## 3092                           0                        1
## 3093                           0                        0
## 3094                           0                        0
## 3095                           0                        0
## 3097                           1                        0
## 3098                           0                        0
## 3099                           0                        0
## 3100                           0                        0
## 3101                           1                        0
## 3102                           0                        1
## 3103                           1                        0
## 3104                           0                        1
## 3105                           1                        0
## 3106                           0                        0
## 3107                           0                        0
## 3108                           1                        0
## 3109                           0                        0
## 3110                           1                        0
## 3112                           0                        1
## 3113                           0                        0
## 3114                           0                        1
## 3115                           0                        1
## 3116                           0                        1
## 3117                           0                        0
## 3118                           1                        0
## 3119                           0                        1
## 3120                           1                        0
## 3121                           0                        0
## 3122                           0                        1
## 3124                           0                        1
## 3125                           1                        0
## 3126                           1                        0
## 3128                           0                        0
## 3129                           1                        0
## 3130                           1                        0
## 3131                           0                        0
## 3132                           0                        0
## 3133                           1                        0
## 3134                           0                        0
## 3135                           1                        0
## 3136                           0                        0
## 3137                           0                        1
## 3138                           0                        0
## 3139                           0                        0
## 3140                           0                        0
## 3141                           1                        0
## 3142                           0                        0
## 3143                           0                        0
## 3145                           0                        0
## 3147                           0                        0
## 3148                           1                        0
## 3149                           0                        0
## 3150                           0                        0
## 3151                           0                        0
## 3153                           0                        0
## 3155                           0                        0
## 3156                           1                        0
## 3157                           0                        0
## 3158                           0                        0
## 3159                           0                        0
## 3160                           0                        0
## 3161                           0                        0
## 3162                           1                        0
## 3163                           0                        0
## 3164                           0                        0
## 3165                           0                        0
## 3166                           0                        0
## 3167                           0                        1
## 3168                           0                        0
## 3169                           0                        0
## 3170                           0                        1
## 3171                           1                        0
## 3172                           0                        0
## 3173                           0                        0
## 3174                           0                        0
## 3178                           0                        1
## 3179                           0                        0
## 3180                           0                        1
## 3182                           0                        1
## 3183                           0                        0
## 3184                           0                        0
## 3185                           0                        0
## 3186                           1                        0
## 3187                           0                        1
## 3188                           1                        0
## 3189                           0                        0
## 3190                           0                        1
## 3192                           0                        0
## 3194                           1                        0
## 3196                           0                        0
## 3197                           0                        0
## 3198                           0                        0
## 3200                           1                        0
## 3201                           1                        0
## 3202                           0                        0
## 3203                           0                        1
## 3205                           0                        0
## 3206                           0                        0
## 3207                           0                        1
## 3209                           0                        1
## 3210                           1                        0
## 3211                           0                        0
## 3212                           0                        0
## 3213                           0                        0
## 3215                           0                        0
## 3217                           0                        0
## 3218                           1                        0
## 3219                           0                        1
## 3220                           0                        0
## 3221                           0                        0
## 3222                           0                        0
## 3223                           0                        0
## 3224                           0                        0
## 3225                           0                        0
## 3226                           0                        0
## 3227                           0                        0
## 3228                           0                        0
## 3229                           0                        0
## 3230                           0                        0
## 3231                           0                        1
## 3232                           0                        0
## 3234                           0                        1
## 3235                           0                        0
## 3236                           1                        0
## 3237                           0                        0
## 3239                           0                        0
## 3241                           0                        0
## 3243                           1                        0
## 3244                           0                        0
## 3245                           0                        0
## 3247                           1                        0
## 3249                           0                        1
## 3250                           0                        0
## 3251                           0                        1
## 3252                           1                        0
## 3253                           0                        0
## 3254                           0                        0
## 3255                           0                        1
## 3256                           0                        0
## 3257                           0                        1
## 3258                           0                        0
## 3259                           1                        0
## 3260                           0                        0
## 3261                           0                        0
## 3262                           1                        0
## 3263                           0                        0
## 3265                           0                        1
## 3267                           0                        0
## 3268                           0                        0
## 3269                           0                        0
## 3270                           0                        0
## 3271                           0                        0
## 3272                           0                        0
## 3273                           0                        0
## 3274                           1                        0
## 3276                           0                        0
## 3277                           0                        0
## 3278                           1                        0
## 3279                           0                        1
## 3282                           0                        0
## 3283                           0                        0
## 3284                           0                        0
## 3285                           1                        0
## 3286                           0                        0
## 3287                           0                        0
## 3290                           0                        0
## 3291                           1                        0
## 3292                           0                        1
## 3295                           0                        1
## 3297                           0                        0
## 3298                           0                        0
## 3299                           1                        0
## 3300                           0                        0
## 3302                           0                        0
## 3304                           0                        0
## 3306                           0                        0
## 3308                           0                        0
## 3310                           0                        0
## 3311                           1                        0
## 3312                           1                        0
## 3314                           0                        0
## 3316                           0                        1
## 3318                           0                        0
## 3319                           0                        0
## 3320                           0                        0
## 3321                           0                        0
## 3322                           0                        1
## 3323                           0                        0
## 3324                           0                        0
## 3325                           0                        0
## 3326                           0                        0
## 3328                           1                        0
## 3330                           0                        0
## 3331                           0                        0
## 3332                           0                        0
## 3334                           0                        1
## 3335                           0                        1
## 3336                           0                        0
## 3337                           0                        1
## 3338                           1                        0
## 3339                           0                        0
## 3340                           0                        0
## 3341                           0                        0
## 3342                           0                        0
## 3343                           0                        0
## 3344                           0                        0
## 3345                           0                        0
## 3347                           0                        0
## 3348                           0                        1
## 3349                           1                        0
## 3350                           0                        1
## 3351                           0                        0
## 3355                           0                        0
## 3356                           0                        1
## 3357                           0                        0
## 3359                           0                        0
## 3360                           0                        0
## 3361                           0                        0
## 3362                           0                        0
## 3363                           0                        0
## 3365                           1                        0
## 3366                           0                        0
## 3367                           1                        0
## 3368                           0                        0
## 3369                           0                        0
## 3370                           1                        0
## 3371                           0                        0
## 3372                           0                        1
## 3376                           1                        0
## 3379                           0                        0
## 3380                           0                        0
## 3381                           0                        0
## 3382                           0                        0
## 3383                           0                        0
## 3385                           0                        1
## 3387                           0                        0
## 3388                           1                        0
## 3389                           0                        0
## 3390                           1                        0
## 3391                           0                        1
## 3392                           0                        0
## 3393                           0                        1
## 3394                           0                        1
## 3396                           1                        0
## 3397                           0                        0
## 3398                           0                        1
## 3401                           0                        0
## 3403                           0                        1
## 3404                           0                        0
## 3406                           0                        0
## 3407                           0                        0
## 3408                           0                        1
## 3409                           0                        0
## 3410                           0                        0
## 3411                           0                        0
## 3412                           1                        0
## 3414                           0                        0
## 3415                           1                        0
## 3416                           1                        0
## 3417                           1                        0
## 3418                           0                        0
## 3419                           0                        0
## 3420                           1                        0
## 3421                           0                        0
## 3422                           0                        0
## 3424                           1                        0
## 3425                           0                        0
## 3426                           0                        0
## 3427                           0                        1
## 3428                           0                        0
## 3430                           0                        1
## 3431                           1                        0
## 3432                           0                        1
## 3433                           0                        0
## 3434                           1                        0
## 3435                           0                        1
## 3437                           0                        1
## 3438                           0                        1
## 3439                           0                        0
## 3440                           0                        0
## 3441                           0                        0
## 3443                           0                        1
## 3444                           0                        1
## 3447                           0                        0
## 3448                           0                        0
## 3449                           0                        0
## 3450                           0                        0
## 3451                           0                        0
## 3452                           0                        0
## 3453                           1                        0
## 3454                           0                        0
## 3455                           0                        1
## 3456                           0                        0
## 3457                           0                        0
## 3459                           1                        0
## 3460                           0                        0
## 3461                           0                        1
## 3462                           0                        0
## 3463                           0                        0
## 3464                           0                        0
## 3465                           0                        1
## 3466                           0                        0
## 3467                           0                        0
## 3468                           1                        0
## 3469                           0                        0
## 3470                           0                        0
## 3471                           0                        0
## 3472                           0                        0
## 3473                           0                        0
## 3474                           0                        0
## 3476                           0                        0
## 3480                           0                        1
## 3481                           1                        0
## 3483                           0                        0
## 3484                           0                        1
## 3485                           0                        0
## 3486                           0                        0
## 3487                           0                        0
## 3488                           1                        0
## 3489                           1                        0
## 3490                           0                        0
## 3491                           1                        0
## 3492                           0                        0
## 3493                           0                        0
## 3494                           0                        0
## 3495                           0                        0
## 3496                           0                        0
## 3497                           0                        0
## 3499                           1                        0
## 3501                           0                        0
## 3502                           0                        0
## 3503                           1                        0
## 3505                           0                        0
## 3506                           0                        0
## 3507                           1                        0
## 3508                           1                        0
## 3509                           0                        0
## 3510                           0                        1
## 3512                           1                        0
## 3513                           0                        0
## 3514                           0                        0
## 3515                           0                        0
## 3516                           0                        0
## 3517                           0                        1
## 3518                           0                        1
## 3519                           0                        1
## 3520                           0                        0
## 3521                           0                        0
## 3522                           1                        0
## 3523                           0                        0
## 3524                           0                        0
## 3525                           0                        0
## 3526                           0                        1
## 3527                           0                        0
## 3528                           0                        0
## 3529                           1                        0
## 3530                           0                        1
## 3531                           0                        0
## 3532                           0                        0
## 3533                           0                        1
## 3534                           0                        0
## 3537                           0                        1
## 3538                           1                        0
## 3540                           0                        0
## 3542                           0                        1
## 3543                           0                        1
## 3545                           0                        0
## 3546                           0                        0
## 3547                           1                        0
## 3549                           0                        0
## 3550                           0                        0
## 3551                           0                        0
## 3552                           1                        0
## 3553                           1                        0
## 3554                           0                        1
## 3555                           0                        0
## 3556                           0                        0
## 3557                           0                        0
## 3559                           0                        1
## 3560                           0                        0
## 3561                           0                        0
## 3562                           0                        1
## 3563                           1                        0
## 3567                           0                        0
## 3569                           0                        0
## 3572                           0                        0
## 3573                           0                        0
## 3574                           0                        0
## 3577                           0                        0
## 3578                           0                        0
## 3580                           0                        0
## 3581                           0                        0
## 3582                           0                        1
## 3583                           0                        1
## 3584                           1                        0
## 3585                           1                        0
## 3586                           0                        0
## 3588                           0                        0
## 3589                           0                        0
## 3590                           1                        0
## 3591                           0                        0
## 3592                           0                        1
## 3593                           0                        0
## 3594                           0                        0
## 3595                           0                        0
## 3596                           0                        1
## 3597                           1                        0
## 3598                           0                        0
## 3599                           0                        0
## 3600                           0                        0
## 3602                           0                        0
## 3604                           0                        0
## 3605                           1                        0
## 3606                           0                        1
## 3607                           0                        0
## 3608                           1                        0
## 3609                           1                        0
## 3610                           0                        0
## 3611                           0                        1
## 3613                           0                        0
## 3614                           1                        0
## 3615                           0                        0
## 3617                           0                        1
## 3618                           1                        0
## 3619                           0                        1
## 3620                           0                        1
## 3622                           0                        0
## 3623                           0                        0
## 3624                           0                        0
## 3626                           0                        0
## 3627                           0                        0
## 3628                           0                        0
## 3629                           1                        0
## 3630                           0                        0
## 3631                           0                        1
## 3633                           0                        1
## 3634                           0                        1
## 3636                           1                        0
## 3637                           0                        0
## 3638                           0                        1
## 3640                           0                        0
## 3641                           0                        0
## 3643                           0                        0
## 3644                           0                        1
## 3645                           0                        0
## 3647                           0                        0
## 3649                           0                        1
## 3651                           0                        0
## 3652                           1                        0
## 3655                           0                        1
## 3656                           0                        1
## 3658                           0                        0
## 3659                           0                        0
## 3661                           1                        0
## 3662                           0                        0
## 3663                           1                        0
## 3664                           0                        0
## 3665                           1                        0
## 3666                           0                        0
## 3667                           0                        1
## 3668                           0                        0
## 3669                           0                        0
## 3670                           0                        0
## 3671                           0                        0
## 3672                           0                        0
## 3673                           0                        0
## 3674                           0                        0
## 3675                           0                        0
## 3676                           0                        0
## 3677                           0                        0
## 3678                           1                        0
## 3679                           0                        1
## 3680                           1                        0
## 3681                           0                        0
## 3682                           1                        0
## 3684                           0                        0
## 3685                           0                        1
## 3686                           1                        0
## 3687                           1                        0
## 3689                           0                        1
## 3690                           0                        0
## 3691                           0                        0
## 3693                           0                        0
## 3694                           1                        0
## 3695                           0                        0
## 3698                           0                        0
## 3699                           0                        1
## 3700                           0                        1
## 3701                           0                        0
## 3704                           0                        0
## 3706                           1                        0
## 3707                           0                        0
## 3708                           0                        0
## 3709                           1                        0
## 3710                           0                        0
## 3711                           0                        0
## 3712                           1                        0
## 3713                           0                        0
## 3714                           0                        1
## 3715                           0                        1
## 3716                           0                        0
## 3718                           0                        0
## 3719                           1                        0
## 3721                           0                        1
## 3722                           0                        0
## 3723                           1                        0
## 3724                           0                        1
## 3726                           0                        0
## 3731                           1                        0
## 3732                           0                        0
## 3733                           0                        0
## 3734                           0                        0
## 3736                           0                        1
## 3738                           0                        0
## 3739                           1                        0
## 3740                           0                        0
## 3742                           0                        0
## 3743                           0                        1
## 3744                           0                        0
## 3745                           0                        0
## 3746                           1                        0
## 3748                           0                        0
## 3749                           0                        0
## 3750                           0                        0
## 3751                           0                        0
## 3753                           1                        0
## 3754                           0                        1
## 3755                           0                        1
## 3757                           0                        0
## 3760                           0                        0
## 3761                           0                        0
## 3762                           0                        1
## 3763                           0                        1
## 3764                           0                        0
## 3766                           0                        0
## 3767                           0                        0
## 3768                           0                        0
## 3770                           0                        0
## 3771                           0                        0
## 3773                           1                        0
## 3775                           0                        1
## 3776                           0                        0
## 3777                           0                        0
## 3778                           0                        0
## 3780                           0                        0
## 3781                           1                        0
## 3782                           0                        0
## 3784                           0                        0
## 3785                           0                        1
## 3786                           0                        0
## 3787                           0                        0
## 3788                           0                        0
## 3789                           0                        0
## 3790                           0                        0
## 3791                           0                        0
## 3792                           0                        0
## 3793                           0                        0
## 3794                           0                        1
## 3795                           0                        1
## 3796                           0                        0
## 3797                           0                        0
## 3799                           0                        0
## 3800                           0                        0
## 3802                           0                        0
## 3803                           0                        0
## 3804                           0                        1
## 3807                           1                        0
## 3808                           0                        0
## 3810                           0                        0
## 3811                           1                        0
## 3812                           0                        0
## 3813                           0                        1
## 3814                           1                        0
## 3815                           0                        1
## 3816                           0                        0
## 3817                           0                        0
## 3818                           1                        0
## 3819                           0                        0
## 3820                           0                        0
## 3821                           0                        0
## 3822                           1                        0
## 3823                           0                        0
## 3824                           0                        0
## 3825                           0                        0
## 3826                           0                        1
## 3827                           1                        0
## 3829                           0                        0
## 3830                           1                        0
## 3831                           0                        0
## 3832                           1                        0
## 3833                           0                        0
## 3835                           0                        0
## 3836                           0                        1
## 3837                           0                        0
## 3838                           0                        1
## 3839                           0                        0
## 3841                           0                        1
## 3842                           0                        0
## 3843                           1                        0
## 3845                           0                        0
## 3846                           1                        0
## 3850                           0                        0
## 3851                           1                        0
## 3852                           1                        0
## 3853                           1                        0
## 3854                           0                        1
## 3855                           0                        0
## 3856                           0                        0
## 3858                           0                        0
## 3859                           0                        0
## 3860                           0                        0
## 3861                           0                        1
## 3862                           1                        0
## 3863                           0                        0
## 3864                           0                        0
## 3865                           1                        0
## 3866                           0                        0
## 3867                           1                        0
## 3869                           0                        0
## 3870                           0                        0
## 3872                           1                        0
## 3874                           0                        1
## 3875                           1                        0
## 3876                           0                        1
## 3877                           0                        0
## 3879                           0                        0
## 3880                           1                        0
## 3881                           0                        0
## 3883                           0                        1
## 3887                           0                        0
## 3888                           0                        0
## 3889                           1                        0
## 3894                           0                        0
## 3895                           1                        0
## 3896                           0                        0
## 3897                           0                        0
## 3898                           0                        0
## 3899                           0                        1
## 3900                           0                        0
## 3901                           0                        0
## 3902                           1                        0
## 3903                           0                        1
## 3904                           0                        0
## 3905                           0                        0
## 3906                           0                        1
## 3907                           0                        1
## 3908                           0                        0
## 3909                           0                        1
## 3910                           0                        0
## 3911                           0                        0
## 3913                           1                        0
## 3914                           0                        1
## 3915                           0                        0
## 3916                           0                        1
## 3917                           0                        0
## 3919                           0                        0
## 3920                           0                        0
## 3921                           0                        1
## 3923                           1                        0
## 3924                           0                        0
## 3925                           0                        0
## 3926                           0                        0
## 3927                           0                        1
## 3928                           0                        0
## 3930                           1                        0
## 3931                           0                        1
## 3932                           0                        0
## 3933                           0                        0
## 3934                           1                        0
## 3935                           1                        0
## 3940                           0                        0
## 3942                           1                        0
## 3944                           0                        0
## 3945                           0                        0
## 3946                           0                        1
## 3947                           0                        0
## 3948                           0                        0
## 3949                           0                        0
## 3952                           1                        0
## 3953                           1                        0
## 3954                           0                        0
## 3955                           0                        0
## 3956                           0                        0
## 3958                           0                        1
## 3959                           0                        0
## 3960                           0                        1
## 3961                           0                        0
## 3962                           1                        0
## 3963                           0                        1
## 3964                           0                        1
## 3966                           1                        0
## 3967                           0                        1
## 3968                           0                        0
## 3969                           0                        1
## 3970                           0                        0
## 3971                           0                        1
## 3972                           0                        0
## 3974                           0                        0
## 3975                           0                        0
## 3976                           0                        0
## 3977                           0                        0
## 3978                           1                        0
## 3979                           1                        0
## 3980                           0                        0
## 3981                           0                        0
## 3982                           0                        1
## 3983                           0                        0
## 3985                           0                        0
## 3987                           0                        0
## 3988                           0                        1
## 3989                           1                        0
## 3990                           0                        0
## 3991                           0                        1
## 3993                           0                        0
## 3995                           1                        0
## 3996                           1                        0
## 3997                           0                        0
## 3998                           1                        0
## 4000                           0                        1
## 4001                           1                        0
## 4002                           0                        0
## 4003                           1                        0
## 4006                           0                        0
## 4007                           0                        0
## 4009                           0                        0
## 4010                           0                        0
## 4011                           0                        0
## 4012                           0                        0
## 4013                           0                        0
## 4014                           0                        1
## 4015                           0                        0
## 4016                           0                        0
## 4017                           1                        0
## 4018                           1                        0
## 4019                           1                        0
## 4021                           0                        0
## 4022                           0                        1
## 4023                           1                        0
## 4025                           1                        0
## 4026                           0                        0
## 4027                           0                        0
## 4028                           1                        0
## 4029                           1                        0
## 4030                           0                        0
## 4031                           0                        0
## 4032                           0                        0
## 4034                           0                        0
## 4036                           0                        0
## 4037                           0                        1
## 4039                           0                        1
## 4040                           0                        0
## 4041                           0                        1
## 4042                           0                        0
## 4043                           0                        0
## 4044                           0                        0
## 4045                           0                        1
## 4046                           0                        0
## 4047                           1                        0
## 4048                           0                        0
## 4049                           1                        0
## 4050                           0                        0
## 4051                           0                        0
## 4052                           0                        0
## 4053                           0                        0
## 4055                           1                        0
## 4056                           0                        0
## 4057                           0                        0
## 4058                           0                        0
## 4059                           0                        0
## 4060                           1                        0
## 4061                           1                        0
## 4064                           0                        0
## 4065                           0                        0
## 4066                           0                        0
## 4067                           0                        0
## 4068                           0                        0
## 4070                           0                        1
## 4071                           0                        0
## 4072                           1                        0
## 4073                           0                        1
## 4075                           0                        0
## 4076                           0                        0
## 4077                           0                        0
## 4078                           0                        0
## 4079                           0                        1
## 4080                           0                        1
## 4081                           0                        0
## 4082                           0                        0
## 4083                           0                        0
## 4084                           0                        0
## 4085                           0                        1
## 4087                           0                        1
## 4088                           0                        0
## 4089                           0                        0
## 4090                           1                        0
## 4092                           0                        0
## 4094                           0                        0
## 4095                           1                        0
## 4096                           0                        0
## 4097                           0                        1
## 4098                           1                        0
## 4099                           0                        1
## 4100                           0                        0
## 4101                           0                        1
## 4103                           0                        0
## 4106                           1                        0
## 4108                           0                        0
## 4109                           1                        0
## 4110                           1                        0
## 4111                           0                        1
## 4113                           0                        0
## 4114                           1                        0
## 4116                           0                        1
## 4118                           0                        0
## 4119                           0                        1
## 4121                           0                        0
## 4122                           0                        0
## 4123                           0                        0
## 4125                           0                        0
## 4126                           0                        0
## 4127                           0                        0
## 4128                           0                        1
## 4129                           0                        1
## 4131                           0                        1
## 4132                           0                        0
## 4134                           1                        0
## 4136                           0                        1
## 4138                           0                        0
## 4139                           1                        0
## 4140                           0                        0
## 4141                           1                        0
## 4142                           0                        1
## 4146                           1                        0
## 4147                           0                        0
## 4148                           0                        0
## 4149                           0                        1
## 4151                           0                        1
## 4152                           0                        0
## 4154                           1                        0
## 4156                           1                        0
## 4157                           0                        1
## 4158                           0                        1
## 4161                           1                        0
## 4162                           0                        0
## 4163                           0                        0
## 4165                           0                        0
## 4166                           0                        0
## 4167                           0                        0
## 4168                           0                        1
## 4169                           0                        0
## 4171                           0                        0
## 4172                           0                        0
## 4173                           0                        1
## 4174                           0                        0
## 4175                           0                        0
## 4176                           0                        0
## 4177                           0                        0
## 4180                           0                        0
## 4181                           1                        0
## 4182                           0                        0
## 4183                           0                        1
## 4184                           0                        1
## 4186                           1                        0
## 4187                           0                        1
## 4188                           0                        1
## 4189                           0                        0
## 4190                           0                        0
## 4191                           0                        0
## 4192                           0                        0
## 4193                           0                        0
## 4194                           0                        1
## 4195                           1                        0
## 4197                           0                        0
## 4199                           0                        1
## 4200                           0                        1
## 4201                           0                        0
## 4202                           0                        1
## 4204                           0                        0
## 4205                           0                        1
## 4206                           0                        0
## 4207                           1                        0
## 4209                           0                        0
## 4213                           0                        0
## 4215                           0                        1
## 4216                           0                        1
## 4217                           0                        0
## 4218                           0                        0
## 4219                           0                        0
## 4220                           0                        0
## 4221                           1                        0
## 4222                           0                        0
## 4223                           0                        1
## 4225                           1                        0
## 4226                           0                        0
## 4228                           0                        0
## 4229                           0                        0
## 4230                           0                        1
## 4231                           0                        0
## 4232                           0                        0
## 4234                           0                        0
## 4235                           0                        0
## 4237                           0                        1
## 4238                           0                        1
## 4239                           0                        0
## 4240                           0                        0
## 4241                           0                        1
## 4242                           0                        0
## 4243                           0                        0
## 4244                           0                        1
## 4245                           0                        0
## 4246                           0                        0
## 4248                           0                        0
## 4249                           0                        0
## 4250                           1                        0
## 4251                           0                        0
## 4252                           0                        0
## 4254                           0                        0
## 4256                           1                        0
## 4258                           0                        0
## 4259                           0                        1
## 4260                           0                        0
## 4261                           1                        0
## 4262                           0                        0
## 4263                           0                        1
## 4264                           0                        0
## 4265                           0                        0
## 4266                           0                        1
## 4267                           0                        1
## 4268                           1                        0
## 4269                           0                        0
## 4270                           0                        0
## 4271                           0                        0
## 4273                           1                        0
## 4275                           0                        0
## 4276                           1                        0
## 4277                           0                        0
## 4279                           0                        1
## 4281                           0                        1
## 4282                           0                        0
## 4283                           0                        0
## 4284                           0                        0
## 4286                           0                        0
## 4288                           0                        1
## 4289                           1                        0
## 4290                           0                        0
## 4291                           0                        0
## 4292                           0                        0
## 4293                           1                        0
## 4294                           1                        0
## 4295                           0                        0
## 4296                           0                        0
## 4297                           0                        0
## 4298                           0                        1
## 4299                           0                        0
## 4301                           0                        0
## 4302                           0                        0
## 4304                           1                        0
## 4305                           0                        1
## 4306                           0                        1
## 4307                           0                        0
## 4308                           0                        0
## 4309                           0                        0
## 4310                           0                        0
## 4311                           0                        1
## 4312                           1                        0
## 4314                           0                        0
## 4317                           0                        0
## 4318                           0                        0
## 4319                           0                        1
## 4320                           0                        0
## 4321                           0                        0
## 4322                           0                        0
## 4324                           0                        0
## 4325                           1                        0
## 4326                           1                        0
## 4327                           0                        1
## 4328                           0                        0
## 4329                           0                        0
## 4330                           1                        0
## 4331                           0                        1
## 4333                           0                        1
## 4335                           0                        0
## 4337                           0                        0
## 4338                           0                        0
## 4339                           0                        1
## 4341                           0                        0
## 4343                           0                        0
## 4344                           0                        1
## 4345                           0                        0
## 4346                           0                        0
## 4347                           0                        0
## 4348                           1                        0
## 4349                           0                        0
## 4350                           0                        0
## 4351                           0                        1
## 4355                           0                        0
## 4356                           0                        1
## 4357                           1                        0
## 4358                           0                        1
## 4359                           0                        1
## 4360                           0                        0
## 4361                           0                        1
## 4362                           0                        0
## 4363                           0                        0
## 4364                           0                        0
## 4365                           1                        0
## 4367                           0                        0
## 4368                           1                        0
## 4369                           1                        0
## 4370                           0                        0
## 4371                           0                        1
## 4373                           1                        0
## 4374                           0                        1
## 4376                           0                        1
## 4378                           0                        0
## 4382                           1                        0
## 4383                           0                        0
## 4386                           0                        0
## 4387                           0                        0
## 4388                           0                        0
## 4389                           0                        0
## 4390                           1                        0
## 4391                           0                        1
## 4392                           1                        0
## 4393                           0                        0
## 4395                           0                        1
## 4396                           1                        0
## 4397                           0                        0
## 4398                           0                        1
## 4399                           0                        1
## 4401                           1                        0
## 4402                           0                        1
## 4403                           1                        0
## 4405                           1                        0
## 4406                           0                        0
## 4407                           0                        0
## 4408                           0                        1
## 4409                           1                        0
## 4410                           0                        0
## 4411                           0                        1
## 4412                           0                        1
## 4413                           0                        1
## 4414                           0                        0
## 4415                           1                        0
## 4416                           0                        1
## 4417                           0                        0
## 4418                           0                        0
## 4419                           0                        1
## 4420                           0                        1
## 4421                           0                        0
## 4422                           1                        0
## 4423                           1                        0
## 4424                           0                        0
## 4425                           0                        0
## 4426                           0                        0
## 4427                           0                        0
## 4428                           1                        0
## 4429                           0                        0
## 4431                           0                        0
## 4432                           0                        1
## 4433                           0                        0
## 4434                           0                        0
## 4435                           0                        0
## 4436                           0                        0
## 4437                           0                        0
## 4438                           0                        1
## 4439                           0                        0
## 4440                           0                        0
## 4441                           0                        0
## 4442                           0                        0
## 4443                           0                        1
## 4446                           0                        0
## 4447                           0                        0
## 4448                           0                        0
## 4449                           0                        1
## 4450                           1                        0
## 4452                           0                        1
## 4453                           0                        0
## 4454                           0                        0
## 4455                           0                        0
## 4456                           0                        0
## 4457                           1                        0
## 4458                           0                        0
## 4459                           0                        0
## 4461                           0                        1
## 4464                           1                        0
## 4465                           0                        1
## 4466                           1                        0
## 4469                           0                        0
## 4470                           1                        0
## 4471                           0                        0
## 4472                           0                        0
## 4473                           0                        0
## 4475                           0                        0
## 4476                           0                        1
## 4478                           1                        0
## 4479                           0                        0
## 4480                           0                        1
## 4483                           1                        0
## 4484                           0                        1
## 4485                           1                        0
## 4486                           0                        1
## 4489                           0                        1
## 4490                           0                        0
## 4492                           0                        0
## 4493                           0                        1
## 4494                           0                        1
## 4495                           0                        0
## 4496                           0                        0
## 4498                           0                        0
## 4500                           1                        0
## 4501                           0                        0
## 4502                           0                        0
## 4503                           0                        1
## 4504                           0                        0
## 4506                           0                        1
## 4507                           0                        0
## 4508                           1                        0
## 4510                           0                        0
## 4511                           0                        0
## 4512                           1                        0
## 4513                           1                        0
## 4514                           0                        0
## 4515                           0                        1
## 4516                           0                        0
## 4517                           0                        0
## 4518                           0                        1
## 4521                           0                        1
## 4523                           0                        0
## 4525                           0                        0
## 4526                           1                        0
## 4527                           0                        1
## 4528                           0                        0
## 4531                           0                        0
## 4532                           0                        0
## 4533                           1                        0
## 4534                           0                        0
## 4535                           0                        0
## 4536                           1                        0
## 4538                           1                        0
## 4539                           0                        0
## 4540                           0                        0
## 4541                           0                        0
## 4542                           0                        1
## 4543                           1                        0
## 4544                           0                        1
## 4545                           0                        1
## 4546                           1                        0
## 4547                           1                        0
## 4548                           0                        0
## 4549                           0                        0
## 4550                           0                        1
## 4552                           1                        0
## 4553                           0                        0
## 4554                           0                        0
## 4555                           1                        0
## 4556                           1                        0
## 4560                           0                        0
## 4561                           0                        0
## 4562                           0                        1
## 4563                           0                        0
## 4564                           1                        0
## 4565                           0                        0
## 4566                           0                        0
## 4569                           0                        0
## 4570                           0                        0
## 4571                           0                        0
## 4572                           0                        0
## 4573                           0                        1
## 4574                           0                        0
## 4575                           0                        1
## 4576                           0                        0
## 4577                           0                        1
## 4578                           0                        0
## 4579                           1                        0
## 4580                           0                        1
## 4581                           0                        1
## 4582                           0                        0
## 4585                           0                        0
## 4586                           1                        0
## 4587                           0                        0
## 4588                           1                        0
## 4589                           0                        1
## 4590                           0                        0
## 4591                           0                        0
## 4592                           1                        0
## 4593                           0                        0
## 4594                           1                        0
## 4595                           0                        0
## 4596                           0                        0
## 4598                           0                        0
## 4599                           0                        0
## 4600                           0                        0
## 4601                           1                        0
## 4602                           0                        0
## 4603                           1                        0
## 4604                           0                        1
## 4605                           0                        0
## 4606                           0                        0
## 4607                           0                        0
## 4609                           1                        0
## 4610                           1                        0
## 4611                           0                        0
## 4612                           1                        0
## 4613                           0                        1
## 4614                           0                        0
## 4615                           0                        1
## 4616                           1                        0
## 4617                           0                        0
## 4618                           1                        0
## 4619                           1                        0
## 4620                           0                        1
## 4622                           0                        0
## 4623                           0                        0
## 4625                           0                        0
## 4626                           1                        0
## 4627                           1                        0
##      tenure_group_24_48Month tenure_group_more_60Month
## 1                          0                         0
## 2                          1                         0
## 3                          0                         0
## 4                          1                         0
## 5                          0                         0
## 8                          0                         0
## 9                          0                         0
## 10                         0                         0
## 12                         0                         0
## 13                         0                         0
## 15                         0                         0
## 18                         0                         1
## 19                         0                         0
## 20                         0                         0
## 21                         0                         0
## 22                         0                         0
## 24                         0                         0
## 26                         0                         0
## 27                         1                         0
## 29                         0                         1
## 30                         0                         0
## 31                         0                         1
## 32                         0                         0
## 33                         0                         0
## 34                         0                         0
## 35                         0                         0
## 36                         0                         1
## 38                         1                         0
## 40                         0                         0
## 42                         0                         1
## 43                         0                         0
## 44                         0                         0
## 46                         1                         0
## 48                         0                         0
## 49                         1                         0
## 50                         0                         1
## 51                         1                         0
## 53                         0                         0
## 55                         0                         0
## 56                         0                         0
## 57                         0                         0
## 59                         1                         0
## 60                         0                         1
## 61                         1                         0
## 63                         0                         1
## 65                         0                         1
## 66                         0                         0
## 67                         1                         0
## 69                         1                         0
## 70                         0                         0
## 71                         0                         0
## 72                         1                         0
## 73                         0                         1
## 75                         0                         0
## 76                         0                         0
## 77                         1                         0
## 78                         0                         1
## 79                         0                         0
## 80                         1                         0
## 82                         0                         0
## 83                         0                         1
## 84                         1                         0
## 85                         1                         0
## 86                         0                         1
## 87                         1                         0
## 88                         1                         0
## 89                         1                         0
## 91                         0                         0
## 92                         0                         0
## 93                         0                         1
## 94                         0                         1
## 95                         0                         1
## 96                         0                         0
## 97                         0                         1
## 98                         1                         0
## 99                         1                         0
## 100                        0                         0
## 102                        0                         0
## 103                        1                         0
## 104                        0                         1
## 106                        1                         0
## 108                        1                         0
## 109                        1                         0
## 110                        0                         1
## 111                        0                         0
## 112                        1                         0
## 113                        1                         0
## 114                        1                         0
## 115                        0                         1
## 117                        1                         0
## 118                        0                         0
## 119                        1                         0
## 120                        0                         0
## 121                        0                         0
## 122                        0                         0
## 123                        0                         0
## 124                        0                         1
## 126                        1                         0
## 127                        0                         0
## 128                        0                         1
## 129                        0                         0
## 130                        0                         1
## 131                        0                         0
## 132                        0                         0
## 133                        0                         1
## 134                        0                         0
## 137                        0                         0
## 138                        0                         1
## 139                        0                         0
## 141                        0                         1
## 142                        0                         1
## 144                        0                         1
## 145                        0                         1
## 146                        0                         1
## 147                        0                         0
## 148                        0                         0
## 149                        0                         0
## 150                        0                         0
## 151                        0                         1
## 152                        0                         1
## 153                        0                         1
## 154                        0                         0
## 155                        0                         0
## 156                        0                         0
## 157                        0                         0
## 158                        0                         0
## 160                        0                         0
## 162                        0                         0
## 163                        0                         0
## 164                        0                         0
## 165                        0                         0
## 166                        0                         1
## 167                        1                         0
## 168                        0                         1
## 169                        0                         0
## 170                        0                         0
## 172                        0                         0
## 173                        0                         0
## 174                        0                         0
## 175                        1                         0
## 177                        0                         0
## 178                        0                         1
## 179                        0                         0
## 181                        0                         0
## 182                        0                         0
## 183                        0                         1
## 185                        0                         0
## 186                        0                         0
## 188                        0                         0
## 189                        0                         0
## 190                        1                         0
## 191                        1                         0
## 192                        0                         0
## 193                        0                         1
## 195                        0                         0
## 196                        0                         0
## 197                        0                         0
## 199                        0                         1
## 200                        0                         0
## 201                        0                         0
## 202                        0                         0
## 203                        0                         1
## 205                        1                         0
## 207                        0                         1
## 208                        0                         0
## 209                        0                         0
## 210                        0                         1
## 211                        0                         0
## 212                        0                         0
## 213                        0                         0
## 214                        0                         0
## 215                        0                         0
## 216                        0                         0
## 217                        0                         1
## 218                        0                         1
## 219                        0                         1
## 221                        1                         0
## 222                        0                         1
## 223                        0                         0
## 224                        1                         0
## 225                        0                         0
## 226                        0                         0
## 227                        1                         0
## 228                        0                         0
## 229                        0                         0
## 230                        1                         0
## 231                        0                         0
## 232                        1                         0
## 233                        0                         0
## 234                        0                         1
## 235                        0                         0
## 236                        0                         0
## 237                        0                         0
## 238                        0                         0
## 239                        0                         0
## 240                        0                         0
## 241                        0                         1
## 242                        0                         1
## 243                        1                         0
## 244                        0                         1
## 246                        1                         0
## 247                        1                         0
## 248                        0                         0
## 249                        0                         0
## 250                        1                         0
## 252                        0                         0
## 254                        1                         0
## 256                        0                         1
## 257                        0                         0
## 258                        1                         0
## 259                        0                         0
## 260                        0                         0
## 261                        0                         0
## 262                        0                         0
## 265                        1                         0
## 266                        0                         0
## 267                        1                         0
## 268                        0                         0
## 269                        0                         0
## 271                        0                         0
## 272                        0                         0
## 273                        0                         0
## 276                        1                         0
## 277                        1                         0
## 278                        0                         0
## 279                        0                         0
## 280                        1                         0
## 281                        0                         0
## 282                        0                         0
## 283                        0                         0
## 284                        0                         1
## 285                        0                         0
## 286                        0                         0
## 287                        0                         0
## 288                        0                         0
## 289                        0                         1
## 290                        0                         0
## 291                        0                         0
## 292                        1                         0
## 293                        0                         0
## 294                        0                         0
## 295                        0                         0
## 297                        0                         1
## 298                        1                         0
## 299                        1                         0
## 300                        0                         0
## 302                        1                         0
## 303                        1                         0
## 304                        0                         1
## 305                        1                         0
## 306                        1                         0
## 307                        1                         0
## 308                        0                         0
## 310                        1                         0
## 311                        0                         0
## 312                        0                         0
## 313                        1                         0
## 315                        1                         0
## 317                        0                         1
## 318                        1                         0
## 319                        0                         0
## 320                        1                         0
## 321                        0                         0
## 322                        0                         1
## 323                        0                         0
## 324                        0                         1
## 325                        0                         1
## 326                        1                         0
## 327                        0                         0
## 329                        0                         0
## 332                        0                         1
## 333                        1                         0
## 334                        0                         1
## 335                        0                         0
## 336                        0                         1
## 337                        1                         0
## 338                        0                         1
## 339                        1                         0
## 340                        0                         0
## 341                        1                         0
## 342                        0                         1
## 343                        0                         1
## 344                        0                         0
## 346                        0                         0
## 347                        0                         0
## 348                        0                         1
## 349                        0                         0
## 350                        0                         1
## 352                        0                         0
## 353                        0                         1
## 354                        1                         0
## 356                        0                         0
## 357                        0                         0
## 358                        0                         1
## 360                        1                         0
## 361                        1                         0
## 362                        1                         0
## 363                        0                         0
## 365                        0                         0
## 367                        0                         0
## 368                        0                         0
## 369                        0                         1
## 370                        0                         1
## 371                        1                         0
## 373                        0                         0
## 374                        0                         0
## 375                        1                         0
## 376                        1                         0
## 377                        0                         0
## 378                        0                         0
## 379                        0                         0
## 380                        0                         0
## 381                        1                         0
## 382                        0                         0
## 383                        0                         1
## 384                        0                         0
## 385                        1                         0
## 387                        0                         0
## 388                        1                         0
## 391                        0                         0
## 392                        0                         0
## 393                        0                         0
## 395                        1                         0
## 396                        0                         1
## 397                        1                         0
## 399                        1                         0
## 400                        0                         0
## 401                        1                         0
## 402                        0                         0
## 403                        0                         1
## 405                        0                         0
## 407                        0                         0
## 408                        1                         0
## 409                        0                         0
## 411                        0                         0
## 412                        1                         0
## 413                        0                         0
## 415                        1                         0
## 416                        0                         0
## 417                        0                         1
## 418                        1                         0
## 419                        0                         0
## 421                        1                         0
## 423                        0                         0
## 426                        0                         0
## 427                        1                         0
## 428                        0                         0
## 429                        0                         0
## 430                        0                         1
## 431                        0                         0
## 432                        0                         1
## 433                        0                         0
## 434                        0                         0
## 435                        1                         0
## 436                        0                         0
## 437                        1                         0
## 438                        0                         1
## 439                        1                         0
## 441                        0                         0
## 442                        1                         0
## 443                        0                         0
## 445                        1                         0
## 447                        0                         0
## 448                        1                         0
## 449                        0                         1
## 450                        0                         1
## 451                        0                         1
## 452                        0                         0
## 453                        0                         0
## 454                        0                         0
## 455                        0                         0
## 456                        0                         0
## 458                        0                         0
## 459                        0                         0
## 460                        0                         0
## 461                        0                         0
## 462                        0                         0
## 464                        0                         1
## 466                        0                         1
## 467                        0                         1
## 469                        1                         0
## 470                        0                         0
## 471                        0                         0
## 473                        0                         1
## 474                        0                         0
## 476                        0                         0
## 477                        1                         0
## 479                        1                         0
## 481                        0                         0
## 482                        1                         0
## 483                        0                         0
## 484                        0                         1
## 485                        0                         1
## 486                        0                         1
## 487                        0                         0
## 488                        0                         1
## 489                        0                         0
## 490                        0                         0
## 491                        0                         0
## 492                        0                         0
## 493                        0                         0
## 494                        0                         0
## 495                        0                         0
## 496                        0                         0
## 497                        0                         1
## 498                        1                         0
## 499                        0                         0
## 500                        1                         0
## 501                        0                         1
## 502                        0                         1
## 504                        0                         1
## 505                        0                         0
## 506                        0                         0
## 507                        0                         0
## 509                        0                         0
## 510                        0                         0
## 511                        0                         0
## 513                        0                         0
## 514                        0                         0
## 516                        0                         0
## 517                        1                         0
## 518                        0                         0
## 519                        0                         0
## 520                        0                         1
## 521                        0                         0
## 522                        0                         0
## 524                        1                         0
## 525                        1                         0
## 526                        0                         1
## 527                        0                         0
## 528                        1                         0
## 529                        0                         0
## 530                        0                         0
## 531                        0                         1
## 532                        0                         0
## 533                        0                         1
## 534                        0                         0
## 535                        0                         0
## 536                        0                         0
## 537                        1                         0
## 538                        0                         1
## 539                        0                         0
## 540                        0                         1
## 541                        0                         0
## 542                        0                         0
## 543                        0                         0
## 544                        0                         0
## 545                        1                         0
## 546                        1                         0
## 547                        0                         1
## 548                        1                         0
## 549                        0                         0
## 552                        0                         0
## 553                        0                         0
## 554                        1                         0
## 555                        0                         0
## 556                        0                         0
## 557                        1                         0
## 558                        0                         0
## 559                        0                         0
## 560                        0                         0
## 561                        0                         0
## 562                        0                         1
## 563                        0                         0
## 564                        0                         1
## 568                        1                         0
## 569                        0                         0
## 570                        0                         0
## 571                        1                         0
## 573                        0                         0
## 574                        0                         0
## 575                        0                         0
## 576                        1                         0
## 577                        0                         1
## 578                        1                         0
## 579                        0                         0
## 580                        0                         0
## 581                        0                         0
## 582                        1                         0
## 584                        0                         0
## 586                        1                         0
## 587                        1                         0
## 589                        0                         1
## 590                        0                         1
## 591                        1                         0
## 592                        0                         0
## 594                        0                         0
## 595                        0                         0
## 596                        0                         0
## 597                        1                         0
## 598                        1                         0
## 599                        0                         1
## 600                        0                         0
## 601                        0                         0
## 602                        0                         1
## 603                        1                         0
## 604                        1                         0
## 605                        0                         1
## 607                        1                         0
## 608                        0                         1
## 609                        0                         1
## 611                        0                         1
## 612                        0                         1
## 613                        1                         0
## 615                        0                         0
## 616                        0                         1
## 617                        0                         1
## 618                        0                         0
## 619                        0                         1
## 620                        0                         0
## 621                        0                         0
## 622                        1                         0
## 623                        0                         0
## 624                        0                         1
## 625                        0                         0
## 627                        0                         1
## 630                        1                         0
## 631                        1                         0
## 634                        1                         0
## 635                        0                         1
## 638                        0                         0
## 639                        0                         0
## 640                        0                         1
## 641                        1                         0
## 642                        0                         0
## 643                        1                         0
## 645                        0                         0
## 648                        0                         0
## 649                        0                         0
## 650                        0                         0
## 651                        0                         0
## 652                        1                         0
## 653                        0                         0
## 654                        0                         1
## 655                        0                         0
## 656                        0                         1
## 657                        1                         0
## 659                        1                         0
## 660                        1                         0
## 661                        0                         0
## 662                        0                         0
## 664                        0                         0
## 665                        0                         0
## 666                        0                         0
## 667                        1                         0
## 668                        1                         0
## 669                        0                         1
## 670                        0                         0
## 672                        0                         0
## 673                        0                         0
## 674                        1                         0
## 675                        0                         1
## 676                        1                         0
## 677                        0                         0
## 678                        0                         0
## 679                        1                         0
## 680                        0                         0
## 681                        0                         0
## 683                        1                         0
## 684                        0                         0
## 685                        0                         0
## 687                        0                         0
## 688                        1                         0
## 689                        1                         0
## 691                        1                         0
## 692                        1                         0
## 693                        0                         0
## 695                        0                         0
## 696                        0                         1
## 697                        0                         0
## 698                        1                         0
## 699                        0                         1
## 700                        0                         1
## 702                        0                         0
## 703                        0                         0
## 704                        1                         0
## 705                        0                         0
## 707                        0                         0
## 708                        0                         0
## 709                        0                         0
## 711                        0                         0
## 712                        0                         0
## 713                        0                         0
## 714                        0                         1
## 715                        1                         0
## 716                        0                         1
## 717                        1                         0
## 718                        0                         0
## 719                        0                         1
## 720                        0                         0
## 721                        0                         0
## 723                        0                         0
## 724                        1                         0
## 725                        0                         1
## 727                        1                         0
## 728                        0                         0
## 730                        1                         0
## 731                        1                         0
## 733                        0                         1
## 734                        0                         0
## 735                        1                         0
## 736                        0                         0
## 737                        0                         1
## 738                        1                         0
## 739                        0                         1
## 740                        1                         0
## 742                        0                         0
## 743                        0                         0
## 745                        0                         1
## 746                        0                         1
## 747                        0                         0
## 748                        1                         0
## 749                        0                         0
## 750                        0                         0
## 751                        0                         1
## 752                        0                         1
## 753                        0                         0
## 755                        0                         1
## 757                        0                         0
## 758                        0                         1
## 759                        0                         0
## 761                        0                         0
## 762                        0                         1
## 763                        0                         1
## 766                        0                         0
## 767                        1                         0
## 768                        0                         0
## 769                        0                         0
## 770                        0                         0
## 771                        0                         0
## 772                        1                         0
## 774                        0                         1
## 775                        0                         0
## 776                        0                         0
## 777                        0                         0
## 779                        0                         1
## 780                        1                         0
## 781                        0                         0
## 782                        0                         0
## 783                        0                         0
## 784                        1                         0
## 785                        0                         1
## 786                        1                         0
## 788                        0                         1
## 789                        0                         0
## 791                        0                         1
## 792                        1                         0
## 793                        0                         0
## 794                        0                         0
## 795                        1                         0
## 796                        0                         0
## 797                        0                         0
## 798                        0                         0
## 799                        0                         1
## 800                        0                         0
## 801                        1                         0
## 803                        0                         0
## 804                        0                         1
## 805                        0                         0
## 806                        0                         1
## 807                        1                         0
## 808                        0                         0
## 809                        0                         0
## 810                        0                         1
## 811                        1                         0
## 812                        1                         0
## 813                        1                         0
## 815                        0                         0
## 816                        0                         0
## 817                        0                         0
## 818                        0                         1
## 819                        0                         0
## 820                        1                         0
## 821                        1                         0
## 822                        1                         0
## 823                        0                         0
## 824                        0                         0
## 826                        0                         0
## 827                        0                         0
## 828                        1                         0
## 830                        1                         0
## 831                        0                         1
## 832                        1                         0
## 833                        1                         0
## 834                        0                         0
## 835                        0                         0
## 837                        1                         0
## 838                        1                         0
## 839                        0                         0
## 840                        0                         1
## 844                        0                         0
## 845                        0                         1
## 848                        0                         1
## 849                        0                         1
## 850                        1                         0
## 852                        1                         0
## 853                        0                         1
## 854                        0                         0
## 855                        0                         1
## 856                        0                         0
## 857                        0                         1
## 859                        0                         0
## 862                        0                         0
## 863                        0                         0
## 864                        1                         0
## 865                        0                         0
## 866                        1                         0
## 867                        0                         0
## 868                        0                         0
## 869                        0                         1
## 870                        0                         0
## 872                        0                         0
## 874                        0                         0
## 875                        0                         0
## 876                        1                         0
## 877                        0                         0
## 878                        1                         0
## 879                        0                         0
## 880                        0                         0
## 881                        0                         0
## 882                        0                         1
## 884                        0                         0
## 885                        0                         1
## 886                        0                         0
## 888                        0                         0
## 889                        1                         0
## 890                        1                         0
## 891                        1                         0
## 892                        0                         0
## 893                        0                         0
## 894                        0                         0
## 895                        0                         1
## 897                        0                         0
## 898                        1                         0
## 900                        0                         1
## 901                        0                         0
## 902                        0                         0
## 903                        0                         1
## 904                        0                         1
## 906                        0                         0
## 907                        0                         1
## 908                        0                         1
## 909                        0                         0
## 910                        0                         0
## 911                        0                         1
## 913                        0                         1
## 914                        0                         0
## 915                        0                         0
## 916                        0                         1
## 917                        0                         0
## 918                        0                         0
## 919                        0                         0
## 920                        0                         0
## 921                        0                         0
## 922                        0                         0
## 923                        0                         0
## 924                        1                         0
## 927                        0                         1
## 928                        0                         0
## 929                        0                         0
## 930                        1                         0
## 931                        0                         1
## 932                        1                         0
## 933                        0                         0
## 934                        1                         0
## 935                        0                         0
## 936                        0                         1
## 937                        0                         0
## 938                        0                         0
## 939                        0                         0
## 941                        0                         1
## 942                        0                         0
## 943                        0                         0
## 944                        1                         0
## 945                        1                         0
## 946                        1                         0
## 949                        0                         1
## 950                        0                         0
## 952                        0                         0
## 953                        0                         0
## 954                        0                         1
## 955                        1                         0
## 956                        0                         0
## 959                        0                         0
## 960                        0                         1
## 961                        0                         0
## 963                        0                         1
## 964                        0                         1
## 965                        0                         0
## 968                        0                         0
## 969                        1                         0
## 970                        0                         0
## 971                        1                         0
## 972                        0                         0
## 974                        0                         0
## 975                        0                         0
## 976                        0                         0
## 977                        1                         0
## 978                        0                         0
## 979                        1                         0
## 980                        1                         0
## 982                        0                         1
## 983                        1                         0
## 984                        0                         0
## 986                        0                         0
## 987                        1                         0
## 988                        0                         0
## 989                        0                         0
## 990                        0                         0
## 991                        0                         0
## 992                        0                         0
## 993                        1                         0
## 994                        1                         0
## 995                        1                         0
## 996                        0                         1
## 997                        0                         0
## 1001                       1                         0
## 1002                       0                         0
## 1003                       0                         0
## 1004                       0                         0
## 1005                       0                         0
## 1006                       1                         0
## 1007                       0                         0
## 1008                       0                         0
## 1010                       0                         1
## 1011                       0                         0
## 1012                       0                         0
## 1013                       0                         0
## 1014                       0                         1
## 1015                       0                         1
## 1016                       1                         0
## 1017                       0                         0
## 1018                       1                         0
## 1019                       0                         0
## 1020                       1                         0
## 1023                       0                         0
## 1024                       0                         1
## 1025                       1                         0
## 1026                       0                         0
## 1027                       0                         0
## 1028                       1                         0
## 1029                       0                         0
## 1031                       0                         0
## 1033                       0                         1
## 1034                       0                         1
## 1035                       0                         0
## 1037                       1                         0
## 1038                       0                         0
## 1040                       0                         0
## 1042                       0                         1
## 1043                       1                         0
## 1045                       0                         0
## 1046                       0                         0
## 1047                       0                         0
## 1048                       0                         0
## 1049                       0                         0
## 1051                       1                         0
## 1053                       1                         0
## 1054                       1                         0
## 1055                       0                         0
## 1057                       0                         0
## 1059                       0                         1
## 1060                       1                         0
## 1061                       0                         0
## 1062                       0                         0
## 1066                       1                         0
## 1067                       0                         0
## 1069                       0                         0
## 1070                       0                         0
## 1072                       0                         0
## 1073                       0                         0
## 1074                       0                         0
## 1075                       1                         0
## 1076                       0                         0
## 1077                       0                         0
## 1078                       1                         0
## 1079                       1                         0
## 1080                       0                         0
## 1081                       1                         0
## 1082                       0                         0
## 1083                       0                         0
## 1084                       1                         0
## 1085                       0                         0
## 1086                       0                         0
## 1087                       1                         0
## 1088                       0                         0
## 1089                       0                         1
## 1090                       0                         1
## 1092                       0                         0
## 1093                       0                         1
## 1094                       0                         0
## 1095                       0                         1
## 1097                       0                         0
## 1099                       0                         0
## 1100                       0                         0
## 1101                       1                         0
## 1102                       0                         1
## 1103                       0                         0
## 1104                       0                         1
## 1105                       0                         1
## 1106                       1                         0
## 1107                       0                         0
## 1108                       1                         0
## 1109                       0                         1
## 1110                       1                         0
## 1111                       1                         0
## 1112                       1                         0
## 1113                       1                         0
## 1115                       1                         0
## 1116                       0                         1
## 1117                       0                         0
## 1118                       1                         0
## 1119                       0                         0
## 1121                       0                         0
## 1122                       1                         0
## 1123                       0                         1
## 1124                       0                         0
## 1125                       0                         0
## 1126                       1                         0
## 1127                       0                         0
## 1128                       0                         0
## 1130                       0                         0
## 1131                       0                         0
## 1132                       0                         1
## 1133                       0                         0
## 1134                       0                         1
## 1135                       0                         0
## 1136                       0                         0
## 1138                       0                         0
## 1139                       0                         0
## 1140                       0                         0
## 1141                       0                         0
## 1142                       1                         0
## 1143                       0                         0
## 1146                       0                         0
## 1147                       1                         0
## 1148                       0                         0
## 1149                       0                         1
## 1151                       1                         0
## 1152                       0                         1
## 1153                       0                         0
## 1154                       0                         0
## 1155                       0                         0
## 1157                       0                         0
## 1158                       0                         0
## 1159                       0                         1
## 1160                       0                         0
## 1161                       0                         1
## 1162                       0                         0
## 1163                       1                         0
## 1164                       0                         0
## 1165                       0                         0
## 1167                       0                         1
## 1168                       0                         0
## 1169                       1                         0
## 1170                       0                         0
## 1172                       0                         0
## 1174                       1                         0
## 1175                       0                         0
## 1176                       1                         0
## 1177                       1                         0
## 1178                       0                         0
## 1180                       0                         0
## 1181                       0                         0
## 1182                       0                         0
## 1183                       0                         0
## 1184                       0                         1
## 1185                       1                         0
## 1187                       1                         0
## 1188                       1                         0
## 1189                       0                         1
## 1190                       1                         0
## 1191                       0                         0
## 1192                       0                         0
## 1193                       0                         1
## 1194                       0                         0
## 1196                       0                         0
## 1197                       1                         0
## 1198                       0                         0
## 1199                       0                         0
## 1200                       0                         0
## 1201                       0                         0
## 1205                       0                         0
## 1206                       0                         0
## 1207                       0                         0
## 1208                       0                         0
## 1211                       0                         0
## 1212                       0                         0
## 1213                       0                         0
## 1214                       0                         0
## 1215                       0                         0
## 1217                       0                         0
## 1220                       0                         0
## 1221                       0                         0
## 1222                       0                         0
## 1223                       0                         1
## 1224                       0                         0
## 1229                       1                         0
## 1230                       0                         1
## 1231                       0                         0
## 1232                       0                         0
## 1233                       0                         0
## 1235                       0                         0
## 1236                       0                         0
## 1237                       0                         0
## 1238                       0                         0
## 1239                       0                         0
## 1240                       0                         0
## 1242                       0                         0
## 1243                       1                         0
## 1244                       0                         0
## 1245                       0                         0
## 1246                       0                         0
## 1248                       0                         0
## 1250                       0                         1
## 1251                       0                         0
## 1252                       0                         0
## 1253                       0                         1
## 1255                       1                         0
## 1256                       1                         0
## 1257                       0                         0
## 1258                       0                         0
## 1259                       0                         0
## 1260                       0                         1
## 1261                       0                         1
## 1262                       0                         0
## 1263                       1                         0
## 1264                       0                         1
## 1265                       0                         0
## 1266                       0                         0
## 1267                       0                         0
## 1268                       0                         0
## 1269                       1                         0
## 1270                       1                         0
## 1273                       0                         1
## 1274                       0                         1
## 1275                       1                         0
## 1276                       0                         0
## 1277                       0                         1
## 1279                       0                         0
## 1280                       0                         1
## 1281                       0                         0
## 1283                       0                         0
## 1284                       0                         0
## 1285                       0                         1
## 1286                       0                         0
## 1287                       0                         1
## 1288                       0                         1
## 1289                       0                         0
## 1290                       0                         1
## 1291                       0                         0
## 1292                       0                         1
## 1294                       1                         0
## 1296                       0                         0
## 1297                       0                         1
## 1298                       0                         1
## 1299                       1                         0
## 1300                       0                         1
## 1301                       0                         0
## 1302                       0                         0
## 1304                       1                         0
## 1306                       0                         0
## 1307                       1                         0
## 1308                       1                         0
## 1309                       1                         0
## 1310                       1                         0
## 1311                       1                         0
## 1312                       0                         0
## 1313                       0                         1
## 1314                       0                         0
## 1315                       0                         1
## 1317                       1                         0
## 1318                       0                         0
## 1319                       0                         0
## 1320                       0                         1
## 1321                       1                         0
## 1322                       0                         0
## 1323                       1                         0
## 1324                       0                         0
## 1325                       0                         0
## 1326                       0                         1
## 1327                       0                         0
## 1328                       0                         0
## 1329                       0                         1
## 1330                       1                         0
## 1331                       0                         0
## 1332                       0                         0
## 1334                       1                         0
## 1335                       0                         0
## 1337                       0                         0
## 1338                       0                         1
## 1339                       0                         1
## 1340                       0                         0
## 1342                       0                         0
## 1343                       0                         0
## 1344                       0                         0
## 1345                       1                         0
## 1346                       0                         1
## 1347                       0                         0
## 1348                       0                         1
## 1349                       0                         1
## 1350                       0                         0
## 1353                       1                         0
## 1354                       0                         0
## 1355                       0                         1
## 1358                       1                         0
## 1359                       0                         1
## 1360                       1                         0
## 1362                       0                         0
## 1363                       0                         0
## 1364                       0                         0
## 1365                       1                         0
## 1366                       0                         0
## 1367                       0                         0
## 1369                       0                         0
## 1370                       1                         0
## 1371                       1                         0
## 1372                       1                         0
## 1373                       0                         1
## 1374                       0                         0
## 1375                       0                         1
## 1376                       0                         0
## 1378                       1                         0
## 1380                       0                         0
## 1381                       1                         0
## 1384                       0                         0
## 1385                       1                         0
## 1386                       0                         1
## 1387                       0                         0
## 1388                       1                         0
## 1389                       0                         0
## 1390                       0                         0
## 1392                       0                         1
## 1393                       1                         0
## 1394                       0                         0
## 1395                       0                         0
## 1396                       0                         0
## 1397                       1                         0
## 1401                       0                         0
## 1402                       0                         1
## 1403                       0                         1
## 1404                       0                         1
## 1406                       0                         0
## 1407                       0                         0
## 1408                       0                         0
## 1409                       0                         1
## 1410                       1                         0
## 1411                       0                         1
## 1412                       0                         0
## 1413                       0                         0
## 1414                       0                         1
## 1416                       0                         0
## 1417                       0                         1
## 1418                       0                         1
## 1419                       0                         0
## 1420                       1                         0
## 1421                       0                         0
## 1422                       0                         1
## 1423                       1                         0
## 1424                       0                         0
## 1425                       1                         0
## 1426                       0                         0
## 1427                       1                         0
## 1428                       1                         0
## 1429                       0                         1
## 1430                       0                         0
## 1431                       0                         1
## 1432                       0                         0
## 1434                       1                         0
## 1435                       1                         0
## 1436                       0                         1
## 1437                       0                         0
## 1438                       1                         0
## 1439                       0                         0
## 1440                       1                         0
## 1442                       0                         0
## 1443                       1                         0
## 1444                       0                         0
## 1445                       0                         0
## 1446                       0                         1
## 1447                       0                         0
## 1448                       1                         0
## 1449                       1                         0
## 1450                       0                         0
## 1451                       1                         0
## 1452                       0                         0
## 1454                       0                         0
## 1455                       0                         0
## 1456                       1                         0
## 1457                       0                         0
## 1459                       1                         0
## 1460                       0                         1
## 1461                       0                         0
## 1462                       0                         0
## 1463                       0                         0
## 1464                       0                         0
## 1465                       1                         0
## 1466                       0                         1
## 1468                       0                         0
## 1469                       0                         0
## 1470                       1                         0
## 1471                       0                         1
## 1473                       0                         0
## 1474                       1                         0
## 1475                       1                         0
## 1477                       0                         1
## 1479                       1                         0
## 1480                       0                         1
## 1481                       0                         0
## 1482                       0                         0
## 1484                       0                         0
## 1485                       0                         0
## 1486                       0                         1
## 1488                       0                         0
## 1489                       0                         0
## 1490                       0                         1
## 1491                       1                         0
## 1493                       1                         0
## 1494                       0                         0
## 1495                       0                         1
## 1496                       1                         0
## 1497                       0                         0
## 1498                       1                         0
## 1499                       1                         0
## 1500                       0                         0
## 1501                       0                         0
## 1502                       0                         1
## 1503                       0                         0
## 1504                       0                         0
## 1505                       0                         0
## 1506                       0                         1
## 1507                       0                         1
## 1508                       0                         0
## 1509                       0                         0
## 1511                       1                         0
## 1513                       0                         0
## 1514                       1                         0
## 1515                       0                         0
## 1516                       0                         0
## 1517                       1                         0
## 1519                       0                         1
## 1520                       0                         0
## 1521                       0                         1
## 1522                       0                         0
## 1524                       0                         0
## 1525                       0                         0
## 1526                       0                         0
## 1527                       1                         0
## 1528                       0                         0
## 1529                       0                         0
## 1530                       0                         1
## 1532                       0                         1
## 1533                       0                         1
## 1534                       0                         1
## 1535                       1                         0
## 1536                       0                         0
## 1538                       1                         0
## 1539                       1                         0
## 1540                       0                         0
## 1541                       0                         0
## 1543                       0                         0
## 1544                       0                         0
## 1545                       0                         0
## 1546                       0                         0
## 1547                       0                         0
## 1548                       1                         0
## 1549                       1                         0
## 1551                       0                         0
## 1553                       0                         0
## 1555                       0                         0
## 1557                       0                         0
## 1559                       1                         0
## 1560                       0                         0
## 1561                       0                         0
## 1562                       0                         1
## 1563                       0                         0
## 1564                       0                         0
## 1565                       0                         0
## 1567                       0                         0
## 1568                       0                         0
## 1569                       1                         0
## 1571                       0                         1
## 1572                       0                         1
## 1573                       0                         0
## 1574                       0                         1
## 1575                       0                         0
## 1576                       0                         0
## 1577                       0                         0
## 1578                       0                         0
## 1579                       0                         0
## 1581                       1                         0
## 1582                       0                         1
## 1583                       1                         0
## 1584                       1                         0
## 1585                       0                         1
## 1586                       0                         0
## 1587                       0                         0
## 1588                       1                         0
## 1589                       1                         0
## 1590                       0                         0
## 1591                       0                         0
## 1592                       0                         0
## 1593                       1                         0
## 1594                       0                         0
## 1595                       0                         1
## 1596                       0                         0
## 1597                       1                         0
## 1598                       0                         0
## 1599                       0                         0
## 1600                       0                         1
## 1602                       0                         1
## 1603                       0                         0
## 1606                       1                         0
## 1607                       0                         1
## 1608                       0                         1
## 1611                       1                         0
## 1614                       0                         0
## 1615                       0                         1
## 1617                       1                         0
## 1618                       1                         0
## 1619                       0                         0
## 1620                       0                         0
## 1621                       0                         1
## 1622                       0                         0
## 1623                       0                         0
## 1624                       0                         0
## 1625                       0                         1
## 1626                       1                         0
## 1628                       1                         0
## 1630                       0                         0
## 1632                       1                         0
## 1633                       0                         1
## 1634                       0                         1
## 1635                       0                         0
## 1638                       0                         0
## 1639                       1                         0
## 1640                       1                         0
## 1641                       1                         0
## 1643                       0                         0
## 1644                       0                         0
## 1645                       0                         0
## 1646                       0                         0
## 1647                       0                         0
## 1648                       0                         0
## 1649                       0                         0
## 1650                       0                         0
## 1651                       0                         0
## 1652                       0                         0
## 1653                       1                         0
## 1654                       1                         0
## 1655                       0                         1
## 1658                       1                         0
## 1659                       1                         0
## 1662                       0                         1
## 1663                       0                         0
## 1664                       1                         0
## 1665                       0                         1
## 1666                       0                         0
## 1667                       0                         1
## 1669                       1                         0
## 1670                       0                         0
## 1671                       0                         0
## 1672                       1                         0
## 1673                       0                         0
## 1674                       0                         1
## 1675                       0                         1
## 1676                       0                         0
## 1677                       0                         1
## 1678                       0                         1
## 1679                       0                         0
## 1680                       1                         0
## 1681                       0                         0
## 1682                       0                         0
## 1683                       0                         0
## 1684                       1                         0
## 1685                       0                         1
## 1686                       0                         1
## 1687                       0                         0
## 1688                       1                         0
## 1689                       0                         1
## 1690                       0                         0
## 1691                       0                         0
## 1694                       0                         1
## 1695                       1                         0
## 1696                       1                         0
## 1697                       0                         1
## 1699                       0                         0
## 1700                       0                         0
## 1703                       0                         0
## 1704                       1                         0
## 1706                       1                         0
## 1707                       0                         1
## 1708                       0                         0
## 1709                       1                         0
## 1710                       0                         1
## 1711                       1                         0
## 1713                       0                         1
## 1714                       0                         0
## 1716                       0                         0
## 1717                       0                         1
## 1718                       1                         0
## 1719                       0                         0
## 1720                       0                         0
## 1721                       0                         0
## 1722                       0                         0
## 1723                       1                         0
## 1724                       1                         0
## 1726                       0                         0
## 1727                       0                         0
## 1728                       0                         0
## 1729                       0                         0
## 1730                       0                         1
## 1731                       0                         1
## 1733                       0                         1
## 1734                       0                         1
## 1735                       0                         0
## 1736                       1                         0
## 1737                       0                         0
## 1738                       0                         0
## 1739                       0                         1
## 1740                       1                         0
## 1741                       0                         0
## 1742                       0                         1
## 1744                       0                         0
## 1746                       1                         0
## 1747                       0                         0
## 1748                       0                         0
## 1749                       0                         1
## 1750                       0                         0
## 1751                       0                         0
## 1752                       1                         0
## 1753                       0                         0
## 1754                       0                         1
## 1756                       1                         0
## 1757                       0                         0
## 1758                       1                         0
## 1760                       0                         0
## 1761                       0                         0
## 1762                       0                         0
## 1764                       0                         0
## 1765                       0                         1
## 1767                       0                         0
## 1768                       0                         0
## 1771                       0                         1
## 1772                       0                         1
## 1773                       0                         0
## 1774                       0                         1
## 1775                       0                         0
## 1776                       0                         0
## 1777                       0                         0
## 1779                       0                         0
## 1780                       1                         0
## 1781                       0                         1
## 1782                       1                         0
## 1783                       1                         0
## 1784                       0                         0
## 1785                       0                         0
## 1786                       0                         0
## 1787                       1                         0
## 1788                       1                         0
## 1789                       0                         1
## 1791                       0                         0
## 1792                       0                         0
## 1793                       0                         0
## 1795                       0                         0
## 1796                       0                         0
## 1797                       0                         0
## 1798                       0                         1
## 1802                       1                         0
## 1803                       0                         0
## 1804                       0                         0
## 1807                       0                         0
## 1808                       0                         0
## 1810                       0                         0
## 1811                       0                         1
## 1812                       0                         0
## 1813                       0                         1
## 1814                       0                         0
## 1815                       0                         0
## 1816                       0                         0
## 1818                       1                         0
## 1819                       0                         0
## 1822                       0                         1
## 1823                       1                         0
## 1825                       0                         1
## 1826                       1                         0
## 1827                       0                         0
## 1830                       0                         0
## 1831                       0                         0
## 1832                       0                         0
## 1834                       0                         0
## 1835                       1                         0
## 1836                       0                         1
## 1837                       0                         0
## 1838                       1                         0
## 1842                       0                         0
## 1844                       1                         0
## 1845                       0                         0
## 1847                       0                         0
## 1848                       0                         0
## 1849                       0                         0
## 1850                       0                         0
## 1851                       1                         0
## 1853                       0                         1
## 1854                       0                         0
## 1855                       1                         0
## 1857                       0                         0
## 1858                       1                         0
## 1860                       0                         0
## 1861                       1                         0
## 1862                       0                         1
## 1863                       0                         0
## 1864                       0                         0
## 1865                       0                         1
## 1866                       0                         0
## 1867                       1                         0
## 1868                       1                         0
## 1869                       0                         1
## 1870                       1                         0
## 1871                       0                         1
## 1873                       0                         1
## 1876                       0                         0
## 1877                       0                         0
## 1878                       0                         0
## 1879                       1                         0
## 1880                       0                         0
## 1883                       0                         0
## 1884                       0                         0
## 1885                       0                         0
## 1886                       0                         0
## 1887                       0                         0
## 1888                       1                         0
## 1890                       1                         0
## 1892                       1                         0
## 1893                       0                         0
## 1894                       1                         0
## 1895                       0                         0
## 1896                       1                         0
## 1897                       0                         0
## 1898                       0                         1
## 1899                       0                         0
## 1900                       0                         0
## 1901                       1                         0
## 1902                       1                         0
## 1903                       0                         1
## 1904                       0                         1
## 1905                       0                         1
## 1906                       1                         0
## 1907                       0                         1
## 1909                       0                         1
## 1910                       0                         0
## 1911                       0                         0
## 1912                       1                         0
## 1913                       0                         1
## 1914                       0                         0
## 1915                       0                         0
## 1917                       0                         1
## 1918                       0                         0
## 1919                       1                         0
## 1921                       0                         0
## 1923                       1                         0
## 1924                       1                         0
## 1926                       0                         0
## 1927                       0                         0
## 1928                       0                         0
## 1930                       0                         0
## 1931                       1                         0
## 1932                       1                         0
## 1933                       0                         0
## 1934                       0                         0
## 1935                       0                         0
## 1936                       0                         0
## 1938                       1                         0
## 1939                       0                         0
## 1940                       0                         1
## 1941                       0                         1
## 1942                       0                         0
## 1943                       0                         1
## 1944                       0                         0
## 1945                       0                         1
## 1946                       0                         1
## 1947                       0                         0
## 1948                       0                         0
## 1949                       0                         0
## 1950                       0                         0
## 1951                       1                         0
## 1952                       0                         1
## 1953                       1                         0
## 1954                       0                         0
## 1956                       1                         0
## 1957                       1                         0
## 1958                       0                         0
## 1959                       0                         1
## 1960                       0                         1
## 1961                       0                         0
## 1962                       0                         0
## 1963                       0                         1
## 1964                       0                         0
## 1965                       0                         0
## 1966                       0                         1
## 1967                       0                         0
## 1970                       0                         0
## 1971                       0                         0
## 1972                       0                         0
## 1973                       1                         0
## 1974                       0                         0
## 1975                       1                         0
## 1976                       0                         0
## 1977                       0                         0
## 1978                       0                         0
## 1979                       0                         0
## 1981                       0                         0
## 1983                       0                         0
## 1984                       0                         0
## 1985                       1                         0
## 1987                       1                         0
## 1990                       0                         0
## 1991                       0                         0
## 1992                       0                         1
## 1994                       0                         0
## 1995                       0                         0
## 1996                       0                         1
## 1997                       1                         0
## 1998                       0                         0
## 1999                       0                         0
## 2000                       0                         0
## 2001                       1                         0
## 2002                       1                         0
## 2004                       1                         0
## 2006                       1                         0
## 2007                       0                         0
## 2008                       1                         0
## 2010                       0                         0
## 2011                       0                         0
## 2013                       1                         0
## 2015                       0                         1
## 2016                       1                         0
## 2017                       0                         0
## 2018                       0                         0
## 2020                       0                         0
## 2021                       0                         1
## 2022                       0                         1
## 2023                       0                         0
## 2024                       0                         0
## 2025                       0                         1
## 2026                       0                         0
## 2027                       1                         0
## 2028                       0                         0
## 2030                       1                         0
## 2032                       0                         0
## 2033                       0                         0
## 2034                       0                         0
## 2035                       0                         0
## 2036                       0                         1
## 2037                       0                         1
## 2039                       0                         0
## 2040                       0                         1
## 2041                       0                         1
## 2042                       0                         0
## 2043                       0                         0
## 2044                       0                         0
## 2045                       0                         1
## 2046                       0                         1
## 2047                       0                         1
## 2048                       1                         0
## 2049                       1                         0
## 2050                       0                         0
## 2051                       1                         0
## 2052                       1                         0
## 2053                       0                         0
## 2054                       0                         1
## 2055                       1                         0
## 2057                       0                         1
## 2058                       0                         1
## 2059                       1                         0
## 2060                       0                         0
## 2062                       0                         1
## 2063                       0                         1
## 2065                       0                         0
## 2066                       1                         0
## 2067                       0                         1
## 2069                       0                         0
## 2070                       1                         0
## 2071                       0                         0
## 2072                       0                         0
## 2074                       0                         0
## 2076                       0                         1
## 2077                       0                         0
## 2078                       0                         0
## 2080                       0                         0
## 2081                       1                         0
## 2082                       0                         0
## 2083                       1                         0
## 2084                       1                         0
## 2085                       1                         0
## 2088                       0                         1
## 2090                       0                         0
## 2093                       0                         1
## 2094                       0                         0
## 2096                       0                         1
## 2098                       0                         0
## 2099                       0                         0
## 2101                       0                         0
## 2102                       0                         0
## 2103                       1                         0
## 2105                       1                         0
## 2107                       0                         0
## 2108                       1                         0
## 2109                       1                         0
## 2111                       0                         1
## 2113                       0                         1
## 2115                       1                         0
## 2116                       0                         0
## 2118                       0                         0
## 2120                       1                         0
## 2122                       0                         0
## 2123                       1                         0
## 2124                       1                         0
## 2125                       0                         0
## 2126                       1                         0
## 2128                       0                         0
## 2132                       0                         0
## 2133                       0                         0
## 2136                       1                         0
## 2137                       0                         0
## 2139                       0                         0
## 2140                       0                         0
## 2141                       0                         0
## 2142                       0                         0
## 2143                       0                         0
## 2144                       0                         0
## 2146                       0                         0
## 2147                       0                         1
## 2148                       0                         0
## 2149                       0                         0
## 2150                       0                         0
## 2151                       0                         0
## 2153                       1                         0
## 2154                       0                         0
## 2155                       0                         0
## 2156                       0                         1
## 2157                       0                         0
## 2159                       0                         0
## 2160                       0                         1
## 2162                       0                         0
## 2163                       0                         0
## 2164                       0                         1
## 2165                       0                         0
## 2166                       0                         0
## 2168                       0                         0
## 2169                       1                         0
## 2172                       0                         1
## 2174                       0                         0
## 2175                       1                         0
## 2176                       0                         1
## 2179                       0                         0
## 2180                       0                         0
## 2181                       0                         0
## 2182                       1                         0
## 2183                       0                         1
## 2184                       0                         0
## 2185                       0                         1
## 2186                       0                         1
## 2187                       0                         0
## 2190                       0                         0
## 2191                       0                         0
## 2192                       0                         0
## 2193                       0                         1
## 2194                       0                         0
## 2195                       1                         0
## 2196                       0                         0
## 2197                       1                         0
## 2198                       0                         1
## 2199                       0                         1
## 2200                       0                         1
## 2201                       1                         0
## 2202                       0                         0
## 2203                       0                         1
## 2205                       0                         1
## 2206                       0                         1
## 2209                       0                         0
## 2211                       0                         1
## 2212                       0                         1
## 2213                       0                         1
## 2214                       0                         1
## 2215                       0                         0
## 2216                       0                         1
## 2217                       0                         1
## 2218                       1                         0
## 2219                       0                         0
## 2221                       1                         0
## 2222                       0                         0
## 2223                       0                         0
## 2224                       0                         1
## 2225                       1                         0
## 2226                       1                         0
## 2227                       0                         0
## 2228                       1                         0
## 2229                       0                         0
## 2230                       0                         0
## 2231                       1                         0
## 2233                       0                         0
## 2234                       0                         0
## 2235                       0                         1
## 2236                       0                         1
## 2237                       0                         0
## 2238                       1                         0
## 2239                       0                         1
## 2240                       1                         0
## 2242                       0                         0
## 2243                       1                         0
## 2244                       0                         0
## 2246                       0                         0
## 2248                       0                         1
## 2250                       0                         1
## 2251                       0                         0
## 2252                       0                         0
## 2253                       0                         0
## 2255                       0                         1
## 2256                       0                         0
## 2257                       1                         0
## 2258                       0                         0
## 2259                       0                         0
## 2260                       0                         1
## 2261                       0                         0
## 2262                       1                         0
## 2264                       1                         0
## 2265                       0                         0
## 2266                       0                         0
## 2268                       0                         0
## 2269                       0                         0
## 2270                       0                         0
## 2272                       1                         0
## 2274                       0                         1
## 2275                       0                         1
## 2276                       0                         1
## 2277                       0                         0
## 2278                       0                         1
## 2280                       0                         0
## 2282                       0                         1
## 2284                       1                         0
## 2286                       0                         0
## 2287                       1                         0
## 2288                       0                         0
## 2289                       0                         1
## 2290                       0                         0
## 2291                       0                         0
## 2292                       0                         0
## 2293                       0                         0
## 2294                       0                         1
## 2295                       1                         0
## 2296                       1                         0
## 2297                       0                         1
## 2298                       0                         1
## 2300                       0                         1
## 2301                       1                         0
## 2303                       0                         1
## 2304                       0                         1
## 2307                       1                         0
## 2308                       0                         0
## 2309                       1                         0
## 2310                       0                         1
## 2311                       1                         0
## 2312                       1                         0
## 2313                       1                         0
## 2315                       0                         0
## 2316                       0                         0
## 2318                       1                         0
## 2319                       0                         0
## 2320                       0                         0
## 2321                       1                         0
## 2322                       0                         1
## 2323                       0                         0
## 2324                       1                         0
## 2325                       0                         0
## 2326                       0                         0
## 2327                       0                         0
## 2328                       1                         0
## 2329                       0                         0
## 2330                       0                         0
## 2331                       1                         0
## 2332                       0                         0
## 2333                       0                         0
## 2334                       0                         1
## 2335                       0                         0
## 2336                       1                         0
## 2338                       0                         0
## 2339                       0                         0
## 2340                       0                         0
## 2341                       1                         0
## 2342                       0                         1
## 2343                       0                         1
## 2344                       0                         0
## 2345                       0                         1
## 2346                       1                         0
## 2347                       1                         0
## 2348                       0                         1
## 2349                       0                         0
## 2350                       0                         1
## 2351                       0                         1
## 2352                       1                         0
## 2354                       0                         0
## 2355                       1                         0
## 2356                       0                         0
## 2357                       0                         0
## 2358                       1                         0
## 2359                       0                         0
## 2360                       0                         0
## 2361                       0                         0
## 2362                       0                         0
## 2363                       0                         0
## 2364                       0                         1
## 2365                       0                         1
## 2366                       0                         1
## 2367                       0                         0
## 2368                       0                         1
## 2371                       0                         1
## 2372                       0                         0
## 2373                       1                         0
## 2374                       1                         0
## 2375                       1                         0
## 2376                       0                         0
## 2377                       0                         0
## 2378                       0                         0
## 2381                       0                         0
## 2382                       1                         0
## 2383                       1                         0
## 2387                       0                         1
## 2388                       0                         0
## 2389                       1                         0
## 2390                       0                         1
## 2391                       1                         0
## 2392                       1                         0
## 2393                       0                         0
## 2395                       0                         0
## 2396                       0                         1
## 2397                       0                         0
## 2398                       0                         0
## 2399                       0                         1
## 2401                       0                         1
## 2402                       1                         0
## 2404                       1                         0
## 2405                       0                         0
## 2406                       1                         0
## 2407                       0                         0
## 2408                       1                         0
## 2410                       0                         0
## 2411                       1                         0
## 2412                       0                         0
## 2413                       0                         0
## 2414                       0                         0
## 2415                       0                         0
## 2416                       1                         0
## 2418                       0                         0
## 2420                       0                         0
## 2421                       0                         0
## 2422                       0                         0
## 2424                       1                         0
## 2425                       0                         0
## 2426                       0                         0
## 2427                       0                         0
## 2428                       1                         0
## 2430                       0                         0
## 2432                       1                         0
## 2433                       0                         1
## 2434                       0                         1
## 2435                       0                         0
## 2436                       1                         0
## 2437                       0                         0
## 2438                       0                         1
## 2439                       0                         1
## 2440                       1                         0
## 2441                       0                         0
## 2442                       0                         0
## 2443                       0                         1
## 2444                       0                         0
## 2445                       0                         0
## 2447                       0                         0
## 2449                       1                         0
## 2450                       0                         1
## 2451                       1                         0
## 2452                       1                         0
## 2453                       0                         0
## 2454                       1                         0
## 2455                       0                         1
## 2456                       1                         0
## 2457                       0                         1
## 2458                       0                         0
## 2459                       0                         1
## 2460                       0                         0
## 2461                       0                         0
## 2462                       0                         0
## 2463                       1                         0
## 2464                       1                         0
## 2465                       0                         0
## 2466                       0                         1
## 2467                       0                         0
## 2468                       0                         1
## 2470                       1                         0
## 2471                       0                         0
## 2472                       0                         1
## 2473                       0                         0
## 2474                       1                         0
## 2475                       0                         0
## 2478                       0                         0
## 2479                       1                         0
## 2481                       0                         0
## 2482                       0                         0
## 2484                       1                         0
## 2485                       0                         1
## 2486                       1                         0
## 2487                       1                         0
## 2491                       1                         0
## 2492                       0                         0
## 2494                       0                         0
## 2495                       1                         0
## 2496                       1                         0
## 2497                       0                         1
## 2499                       1                         0
## 2500                       0                         0
## 2501                       1                         0
## 2502                       0                         1
## 2503                       0                         1
## 2504                       0                         1
## 2505                       0                         1
## 2506                       0                         0
## 2507                       0                         0
## 2508                       0                         0
## 2509                       1                         0
## 2510                       0                         0
## 2511                       0                         1
## 2512                       0                         0
## 2513                       0                         0
## 2514                       0                         0
## 2515                       0                         0
## 2516                       1                         0
## 2517                       1                         0
## 2518                       0                         0
## 2519                       1                         0
## 2521                       0                         1
## 2522                       0                         0
## 2523                       0                         1
## 2524                       0                         1
## 2525                       1                         0
## 2526                       0                         1
## 2527                       0                         1
## 2528                       1                         0
## 2529                       0                         1
## 2530                       0                         1
## 2531                       0                         1
## 2532                       0                         0
## 2533                       0                         1
## 2534                       1                         0
## 2535                       0                         1
## 2536                       0                         1
## 2537                       0                         1
## 2538                       1                         0
## 2539                       0                         0
## 2540                       0                         0
## 2541                       0                         0
## 2543                       1                         0
## 2544                       0                         1
## 2545                       0                         0
## 2546                       0                         0
## 2547                       0                         0
## 2548                       1                         0
## 2549                       0                         0
## 2550                       0                         0
## 2552                       1                         0
## 2553                       0                         0
## 2554                       1                         0
## 2555                       0                         1
## 2556                       1                         0
## 2557                       0                         1
## 2558                       0                         1
## 2559                       0                         0
## 2562                       0                         1
## 2563                       0                         0
## 2564                       0                         0
## 2565                       0                         1
## 2566                       0                         0
## 2567                       1                         0
## 2568                       0                         1
## 2569                       0                         0
## 2571                       1                         0
## 2572                       0                         0
## 2573                       0                         0
## 2574                       1                         0
## 2575                       1                         0
## 2576                       0                         0
## 2579                       0                         0
## 2580                       0                         0
## 2581                       1                         0
## 2582                       1                         0
## 2583                       0                         0
## 2584                       0                         1
## 2585                       0                         0
## 2587                       0                         0
## 2588                       0                         0
## 2589                       0                         0
## 2591                       0                         1
## 2592                       0                         0
## 2594                       0                         1
## 2595                       0                         1
## 2597                       0                         1
## 2599                       0                         1
## 2600                       0                         0
## 2601                       0                         0
## 2602                       1                         0
## 2603                       0                         0
## 2604                       0                         1
## 2605                       0                         0
## 2607                       0                         0
## 2608                       0                         0
## 2609                       0                         0
## 2610                       0                         1
## 2612                       0                         0
## 2614                       0                         0
## 2615                       1                         0
## 2616                       0                         0
## 2617                       0                         1
## 2620                       0                         0
## 2621                       0                         0
## 2622                       0                         0
## 2623                       1                         0
## 2624                       0                         0
## 2625                       0                         0
## 2627                       0                         1
## 2628                       0                         0
## 2631                       0                         0
## 2633                       1                         0
## 2634                       1                         0
## 2635                       0                         0
## 2636                       0                         0
## 2637                       1                         0
## 2638                       1                         0
## 2639                       1                         0
## 2640                       0                         0
## 2642                       0                         0
## 2644                       1                         0
## 2645                       0                         1
## 2646                       0                         0
## 2647                       0                         0
## 2648                       0                         0
## 2649                       0                         1
## 2650                       0                         0
## 2651                       1                         0
## 2652                       1                         0
## 2653                       0                         0
## 2654                       0                         0
## 2656                       0                         0
## 2657                       0                         1
## 2658                       0                         0
## 2659                       0                         0
## 2661                       1                         0
## 2663                       0                         1
## 2665                       0                         0
## 2666                       1                         0
## 2667                       0                         0
## 2668                       0                         0
## 2669                       0                         0
## 2671                       1                         0
## 2672                       0                         0
## 2674                       0                         0
## 2675                       1                         0
## 2676                       0                         1
## 2677                       1                         0
## 2678                       1                         0
## 2679                       0                         1
## 2682                       0                         0
## 2683                       0                         0
## 2685                       0                         1
## 2686                       0                         1
## 2687                       0                         1
## 2689                       0                         1
## 2690                       0                         1
## 2691                       1                         0
## 2692                       0                         1
## 2693                       0                         1
## 2694                       0                         0
## 2695                       1                         0
## 2696                       1                         0
## 2697                       0                         0
## 2699                       0                         0
## 2700                       0                         0
## 2701                       0                         1
## 2702                       0                         0
## 2703                       0                         0
## 2704                       0                         0
## 2705                       1                         0
## 2706                       0                         0
## 2709                       0                         0
## 2710                       0                         0
## 2711                       1                         0
## 2713                       0                         1
## 2714                       0                         0
## 2715                       0                         0
## 2716                       0                         0
## 2717                       0                         0
## 2718                       1                         0
## 2719                       0                         0
## 2720                       0                         0
## 2721                       0                         0
## 2722                       0                         0
## 2723                       1                         0
## 2726                       1                         0
## 2727                       0                         0
## 2728                       1                         0
## 2729                       0                         0
## 2730                       0                         0
## 2731                       1                         0
## 2732                       0                         0
## 2733                       0                         1
## 2735                       0                         0
## 2736                       0                         0
## 2738                       0                         1
## 2739                       0                         1
## 2740                       1                         0
## 2741                       0                         0
## 2742                       1                         0
## 2743                       0                         1
## 2744                       1                         0
## 2745                       1                         0
## 2746                       0                         0
## 2747                       0                         0
## 2748                       1                         0
## 2749                       0                         0
## 2750                       0                         0
## 2751                       1                         0
## 2754                       1                         0
## 2755                       0                         0
## 2756                       0                         0
## 2757                       0                         0
## 2758                       0                         0
## 2759                       0                         1
## 2761                       0                         0
## 2762                       0                         1
## 2763                       1                         0
## 2764                       0                         0
## 2766                       0                         0
## 2767                       0                         0
## 2768                       0                         1
## 2770                       0                         0
## 2773                       0                         0
## 2774                       0                         0
## 2775                       0                         1
## 2776                       0                         0
## 2777                       0                         1
## 2778                       1                         0
## 2779                       1                         0
## 2781                       0                         0
## 2782                       0                         0
## 2783                       0                         1
## 2784                       0                         1
## 2785                       0                         0
## 2786                       1                         0
## 2787                       0                         0
## 2789                       1                         0
## 2790                       0                         0
## 2791                       0                         1
## 2792                       0                         0
## 2794                       0                         0
## 2795                       0                         0
## 2796                       0                         0
## 2797                       0                         0
## 2798                       1                         0
## 2799                       1                         0
## 2800                       0                         1
## 2801                       0                         0
## 2802                       0                         0
## 2803                       0                         1
## 2806                       0                         1
## 2808                       0                         1
## 2809                       0                         1
## 2810                       0                         0
## 2812                       0                         1
## 2813                       1                         0
## 2814                       0                         0
## 2815                       1                         0
## 2816                       0                         0
## 2818                       1                         0
## 2819                       1                         0
## 2820                       0                         0
## 2821                       0                         0
## 2822                       0                         0
## 2823                       0                         0
## 2824                       0                         0
## 2825                       0                         1
## 2826                       0                         0
## 2828                       1                         0
## 2829                       0                         1
## 2831                       0                         1
## 2832                       1                         0
## 2835                       1                         0
## 2836                       0                         0
## 2837                       0                         0
## 2839                       1                         0
## 2840                       1                         0
## 2841                       0                         0
## 2842                       0                         0
## 2843                       0                         0
## 2844                       0                         0
## 2845                       0                         0
## 2846                       0                         0
## 2847                       0                         1
## 2848                       0                         1
## 2849                       0                         0
## 2850                       0                         0
## 2851                       1                         0
## 2852                       0                         0
## 2854                       0                         0
## 2855                       0                         1
## 2856                       0                         1
## 2858                       0                         1
## 2859                       0                         0
## 2862                       0                         0
## 2864                       0                         0
## 2865                       0                         0
## 2866                       0                         0
## 2867                       0                         0
## 2868                       1                         0
## 2869                       0                         0
## 2870                       0                         1
## 2871                       0                         0
## 2872                       0                         0
## 2874                       0                         0
## 2875                       0                         1
## 2876                       0                         0
## 2877                       1                         0
## 2878                       0                         0
## 2879                       0                         1
## 2881                       0                         1
## 2882                       0                         0
## 2883                       0                         0
## 2884                       0                         0
## 2885                       0                         0
## 2886                       1                         0
## 2887                       0                         0
## 2888                       0                         0
## 2889                       0                         0
## 2890                       1                         0
## 2893                       1                         0
## 2894                       0                         0
## 2895                       0                         1
## 2896                       0                         0
## 2897                       0                         1
## 2901                       0                         0
## 2902                       0                         0
## 2903                       0                         0
## 2904                       0                         0
## 2905                       1                         0
## 2906                       1                         0
## 2907                       0                         0
## 2908                       1                         0
## 2909                       1                         0
## 2910                       1                         0
## 2911                       0                         1
## 2912                       1                         0
## 2914                       0                         1
## 2916                       0                         1
## 2918                       0                         0
## 2920                       0                         0
## 2921                       1                         0
## 2922                       0                         1
## 2923                       0                         0
## 2925                       1                         0
## 2926                       1                         0
## 2928                       0                         0
## 2929                       0                         1
## 2930                       0                         0
## 2931                       0                         1
## 2932                       1                         0
## 2933                       0                         1
## 2935                       0                         0
## 2936                       0                         0
## 2937                       0                         1
## 2938                       1                         0
## 2939                       1                         0
## 2941                       0                         1
## 2944                       1                         0
## 2946                       1                         0
## 2947                       0                         0
## 2948                       0                         0
## 2949                       0                         0
## 2950                       0                         1
## 2952                       1                         0
## 2954                       0                         0
## 2955                       0                         0
## 2957                       0                         0
## 2959                       1                         0
## 2960                       0                         0
## 2962                       0                         0
## 2963                       0                         0
## 2964                       0                         0
## 2965                       0                         1
## 2966                       1                         0
## 2968                       0                         1
## 2969                       0                         0
## 2970                       0                         0
## 2971                       0                         0
## 2972                       0                         0
## 2973                       0                         0
## 2974                       0                         0
## 2975                       0                         0
## 2978                       1                         0
## 2979                       0                         1
## 2980                       0                         0
## 2981                       1                         0
## 2982                       0                         0
## 2983                       1                         0
## 2985                       0                         0
## 2986                       0                         0
## 2988                       0                         0
## 2990                       0                         0
## 2992                       0                         0
## 2993                       0                         1
## 2994                       0                         0
## 2995                       0                         0
## 2996                       0                         0
## 2997                       0                         1
## 2998                       0                         0
## 2999                       0                         0
## 3001                       0                         0
## 3002                       0                         0
## 3003                       1                         0
## 3004                       0                         0
## 3006                       1                         0
## 3007                       0                         1
## 3009                       0                         0
## 3010                       1                         0
## 3011                       0                         0
## 3013                       0                         0
## 3014                       0                         1
## 3017                       1                         0
## 3018                       0                         0
## 3020                       0                         1
## 3021                       0                         1
## 3024                       1                         0
## 3026                       0                         0
## 3027                       1                         0
## 3028                       0                         0
## 3029                       0                         1
## 3030                       0                         0
## 3031                       0                         0
## 3034                       0                         1
## 3036                       0                         1
## 3037                       0                         0
## 3039                       0                         0
## 3040                       0                         0
## 3043                       1                         0
## 3044                       0                         0
## 3045                       0                         0
## 3047                       0                         1
## 3048                       1                         0
## 3050                       0                         1
## 3051                       1                         0
## 3052                       1                         0
## 3053                       0                         0
## 3054                       0                         0
## 3055                       0                         1
## 3056                       0                         0
## 3057                       0                         0
## 3058                       0                         0
## 3059                       1                         0
## 3060                       0                         0
## 3061                       0                         0
## 3062                       0                         0
## 3064                       1                         0
## 3065                       0                         0
## 3067                       1                         0
## 3068                       0                         0
## 3069                       1                         0
## 3070                       1                         0
## 3072                       0                         0
## 3075                       1                         0
## 3076                       0                         0
## 3077                       1                         0
## 3078                       1                         0
## 3081                       0                         0
## 3082                       0                         0
## 3083                       0                         1
## 3085                       0                         1
## 3086                       0                         0
## 3087                       1                         0
## 3089                       0                         0
## 3091                       0                         0
## 3092                       0                         1
## 3093                       0                         0
## 3094                       0                         0
## 3095                       0                         0
## 3097                       0                         0
## 3098                       1                         0
## 3099                       0                         0
## 3100                       0                         1
## 3101                       0                         0
## 3102                       1                         0
## 3103                       0                         1
## 3104                       1                         0
## 3105                       0                         0
## 3106                       0                         0
## 3107                       0                         1
## 3108                       0                         1
## 3109                       1                         0
## 3110                       1                         0
## 3112                       1                         0
## 3113                       0                         1
## 3114                       1                         0
## 3115                       1                         0
## 3116                       0                         1
## 3117                       0                         0
## 3118                       0                         1
## 3119                       0                         0
## 3120                       0                         1
## 3121                       1                         0
## 3122                       0                         0
## 3124                       1                         0
## 3125                       0                         1
## 3126                       0                         0
## 3128                       0                         0
## 3129                       0                         1
## 3130                       1                         0
## 3131                       1                         0
## 3132                       0                         0
## 3133                       1                         0
## 3134                       0                         0
## 3135                       0                         0
## 3136                       0                         0
## 3137                       0                         0
## 3138                       0                         0
## 3139                       0                         0
## 3140                       0                         0
## 3141                       1                         0
## 3142                       1                         0
## 3143                       0                         0
## 3145                       0                         1
## 3147                       0                         0
## 3148                       0                         0
## 3149                       0                         0
## 3150                       1                         0
## 3151                       0                         0
## 3153                       0                         1
## 3155                       0                         0
## 3156                       0                         1
## 3157                       0                         0
## 3158                       0                         0
## 3159                       1                         0
## 3160                       1                         0
## 3161                       0                         0
## 3162                       0                         0
## 3163                       0                         1
## 3164                       1                         0
## 3165                       1                         0
## 3166                       0                         0
## 3167                       0                         0
## 3168                       0                         0
## 3169                       0                         0
## 3170                       0                         0
## 3171                       0                         0
## 3172                       1                         0
## 3173                       0                         1
## 3174                       1                         0
## 3178                       1                         0
## 3179                       0                         0
## 3180                       0                         1
## 3182                       0                         0
## 3183                       1                         0
## 3184                       0                         1
## 3185                       0                         0
## 3186                       0                         1
## 3187                       0                         0
## 3188                       0                         0
## 3189                       0                         0
## 3190                       1                         0
## 3192                       0                         0
## 3194                       1                         0
## 3196                       0                         0
## 3197                       1                         0
## 3198                       0                         0
## 3200                       1                         0
## 3201                       0                         1
## 3202                       0                         0
## 3203                       1                         0
## 3205                       0                         0
## 3206                       0                         1
## 3207                       0                         0
## 3209                       1                         0
## 3210                       1                         0
## 3211                       1                         0
## 3212                       0                         0
## 3213                       0                         0
## 3215                       0                         0
## 3217                       0                         0
## 3218                       0                         0
## 3219                       0                         0
## 3220                       0                         1
## 3221                       0                         0
## 3222                       0                         1
## 3223                       0                         0
## 3224                       0                         0
## 3225                       0                         0
## 3226                       0                         0
## 3227                       0                         0
## 3228                       1                         0
## 3229                       1                         0
## 3230                       0                         0
## 3231                       0                         0
## 3232                       0                         0
## 3234                       0                         0
## 3235                       0                         0
## 3236                       0                         0
## 3237                       0                         0
## 3239                       0                         0
## 3241                       0                         0
## 3243                       0                         1
## 3244                       0                         0
## 3245                       0                         0
## 3247                       1                         0
## 3249                       1                         0
## 3250                       0                         0
## 3251                       0                         1
## 3252                       0                         0
## 3253                       0                         0
## 3254                       0                         0
## 3255                       0                         0
## 3256                       1                         0
## 3257                       0                         1
## 3258                       1                         0
## 3259                       1                         0
## 3260                       0                         0
## 3261                       0                         0
## 3262                       0                         1
## 3263                       1                         0
## 3265                       0                         1
## 3267                       0                         0
## 3268                       0                         0
## 3269                       1                         0
## 3270                       1                         0
## 3271                       0                         0
## 3272                       1                         0
## 3273                       0                         0
## 3274                       0                         1
## 3276                       0                         0
## 3277                       1                         0
## 3278                       0                         0
## 3279                       0                         1
## 3282                       1                         0
## 3283                       0                         0
## 3284                       0                         0
## 3285                       1                         0
## 3286                       1                         0
## 3287                       0                         0
## 3290                       0                         0
## 3291                       0                         1
## 3292                       0                         0
## 3295                       0                         1
## 3297                       0                         0
## 3298                       1                         0
## 3299                       1                         0
## 3300                       0                         1
## 3302                       0                         0
## 3304                       0                         0
## 3306                       0                         0
## 3308                       0                         0
## 3310                       1                         0
## 3311                       0                         1
## 3312                       0                         0
## 3314                       0                         0
## 3316                       0                         0
## 3318                       0                         1
## 3319                       0                         0
## 3320                       0                         0
## 3321                       1                         0
## 3322                       1                         0
## 3323                       0                         1
## 3324                       0                         0
## 3325                       0                         0
## 3326                       1                         0
## 3328                       0                         0
## 3330                       0                         0
## 3331                       0                         0
## 3332                       0                         1
## 3334                       0                         1
## 3335                       1                         0
## 3336                       1                         0
## 3337                       1                         0
## 3338                       0                         0
## 3339                       0                         0
## 3340                       0                         1
## 3341                       0                         0
## 3342                       0                         0
## 3343                       0                         1
## 3344                       0                         0
## 3345                       0                         0
## 3347                       0                         0
## 3348                       0                         0
## 3349                       0                         0
## 3350                       0                         1
## 3351                       1                         0
## 3355                       0                         0
## 3356                       0                         1
## 3357                       0                         0
## 3359                       0                         0
## 3360                       0                         0
## 3361                       1                         0
## 3362                       1                         0
## 3363                       1                         0
## 3365                       0                         0
## 3366                       0                         0
## 3367                       0                         0
## 3368                       0                         0
## 3369                       0                         0
## 3370                       0                         1
## 3371                       0                         0
## 3372                       0                         1
## 3376                       1                         0
## 3379                       1                         0
## 3380                       0                         0
## 3381                       0                         0
## 3382                       0                         1
## 3383                       0                         1
## 3385                       0                         0
## 3387                       0                         0
## 3388                       0                         0
## 3389                       0                         0
## 3390                       0                         0
## 3391                       0                         0
## 3392                       0                         1
## 3393                       0                         0
## 3394                       1                         0
## 3396                       0                         0
## 3397                       1                         0
## 3398                       1                         0
## 3401                       1                         0
## 3403                       1                         0
## 3404                       0                         1
## 3406                       0                         0
## 3407                       0                         0
## 3408                       0                         0
## 3409                       1                         0
## 3410                       0                         1
## 3411                       0                         0
## 3412                       0                         1
## 3414                       0                         1
## 3415                       0                         0
## 3416                       0                         1
## 3417                       0                         1
## 3418                       0                         0
## 3419                       0                         0
## 3420                       0                         0
## 3421                       0                         0
## 3422                       0                         0
## 3424                       0                         0
## 3425                       0                         0
## 3426                       0                         0
## 3427                       0                         1
## 3428                       0                         0
## 3430                       0                         0
## 3431                       0                         0
## 3432                       1                         0
## 3433                       0                         0
## 3434                       0                         1
## 3435                       0                         1
## 3437                       0                         0
## 3438                       1                         0
## 3439                       1                         0
## 3440                       1                         0
## 3441                       0                         0
## 3443                       1                         0
## 3444                       1                         0
## 3447                       0                         0
## 3448                       0                         1
## 3449                       0                         0
## 3450                       0                         0
## 3451                       0                         1
## 3452                       0                         0
## 3453                       0                         0
## 3454                       0                         0
## 3455                       1                         0
## 3456                       0                         0
## 3457                       0                         1
## 3459                       1                         0
## 3460                       1                         0
## 3461                       0                         1
## 3462                       1                         0
## 3463                       0                         0
## 3464                       0                         0
## 3465                       0                         1
## 3466                       1                         0
## 3467                       0                         0
## 3468                       1                         0
## 3469                       0                         1
## 3470                       0                         0
## 3471                       0                         1
## 3472                       0                         0
## 3473                       0                         0
## 3474                       1                         0
## 3476                       1                         0
## 3480                       0                         0
## 3481                       1                         0
## 3483                       0                         1
## 3484                       0                         0
## 3485                       0                         1
## 3486                       1                         0
## 3487                       0                         0
## 3488                       0                         0
## 3489                       0                         1
## 3490                       0                         0
## 3491                       0                         0
## 3492                       0                         0
## 3493                       1                         0
## 3494                       0                         0
## 3495                       0                         0
## 3496                       0                         0
## 3497                       1                         0
## 3499                       0                         1
## 3501                       0                         0
## 3502                       1                         0
## 3503                       0                         1
## 3505                       0                         1
## 3506                       0                         0
## 3507                       1                         0
## 3508                       0                         0
## 3509                       0                         0
## 3510                       0                         0
## 3512                       0                         1
## 3513                       0                         0
## 3514                       1                         0
## 3515                       0                         0
## 3516                       0                         0
## 3517                       1                         0
## 3518                       0                         1
## 3519                       0                         0
## 3520                       1                         0
## 3521                       1                         0
## 3522                       0                         0
## 3523                       0                         0
## 3524                       0                         0
## 3525                       0                         0
## 3526                       0                         0
## 3527                       0                         0
## 3528                       0                         0
## 3529                       1                         0
## 3530                       0                         1
## 3531                       0                         0
## 3532                       0                         0
## 3533                       0                         1
## 3534                       0                         1
## 3537                       0                         0
## 3538                       0                         1
## 3540                       1                         0
## 3542                       0                         1
## 3543                       0                         1
## 3545                       1                         0
## 3546                       0                         0
## 3547                       0                         1
## 3549                       0                         1
## 3550                       0                         0
## 3551                       0                         0
## 3552                       1                         0
## 3553                       0                         0
## 3554                       0                         0
## 3555                       0                         1
## 3556                       0                         0
## 3557                       1                         0
## 3559                       0                         0
## 3560                       0                         0
## 3561                       0                         0
## 3562                       0                         0
## 3563                       0                         0
## 3567                       1                         0
## 3569                       0                         0
## 3572                       1                         0
## 3573                       1                         0
## 3574                       1                         0
## 3577                       0                         0
## 3578                       1                         0
## 3580                       1                         0
## 3581                       1                         0
## 3582                       0                         1
## 3583                       0                         1
## 3584                       1                         0
## 3585                       1                         0
## 3586                       0                         0
## 3588                       0                         1
## 3589                       0                         1
## 3590                       0                         0
## 3591                       0                         0
## 3592                       0                         0
## 3593                       0                         0
## 3594                       1                         0
## 3595                       1                         0
## 3596                       0                         0
## 3597                       1                         0
## 3598                       0                         0
## 3599                       1                         0
## 3600                       1                         0
## 3602                       0                         0
## 3604                       0                         0
## 3605                       0                         0
## 3606                       1                         0
## 3607                       0                         0
## 3608                       0                         0
## 3609                       0                         1
## 3610                       0                         0
## 3611                       0                         1
## 3613                       1                         0
## 3614                       0                         1
## 3615                       1                         0
## 3617                       0                         1
## 3618                       1                         0
## 3619                       0                         0
## 3620                       0                         1
## 3622                       0                         0
## 3623                       0                         1
## 3624                       0                         0
## 3626                       0                         0
## 3627                       0                         0
## 3628                       0                         0
## 3629                       0                         1
## 3630                       0                         1
## 3631                       0                         0
## 3633                       0                         0
## 3634                       0                         0
## 3636                       1                         0
## 3637                       0                         0
## 3638                       0                         0
## 3640                       0                         1
## 3641                       1                         0
## 3643                       1                         0
## 3644                       0                         1
## 3645                       0                         1
## 3647                       0                         0
## 3649                       0                         0
## 3651                       1                         0
## 3652                       1                         0
## 3655                       0                         1
## 3656                       1                         0
## 3658                       0                         1
## 3659                       1                         0
## 3661                       1                         0
## 3662                       0                         0
## 3663                       0                         0
## 3664                       1                         0
## 3665                       1                         0
## 3666                       0                         0
## 3667                       0                         0
## 3668                       1                         0
## 3669                       0                         0
## 3670                       0                         0
## 3671                       0                         0
## 3672                       0                         0
## 3673                       0                         0
## 3674                       0                         0
## 3675                       0                         1
## 3676                       1                         0
## 3677                       0                         0
## 3678                       0                         1
## 3679                       1                         0
## 3680                       1                         0
## 3681                       0                         0
## 3682                       0                         0
## 3684                       0                         0
## 3685                       0                         0
## 3686                       1                         0
## 3687                       0                         0
## 3689                       0                         1
## 3690                       1                         0
## 3691                       0                         0
## 3693                       0                         0
## 3694                       0                         0
## 3695                       0                         0
## 3698                       0                         1
## 3699                       0                         1
## 3700                       0                         1
## 3701                       0                         0
## 3704                       0                         0
## 3706                       0                         0
## 3707                       1                         0
## 3708                       1                         0
## 3709                       0                         1
## 3710                       0                         0
## 3711                       0                         0
## 3712                       0                         0
## 3713                       0                         0
## 3714                       0                         0
## 3715                       1                         0
## 3716                       0                         0
## 3718                       0                         0
## 3719                       0                         0
## 3721                       0                         0
## 3722                       0                         0
## 3723                       0                         1
## 3724                       0                         0
## 3726                       0                         0
## 3731                       0                         1
## 3732                       1                         0
## 3733                       1                         0
## 3734                       0                         0
## 3736                       0                         1
## 3738                       1                         0
## 3739                       0                         0
## 3740                       0                         1
## 3742                       1                         0
## 3743                       1                         0
## 3744                       0                         0
## 3745                       0                         0
## 3746                       0                         0
## 3748                       0                         0
## 3749                       0                         0
## 3750                       1                         0
## 3751                       0                         0
## 3753                       0                         0
## 3754                       0                         1
## 3755                       0                         0
## 3757                       0                         0
## 3760                       1                         0
## 3761                       0                         0
## 3762                       0                         1
## 3763                       0                         0
## 3764                       1                         0
## 3766                       0                         0
## 3767                       0                         0
## 3768                       0                         0
## 3770                       1                         0
## 3771                       1                         0
## 3773                       0                         0
## 3775                       0                         0
## 3776                       0                         0
## 3777                       0                         0
## 3778                       0                         1
## 3780                       0                         0
## 3781                       0                         0
## 3782                       0                         0
## 3784                       0                         1
## 3785                       0                         0
## 3786                       0                         0
## 3787                       0                         0
## 3788                       0                         1
## 3789                       0                         1
## 3790                       0                         0
## 3791                       0                         0
## 3792                       1                         0
## 3793                       1                         0
## 3794                       1                         0
## 3795                       0                         1
## 3796                       0                         0
## 3797                       0                         0
## 3799                       0                         0
## 3800                       0                         0
## 3802                       0                         0
## 3803                       0                         0
## 3804                       1                         0
## 3807                       0                         0
## 3808                       0                         1
## 3810                       0                         0
## 3811                       1                         0
## 3812                       0                         0
## 3813                       0                         0
## 3814                       1                         0
## 3815                       0                         1
## 3816                       0                         0
## 3817                       0                         0
## 3818                       0                         1
## 3819                       1                         0
## 3820                       1                         0
## 3821                       0                         0
## 3822                       0                         1
## 3823                       1                         0
## 3824                       1                         0
## 3825                       0                         0
## 3826                       1                         0
## 3827                       0                         0
## 3829                       0                         0
## 3830                       0                         1
## 3831                       1                         0
## 3832                       0                         0
## 3833                       0                         0
## 3835                       1                         0
## 3836                       0                         0
## 3837                       0                         0
## 3838                       1                         0
## 3839                       1                         0
## 3841                       0                         0
## 3842                       0                         0
## 3843                       0                         0
## 3845                       1                         0
## 3846                       0                         0
## 3850                       0                         0
## 3851                       1                         0
## 3852                       1                         0
## 3853                       0                         0
## 3854                       0                         0
## 3855                       0                         0
## 3856                       0                         1
## 3858                       0                         0
## 3859                       0                         0
## 3860                       0                         0
## 3861                       0                         0
## 3862                       0                         0
## 3863                       1                         0
## 3864                       0                         1
## 3865                       0                         0
## 3866                       0                         1
## 3867                       1                         0
## 3869                       1                         0
## 3870                       0                         0
## 3872                       0                         1
## 3874                       0                         0
## 3875                       0                         1
## 3876                       1                         0
## 3877                       0                         0
## 3879                       0                         0
## 3880                       0                         1
## 3881                       0                         0
## 3883                       0                         0
## 3887                       0                         1
## 3888                       0                         1
## 3889                       0                         0
## 3894                       1                         0
## 3895                       0                         1
## 3896                       0                         0
## 3897                       0                         0
## 3898                       1                         0
## 3899                       0                         0
## 3900                       0                         0
## 3901                       0                         0
## 3902                       0                         0
## 3903                       0                         0
## 3904                       1                         0
## 3905                       0                         0
## 3906                       0                         0
## 3907                       0                         1
## 3908                       1                         0
## 3909                       0                         0
## 3910                       0                         0
## 3911                       0                         0
## 3913                       0                         0
## 3914                       0                         1
## 3915                       0                         0
## 3916                       0                         1
## 3917                       0                         0
## 3919                       1                         0
## 3920                       0                         0
## 3921                       0                         0
## 3923                       1                         0
## 3924                       0                         1
## 3925                       0                         0
## 3926                       0                         0
## 3927                       0                         1
## 3928                       0                         0
## 3930                       0                         1
## 3931                       1                         0
## 3932                       0                         0
## 3933                       0                         0
## 3934                       0                         0
## 3935                       0                         1
## 3940                       0                         1
## 3942                       0                         0
## 3944                       1                         0
## 3945                       0                         1
## 3946                       0                         1
## 3947                       0                         0
## 3948                       0                         0
## 3949                       0                         0
## 3952                       0                         0
## 3953                       0                         0
## 3954                       0                         0
## 3955                       0                         1
## 3956                       0                         1
## 3958                       0                         1
## 3959                       1                         0
## 3960                       0                         1
## 3961                       1                         0
## 3962                       0                         1
## 3963                       0                         0
## 3964                       1                         0
## 3966                       1                         0
## 3967                       1                         0
## 3968                       1                         0
## 3969                       0                         0
## 3970                       1                         0
## 3971                       0                         0
## 3972                       0                         0
## 3974                       0                         0
## 3975                       0                         1
## 3976                       0                         1
## 3977                       0                         0
## 3978                       0                         1
## 3979                       0                         0
## 3980                       0                         1
## 3981                       0                         0
## 3982                       1                         0
## 3983                       0                         1
## 3985                       1                         0
## 3987                       0                         1
## 3988                       0                         0
## 3989                       0                         0
## 3990                       0                         0
## 3991                       0                         1
## 3993                       0                         0
## 3995                       1                         0
## 3996                       0                         1
## 3997                       1                         0
## 3998                       0                         1
## 4000                       0                         1
## 4001                       0                         0
## 4002                       1                         0
## 4003                       0                         0
## 4006                       0                         0
## 4007                       0                         0
## 4009                       1                         0
## 4010                       0                         0
## 4011                       0                         0
## 4012                       0                         1
## 4013                       0                         0
## 4014                       0                         1
## 4015                       0                         0
## 4016                       0                         0
## 4017                       1                         0
## 4018                       0                         1
## 4019                       1                         0
## 4021                       0                         0
## 4022                       0                         0
## 4023                       0                         0
## 4025                       0                         1
## 4026                       0                         1
## 4027                       0                         1
## 4028                       0                         1
## 4029                       1                         0
## 4030                       0                         0
## 4031                       0                         0
## 4032                       0                         0
## 4034                       0                         0
## 4036                       1                         0
## 4037                       0                         0
## 4039                       0                         0
## 4040                       1                         0
## 4041                       0                         1
## 4042                       0                         0
## 4043                       1                         0
## 4044                       0                         0
## 4045                       0                         1
## 4046                       0                         0
## 4047                       0                         0
## 4048                       1                         0
## 4049                       0                         0
## 4050                       0                         0
## 4051                       0                         1
## 4052                       1                         0
## 4053                       0                         0
## 4055                       0                         0
## 4056                       0                         0
## 4057                       0                         0
## 4058                       0                         0
## 4059                       0                         0
## 4060                       0                         0
## 4061                       0                         1
## 4064                       0                         0
## 4065                       0                         0
## 4066                       0                         1
## 4067                       0                         0
## 4068                       0                         0
## 4070                       0                         1
## 4071                       0                         0
## 4072                       0                         0
## 4073                       0                         0
## 4075                       0                         0
## 4076                       1                         0
## 4077                       0                         1
## 4078                       0                         0
## 4079                       0                         0
## 4080                       0                         1
## 4081                       0                         0
## 4082                       0                         1
## 4083                       0                         1
## 4084                       0                         0
## 4085                       0                         0
## 4087                       0                         0
## 4088                       0                         0
## 4089                       0                         0
## 4090                       0                         0
## 4092                       0                         0
## 4094                       1                         0
## 4095                       0                         0
## 4096                       0                         1
## 4097                       0                         1
## 4098                       0                         1
## 4099                       0                         1
## 4100                       0                         0
## 4101                       0                         1
## 4103                       0                         0
## 4106                       0                         0
## 4108                       1                         0
## 4109                       0                         0
## 4110                       0                         0
## 4111                       0                         0
## 4113                       1                         0
## 4114                       0                         0
## 4116                       0                         0
## 4118                       0                         0
## 4119                       1                         0
## 4121                       0                         0
## 4122                       0                         0
## 4123                       1                         0
## 4125                       0                         0
## 4126                       0                         0
## 4127                       0                         0
## 4128                       0                         0
## 4129                       1                         0
## 4131                       0                         0
## 4132                       0                         0
## 4134                       0                         0
## 4136                       0                         1
## 4138                       0                         0
## 4139                       0                         0
## 4140                       1                         0
## 4141                       0                         1
## 4142                       0                         0
## 4146                       0                         1
## 4147                       0                         0
## 4148                       0                         0
## 4149                       0                         1
## 4151                       0                         0
## 4152                       1                         0
## 4154                       0                         0
## 4156                       0                         1
## 4157                       0                         1
## 4158                       0                         1
## 4161                       1                         0
## 4162                       0                         0
## 4163                       0                         0
## 4165                       0                         1
## 4166                       0                         0
## 4167                       0                         0
## 4168                       1                         0
## 4169                       0                         0
## 4171                       0                         0
## 4172                       0                         1
## 4173                       0                         0
## 4174                       0                         0
## 4175                       0                         0
## 4176                       0                         0
## 4177                       0                         0
## 4180                       0                         0
## 4181                       1                         0
## 4182                       0                         0
## 4183                       0                         1
## 4184                       0                         0
## 4186                       0                         0
## 4187                       0                         0
## 4188                       0                         1
## 4189                       1                         0
## 4190                       0                         1
## 4191                       0                         0
## 4192                       1                         0
## 4193                       0                         0
## 4194                       0                         1
## 4195                       0                         1
## 4197                       0                         1
## 4199                       0                         0
## 4200                       0                         1
## 4201                       0                         0
## 4202                       0                         1
## 4204                       0                         0
## 4205                       0                         0
## 4206                       0                         0
## 4207                       0                         0
## 4209                       0                         1
## 4213                       1                         0
## 4215                       0                         0
## 4216                       1                         0
## 4217                       0                         0
## 4218                       0                         1
## 4219                       0                         1
## 4220                       0                         0
## 4221                       0                         1
## 4222                       0                         0
## 4223                       0                         1
## 4225                       0                         1
## 4226                       0                         0
## 4228                       0                         0
## 4229                       0                         0
## 4230                       0                         0
## 4231                       1                         0
## 4232                       0                         0
## 4234                       0                         1
## 4235                       0                         0
## 4237                       1                         0
## 4238                       1                         0
## 4239                       0                         0
## 4240                       0                         1
## 4241                       0                         1
## 4242                       0                         0
## 4243                       0                         0
## 4244                       0                         0
## 4245                       0                         0
## 4246                       0                         0
## 4248                       0                         0
## 4249                       0                         0
## 4250                       0                         1
## 4251                       1                         0
## 4252                       1                         0
## 4254                       1                         0
## 4256                       0                         0
## 4258                       1                         0
## 4259                       0                         1
## 4260                       0                         0
## 4261                       0                         1
## 4262                       1                         0
## 4263                       0                         0
## 4264                       0                         1
## 4265                       0                         0
## 4266                       0                         0
## 4267                       1                         0
## 4268                       1                         0
## 4269                       0                         0
## 4270                       0                         0
## 4271                       0                         0
## 4273                       0                         0
## 4275                       1                         0
## 4276                       1                         0
## 4277                       1                         0
## 4279                       1                         0
## 4281                       0                         1
## 4282                       0                         0
## 4283                       0                         0
## 4284                       0                         0
## 4286                       1                         0
## 4288                       0                         0
## 4289                       0                         1
## 4290                       1                         0
## 4291                       1                         0
## 4292                       0                         0
## 4293                       0                         0
## 4294                       0                         0
## 4295                       0                         1
## 4296                       1                         0
## 4297                       1                         0
## 4298                       1                         0
## 4299                       0                         0
## 4301                       1                         0
## 4302                       0                         0
## 4304                       0                         1
## 4305                       0                         1
## 4306                       1                         0
## 4307                       0                         0
## 4308                       0                         0
## 4309                       0                         0
## 4310                       0                         1
## 4311                       0                         0
## 4312                       0                         0
## 4314                       0                         1
## 4317                       1                         0
## 4318                       1                         0
## 4319                       0                         0
## 4320                       0                         0
## 4321                       0                         1
## 4322                       0                         0
## 4324                       0                         0
## 4325                       0                         1
## 4326                       0                         0
## 4327                       1                         0
## 4328                       0                         0
## 4329                       0                         0
## 4330                       0                         1
## 4331                       0                         1
## 4333                       1                         0
## 4335                       0                         0
## 4337                       0                         1
## 4338                       0                         1
## 4339                       0                         1
## 4341                       1                         0
## 4343                       0                         0
## 4344                       1                         0
## 4345                       0                         1
## 4346                       0                         1
## 4347                       0                         0
## 4348                       0                         0
## 4349                       0                         0
## 4350                       0                         0
## 4351                       0                         0
## 4355                       0                         0
## 4356                       1                         0
## 4357                       0                         0
## 4358                       0                         0
## 4359                       0                         0
## 4360                       0                         0
## 4361                       1                         0
## 4362                       0                         1
## 4363                       0                         0
## 4364                       0                         0
## 4365                       0                         0
## 4367                       0                         0
## 4368                       0                         1
## 4369                       0                         1
## 4370                       1                         0
## 4371                       0                         0
## 4373                       0                         1
## 4374                       1                         0
## 4376                       0                         0
## 4378                       0                         0
## 4382                       0                         0
## 4383                       0                         0
## 4386                       0                         0
## 4387                       0                         0
## 4388                       0                         1
## 4389                       0                         0
## 4390                       0                         1
## 4391                       0                         1
## 4392                       0                         1
## 4393                       0                         1
## 4395                       1                         0
## 4396                       1                         0
## 4397                       0                         0
## 4398                       0                         0
## 4399                       1                         0
## 4401                       0                         1
## 4402                       0                         1
## 4403                       0                         0
## 4405                       0                         1
## 4406                       0                         0
## 4407                       0                         0
## 4408                       0                         1
## 4409                       0                         0
## 4410                       0                         0
## 4411                       0                         0
## 4412                       0                         1
## 4413                       0                         0
## 4414                       1                         0
## 4415                       0                         0
## 4416                       1                         0
## 4417                       0                         0
## 4418                       0                         0
## 4419                       0                         0
## 4420                       1                         0
## 4421                       0                         0
## 4422                       0                         1
## 4423                       1                         0
## 4424                       0                         0
## 4425                       1                         0
## 4426                       1                         0
## 4427                       0                         0
## 4428                       0                         0
## 4429                       0                         0
## 4431                       1                         0
## 4432                       0                         0
## 4433                       1                         0
## 4434                       1                         0
## 4435                       0                         0
## 4436                       0                         0
## 4437                       0                         0
## 4438                       0                         0
## 4439                       0                         0
## 4440                       0                         1
## 4441                       0                         0
## 4442                       0                         0
## 4443                       0                         0
## 4446                       0                         0
## 4447                       1                         0
## 4448                       0                         0
## 4449                       0                         1
## 4450                       0                         0
## 4452                       0                         0
## 4453                       0                         0
## 4454                       0                         0
## 4455                       0                         0
## 4456                       0                         0
## 4457                       0                         0
## 4458                       1                         0
## 4459                       1                         0
## 4461                       0                         0
## 4464                       1                         0
## 4465                       0                         1
## 4466                       0                         0
## 4469                       0                         0
## 4470                       0                         0
## 4471                       0                         0
## 4472                       0                         0
## 4473                       0                         0
## 4475                       0                         1
## 4476                       0                         1
## 4478                       0                         1
## 4479                       0                         0
## 4480                       1                         0
## 4483                       0                         0
## 4484                       0                         0
## 4485                       0                         0
## 4486                       0                         0
## 4489                       0                         1
## 4490                       0                         0
## 4492                       0                         0
## 4493                       0                         0
## 4494                       1                         0
## 4495                       0                         0
## 4496                       0                         0
## 4498                       0                         1
## 4500                       0                         1
## 4501                       0                         0
## 4502                       0                         0
## 4503                       1                         0
## 4504                       0                         0
## 4506                       0                         1
## 4507                       0                         0
## 4508                       0                         0
## 4510                       0                         0
## 4511                       0                         1
## 4512                       0                         0
## 4513                       0                         0
## 4514                       1                         0
## 4515                       0                         0
## 4516                       0                         0
## 4517                       0                         0
## 4518                       1                         0
## 4521                       1                         0
## 4523                       0                         1
## 4525                       0                         0
## 4526                       0                         1
## 4527                       0                         0
## 4528                       0                         0
## 4531                       0                         0
## 4532                       0                         1
## 4533                       0                         0
## 4534                       0                         0
## 4535                       1                         0
## 4536                       1                         0
## 4538                       0                         0
## 4539                       0                         0
## 4540                       0                         0
## 4541                       0                         0
## 4542                       0                         0
## 4543                       0                         1
## 4544                       0                         0
## 4545                       0                         1
## 4546                       0                         1
## 4547                       0                         0
## 4548                       0                         0
## 4549                       0                         0
## 4550                       0                         0
## 4552                       0                         0
## 4553                       0                         1
## 4554                       0                         1
## 4555                       0                         1
## 4556                       0                         0
## 4560                       1                         0
## 4561                       0                         0
## 4562                       0                         0
## 4563                       0                         1
## 4564                       0                         0
## 4565                       0                         0
## 4566                       0                         1
## 4569                       0                         0
## 4570                       0                         0
## 4571                       0                         0
## 4572                       1                         0
## 4573                       0                         1
## 4574                       0                         0
## 4575                       0                         1
## 4576                       0                         1
## 4577                       0                         1
## 4578                       0                         0
## 4579                       0                         1
## 4580                       0                         0
## 4581                       1                         0
## 4582                       0                         0
## 4585                       1                         0
## 4586                       0                         0
## 4587                       0                         0
## 4588                       0                         1
## 4589                       0                         0
## 4590                       0                         0
## 4591                       0                         0
## 4592                       1                         0
## 4593                       0                         0
## 4594                       1                         0
## 4595                       0                         1
## 4596                       0                         0
## 4598                       0                         0
## 4599                       0                         0
## 4600                       0                         0
## 4601                       0                         0
## 4602                       0                         0
## 4603                       0                         1
## 4604                       0                         1
## 4605                       0                         1
## 4606                       0                         0
## 4607                       0                         1
## 4609                       0                         0
## 4610                       0                         0
## 4611                       1                         0
## 4612                       0                         0
## 4613                       0                         1
## 4614                       0                         0
## 4615                       1                         0
## 4616                       0                         1
## 4617                       0                         1
## 4618                       0                         1
## 4619                       0                         0
## 4620                       0                         0
## 4622                       0                         0
## 4623                       0                         0
## 4625                       0                         0
## 4626                       0                         1
## 4627                       0                         0
##      tenure_group_12_24Month tenure_group_48_60Month
## 1                          0                       0
## 2                          0                       0
## 3                          0                       0
## 4                          0                       0
## 5                          0                       0
## 8                          0                       0
## 9                          1                       0
## 10                         0                       1
## 12                         0                       0
## 13                         0                       1
## 15                         1                       0
## 18                         0                       0
## 19                         0                       0
## 20                         1                       0
## 21                         0                       0
## 22                         0                       0
## 24                         0                       1
## 26                         1                       0
## 27                         0                       0
## 29                         0                       0
## 30                         0                       0
## 31                         0                       0
## 32                         0                       0
## 33                         1                       0
## 34                         0                       0
## 35                         0                       0
## 36                         0                       0
## 38                         0                       0
## 40                         0                       0
## 42                         0                       0
## 43                         0                       0
## 44                         0                       1
## 46                         0                       0
## 48                         0                       0
## 49                         0                       0
## 50                         0                       0
## 51                         0                       0
## 53                         1                       0
## 55                         0                       1
## 56                         0                       0
## 57                         0                       1
## 59                         0                       0
## 60                         0                       0
## 61                         0                       0
## 63                         0                       0
## 65                         0                       0
## 66                         1                       0
## 67                         0                       0
## 69                         0                       0
## 70                         0                       0
## 71                         0                       0
## 72                         0                       0
## 73                         0                       0
## 75                         1                       0
## 76                         0                       1
## 77                         0                       0
## 78                         0                       0
## 79                         1                       0
## 80                         0                       0
## 82                         0                       0
## 83                         0                       0
## 84                         0                       0
## 85                         0                       0
## 86                         0                       0
## 87                         0                       0
## 88                         0                       0
## 89                         0                       0
## 91                         1                       0
## 92                         0                       0
## 93                         0                       0
## 94                         0                       0
## 95                         0                       0
## 96                         0                       0
## 97                         0                       0
## 98                         0                       0
## 99                         0                       0
## 100                        1                       0
## 102                        0                       0
## 103                        0                       0
## 104                        0                       0
## 106                        0                       0
## 108                        0                       0
## 109                        0                       0
## 110                        0                       0
## 111                        0                       1
## 112                        0                       0
## 113                        0                       0
## 114                        0                       0
## 115                        0                       0
## 117                        0                       0
## 118                        0                       0
## 119                        0                       0
## 120                        1                       0
## 121                        0                       1
## 122                        0                       1
## 123                        1                       0
## 124                        0                       0
## 126                        0                       0
## 127                        1                       0
## 128                        0                       0
## 129                        0                       0
## 130                        0                       0
## 131                        0                       0
## 132                        1                       0
## 133                        0                       0
## 134                        0                       0
## 137                        1                       0
## 138                        0                       0
## 139                        0                       1
## 141                        0                       0
## 142                        0                       0
## 144                        0                       0
## 145                        0                       0
## 146                        0                       0
## 147                        1                       0
## 148                        0                       0
## 149                        1                       0
## 150                        0                       0
## 151                        0                       0
## 152                        0                       0
## 153                        0                       0
## 154                        0                       1
## 155                        0                       1
## 156                        0                       0
## 157                        1                       0
## 158                        1                       0
## 160                        0                       0
## 162                        1                       0
## 163                        0                       0
## 164                        0                       1
## 165                        0                       0
## 166                        0                       0
## 167                        0                       0
## 168                        0                       0
## 169                        0                       1
## 170                        0                       0
## 172                        0                       0
## 173                        0                       0
## 174                        0                       1
## 175                        0                       0
## 177                        0                       0
## 178                        0                       0
## 179                        0                       0
## 181                        0                       0
## 182                        0                       0
## 183                        0                       0
## 185                        0                       0
## 186                        0                       0
## 188                        1                       0
## 189                        0                       0
## 190                        0                       0
## 191                        0                       0
## 192                        0                       1
## 193                        0                       0
## 195                        0                       1
## 196                        1                       0
## 197                        1                       0
## 199                        0                       0
## 200                        0                       0
## 201                        1                       0
## 202                        0                       0
## 203                        0                       0
## 205                        0                       0
## 207                        0                       0
## 208                        0                       0
## 209                        0                       0
## 210                        0                       0
## 211                        0                       0
## 212                        0                       0
## 213                        0                       1
## 214                        1                       0
## 215                        1                       0
## 216                        0                       1
## 217                        0                       0
## 218                        0                       0
## 219                        0                       0
## 221                        0                       0
## 222                        0                       0
## 223                        0                       0
## 224                        0                       0
## 225                        0                       0
## 226                        1                       0
## 227                        0                       0
## 228                        0                       0
## 229                        1                       0
## 230                        0                       0
## 231                        0                       1
## 232                        0                       0
## 233                        0                       0
## 234                        0                       0
## 235                        1                       0
## 236                        0                       0
## 237                        0                       0
## 238                        0                       0
## 239                        0                       0
## 240                        0                       0
## 241                        0                       0
## 242                        0                       0
## 243                        0                       0
## 244                        0                       0
## 246                        0                       0
## 247                        0                       0
## 248                        0                       0
## 249                        0                       0
## 250                        0                       0
## 252                        0                       0
## 254                        0                       0
## 256                        0                       0
## 257                        0                       1
## 258                        0                       0
## 259                        0                       0
## 260                        1                       0
## 261                        1                       0
## 262                        0                       0
## 265                        0                       0
## 266                        0                       1
## 267                        0                       0
## 268                        0                       0
## 269                        0                       1
## 271                        0                       0
## 272                        0                       1
## 273                        0                       0
## 276                        0                       0
## 277                        0                       0
## 278                        1                       0
## 279                        0                       0
## 280                        0                       0
## 281                        0                       1
## 282                        0                       0
## 283                        0                       0
## 284                        0                       0
## 285                        0                       0
## 286                        1                       0
## 287                        1                       0
## 288                        0                       0
## 289                        0                       0
## 290                        0                       0
## 291                        1                       0
## 292                        0                       0
## 293                        1                       0
## 294                        0                       1
## 295                        0                       0
## 297                        0                       0
## 298                        0                       0
## 299                        0                       0
## 300                        0                       0
## 302                        0                       0
## 303                        0                       0
## 304                        0                       0
## 305                        0                       0
## 306                        0                       0
## 307                        0                       0
## 308                        1                       0
## 310                        0                       0
## 311                        0                       0
## 312                        1                       0
## 313                        0                       0
## 315                        0                       0
## 317                        0                       0
## 318                        0                       0
## 319                        1                       0
## 320                        0                       0
## 321                        0                       1
## 322                        0                       0
## 323                        0                       0
## 324                        0                       0
## 325                        0                       0
## 326                        0                       0
## 327                        0                       0
## 329                        1                       0
## 332                        0                       0
## 333                        0                       0
## 334                        0                       0
## 335                        0                       0
## 336                        0                       0
## 337                        0                       0
## 338                        0                       0
## 339                        0                       0
## 340                        0                       1
## 341                        0                       0
## 342                        0                       0
## 343                        0                       0
## 344                        0                       1
## 346                        0                       0
## 347                        0                       0
## 348                        0                       0
## 349                        1                       0
## 350                        0                       0
## 352                        0                       0
## 353                        0                       0
## 354                        0                       0
## 356                        0                       0
## 357                        0                       0
## 358                        0                       0
## 360                        0                       0
## 361                        0                       0
## 362                        0                       0
## 363                        0                       1
## 365                        0                       0
## 367                        1                       0
## 368                        0                       0
## 369                        0                       0
## 370                        0                       0
## 371                        0                       0
## 373                        1                       0
## 374                        0                       1
## 375                        0                       0
## 376                        0                       0
## 377                        0                       0
## 378                        1                       0
## 379                        0                       1
## 380                        0                       0
## 381                        0                       0
## 382                        0                       0
## 383                        0                       0
## 384                        0                       0
## 385                        0                       0
## 387                        0                       1
## 388                        0                       0
## 391                        1                       0
## 392                        1                       0
## 393                        0                       0
## 395                        0                       0
## 396                        0                       0
## 397                        0                       0
## 399                        0                       0
## 400                        1                       0
## 401                        0                       0
## 402                        0                       0
## 403                        0                       0
## 405                        1                       0
## 407                        0                       1
## 408                        0                       0
## 409                        0                       0
## 411                        1                       0
## 412                        0                       0
## 413                        1                       0
## 415                        0                       0
## 416                        0                       0
## 417                        0                       0
## 418                        0                       0
## 419                        1                       0
## 421                        0                       0
## 423                        1                       0
## 426                        0                       1
## 427                        0                       0
## 428                        0                       0
## 429                        0                       0
## 430                        0                       0
## 431                        0                       1
## 432                        0                       0
## 433                        0                       0
## 434                        0                       0
## 435                        0                       0
## 436                        1                       0
## 437                        0                       0
## 438                        0                       0
## 439                        0                       0
## 441                        0                       0
## 442                        0                       0
## 443                        0                       1
## 445                        0                       0
## 447                        0                       0
## 448                        0                       0
## 449                        0                       0
## 450                        0                       0
## 451                        0                       0
## 452                        1                       0
## 453                        0                       1
## 454                        1                       0
## 455                        0                       1
## 456                        1                       0
## 458                        1                       0
## 459                        0                       0
## 460                        0                       0
## 461                        0                       1
## 462                        1                       0
## 464                        0                       0
## 466                        0                       0
## 467                        0                       0
## 469                        0                       0
## 470                        0                       0
## 471                        0                       0
## 473                        0                       0
## 474                        1                       0
## 476                        1                       0
## 477                        0                       0
## 479                        0                       0
## 481                        0                       0
## 482                        0                       0
## 483                        1                       0
## 484                        0                       0
## 485                        0                       0
## 486                        0                       0
## 487                        0                       0
## 488                        0                       0
## 489                        0                       0
## 490                        0                       1
## 491                        0                       0
## 492                        0                       0
## 493                        0                       1
## 494                        0                       0
## 495                        1                       0
## 496                        1                       0
## 497                        0                       0
## 498                        0                       0
## 499                        0                       0
## 500                        0                       0
## 501                        0                       0
## 502                        0                       0
## 504                        0                       0
## 505                        1                       0
## 506                        0                       0
## 507                        0                       0
## 509                        0                       0
## 510                        1                       0
## 511                        0                       1
## 513                        0                       1
## 514                        1                       0
## 516                        1                       0
## 517                        0                       0
## 518                        1                       0
## 519                        0                       0
## 520                        0                       0
## 521                        1                       0
## 522                        0                       1
## 524                        0                       0
## 525                        0                       0
## 526                        0                       0
## 527                        0                       1
## 528                        0                       0
## 529                        0                       1
## 530                        1                       0
## 531                        0                       0
## 532                        0                       0
## 533                        0                       0
## 534                        0                       0
## 535                        0                       0
## 536                        0                       1
## 537                        0                       0
## 538                        0                       0
## 539                        0                       1
## 540                        0                       0
## 541                        0                       0
## 542                        0                       0
## 543                        0                       0
## 544                        0                       0
## 545                        0                       0
## 546                        0                       0
## 547                        0                       0
## 548                        0                       0
## 549                        0                       0
## 552                        0                       1
## 553                        1                       0
## 554                        0                       0
## 555                        0                       1
## 556                        0                       0
## 557                        0                       0
## 558                        0                       0
## 559                        0                       0
## 560                        0                       1
## 561                        1                       0
## 562                        0                       0
## 563                        0                       1
## 564                        0                       0
## 568                        0                       0
## 569                        0                       0
## 570                        0                       1
## 571                        0                       0
## 573                        0                       1
## 574                        1                       0
## 575                        0                       1
## 576                        0                       0
## 577                        0                       0
## 578                        0                       0
## 579                        0                       0
## 580                        0                       0
## 581                        0                       0
## 582                        0                       0
## 584                        1                       0
## 586                        0                       0
## 587                        0                       0
## 589                        0                       0
## 590                        0                       0
## 591                        0                       0
## 592                        0                       1
## 594                        0                       0
## 595                        0                       0
## 596                        0                       0
## 597                        0                       0
## 598                        0                       0
## 599                        0                       0
## 600                        0                       0
## 601                        0                       0
## 602                        0                       0
## 603                        0                       0
## 604                        0                       0
## 605                        0                       0
## 607                        0                       0
## 608                        0                       0
## 609                        0                       0
## 611                        0                       0
## 612                        0                       0
## 613                        0                       0
## 615                        0                       0
## 616                        0                       0
## 617                        0                       0
## 618                        0                       1
## 619                        0                       0
## 620                        0                       0
## 621                        0                       1
## 622                        0                       0
## 623                        1                       0
## 624                        0                       0
## 625                        1                       0
## 627                        0                       0
## 630                        0                       0
## 631                        0                       0
## 634                        0                       0
## 635                        0                       0
## 638                        0                       1
## 639                        0                       0
## 640                        0                       0
## 641                        0                       0
## 642                        0                       0
## 643                        0                       0
## 645                        1                       0
## 648                        0                       0
## 649                        1                       0
## 650                        1                       0
## 651                        0                       0
## 652                        0                       0
## 653                        0                       0
## 654                        0                       0
## 655                        0                       0
## 656                        0                       0
## 657                        0                       0
## 659                        0                       0
## 660                        0                       0
## 661                        0                       0
## 662                        0                       0
## 664                        0                       1
## 665                        1                       0
## 666                        0                       0
## 667                        0                       0
## 668                        0                       0
## 669                        0                       0
## 670                        0                       1
## 672                        0                       0
## 673                        1                       0
## 674                        0                       0
## 675                        0                       0
## 676                        0                       0
## 677                        0                       0
## 678                        1                       0
## 679                        0                       0
## 680                        0                       0
## 681                        0                       1
## 683                        0                       0
## 684                        0                       0
## 685                        0                       0
## 687                        0                       0
## 688                        0                       0
## 689                        0                       0
## 691                        0                       0
## 692                        0                       0
## 693                        1                       0
## 695                        0                       0
## 696                        0                       0
## 697                        1                       0
## 698                        0                       0
## 699                        0                       0
## 700                        0                       0
## 702                        1                       0
## 703                        0                       0
## 704                        0                       0
## 705                        1                       0
## 707                        1                       0
## 708                        1                       0
## 709                        1                       0
## 711                        1                       0
## 712                        0                       1
## 713                        0                       0
## 714                        0                       0
## 715                        0                       0
## 716                        0                       0
## 717                        0                       0
## 718                        1                       0
## 719                        0                       0
## 720                        0                       0
## 721                        0                       1
## 723                        1                       0
## 724                        0                       0
## 725                        0                       0
## 727                        0                       0
## 728                        1                       0
## 730                        0                       0
## 731                        0                       0
## 733                        0                       0
## 734                        1                       0
## 735                        0                       0
## 736                        1                       0
## 737                        0                       0
## 738                        0                       0
## 739                        0                       0
## 740                        0                       0
## 742                        0                       0
## 743                        0                       1
## 745                        0                       0
## 746                        0                       0
## 747                        1                       0
## 748                        0                       0
## 749                        0                       1
## 750                        1                       0
## 751                        0                       0
## 752                        0                       0
## 753                        0                       0
## 755                        0                       0
## 757                        0                       0
## 758                        0                       0
## 759                        0                       0
## 761                        1                       0
## 762                        0                       0
## 763                        0                       0
## 766                        0                       0
## 767                        0                       0
## 768                        0                       0
## 769                        0                       0
## 770                        0                       0
## 771                        0                       0
## 772                        0                       0
## 774                        0                       0
## 775                        1                       0
## 776                        0                       0
## 777                        0                       1
## 779                        0                       0
## 780                        0                       0
## 781                        1                       0
## 782                        0                       0
## 783                        0                       1
## 784                        0                       0
## 785                        0                       0
## 786                        0                       0
## 788                        0                       0
## 789                        0                       1
## 791                        0                       0
## 792                        0                       0
## 793                        0                       1
## 794                        0                       0
## 795                        0                       0
## 796                        1                       0
## 797                        0                       0
## 798                        0                       1
## 799                        0                       0
## 800                        0                       0
## 801                        0                       0
## 803                        0                       1
## 804                        0                       0
## 805                        0                       0
## 806                        0                       0
## 807                        0                       0
## 808                        0                       0
## 809                        0                       1
## 810                        0                       0
## 811                        0                       0
## 812                        0                       0
## 813                        0                       0
## 815                        0                       0
## 816                        0                       1
## 817                        1                       0
## 818                        0                       0
## 819                        0                       1
## 820                        0                       0
## 821                        0                       0
## 822                        0                       0
## 823                        0                       1
## 824                        0                       0
## 826                        0                       0
## 827                        0                       1
## 828                        0                       0
## 830                        0                       0
## 831                        0                       0
## 832                        0                       0
## 833                        0                       0
## 834                        0                       1
## 835                        0                       1
## 837                        0                       0
## 838                        0                       0
## 839                        0                       1
## 840                        0                       0
## 844                        0                       0
## 845                        0                       0
## 848                        0                       0
## 849                        0                       0
## 850                        0                       0
## 852                        0                       0
## 853                        0                       0
## 854                        0                       1
## 855                        0                       0
## 856                        0                       0
## 857                        0                       0
## 859                        1                       0
## 862                        1                       0
## 863                        1                       0
## 864                        0                       0
## 865                        0                       1
## 866                        0                       0
## 867                        0                       1
## 868                        1                       0
## 869                        0                       0
## 870                        0                       1
## 872                        0                       1
## 874                        1                       0
## 875                        0                       0
## 876                        0                       0
## 877                        0                       1
## 878                        0                       0
## 879                        0                       0
## 880                        1                       0
## 881                        0                       1
## 882                        0                       0
## 884                        0                       0
## 885                        0                       0
## 886                        1                       0
## 888                        0                       1
## 889                        0                       0
## 890                        0                       0
## 891                        0                       0
## 892                        0                       0
## 893                        0                       1
## 894                        1                       0
## 895                        0                       0
## 897                        0                       0
## 898                        0                       0
## 900                        0                       0
## 901                        0                       0
## 902                        0                       1
## 903                        0                       0
## 904                        0                       0
## 906                        0                       0
## 907                        0                       0
## 908                        0                       0
## 909                        0                       0
## 910                        0                       0
## 911                        0                       0
## 913                        0                       0
## 914                        0                       0
## 915                        1                       0
## 916                        0                       0
## 917                        1                       0
## 918                        1                       0
## 919                        0                       1
## 920                        0                       0
## 921                        0                       0
## 922                        0                       1
## 923                        1                       0
## 924                        0                       0
## 927                        0                       0
## 928                        1                       0
## 929                        0                       0
## 930                        0                       0
## 931                        0                       0
## 932                        0                       0
## 933                        0                       0
## 934                        0                       0
## 935                        0                       1
## 936                        0                       0
## 937                        0                       0
## 938                        1                       0
## 939                        0                       0
## 941                        0                       0
## 942                        0                       1
## 943                        1                       0
## 944                        0                       0
## 945                        0                       0
## 946                        0                       0
## 949                        0                       0
## 950                        1                       0
## 952                        1                       0
## 953                        0                       0
## 954                        0                       0
## 955                        0                       0
## 956                        1                       0
## 959                        0                       0
## 960                        0                       0
## 961                        0                       1
## 963                        0                       0
## 964                        0                       0
## 965                        1                       0
## 968                        0                       0
## 969                        0                       0
## 970                        0                       1
## 971                        0                       0
## 972                        0                       1
## 974                        0                       0
## 975                        0                       0
## 976                        0                       1
## 977                        0                       0
## 978                        1                       0
## 979                        0                       0
## 980                        0                       0
## 982                        0                       0
## 983                        0                       0
## 984                        0                       0
## 986                        1                       0
## 987                        0                       0
## 988                        0                       1
## 989                        0                       1
## 990                        1                       0
## 991                        0                       0
## 992                        0                       0
## 993                        0                       0
## 994                        0                       0
## 995                        0                       0
## 996                        0                       0
## 997                        0                       0
## 1001                       0                       0
## 1002                       1                       0
## 1003                       0                       1
## 1004                       0                       0
## 1005                       0                       0
## 1006                       0                       0
## 1007                       1                       0
## 1008                       1                       0
## 1010                       0                       0
## 1011                       0                       0
## 1012                       0                       0
## 1013                       0                       0
## 1014                       0                       0
## 1015                       0                       0
## 1016                       0                       0
## 1017                       1                       0
## 1018                       0                       0
## 1019                       1                       0
## 1020                       0                       0
## 1023                       0                       1
## 1024                       0                       0
## 1025                       0                       0
## 1026                       1                       0
## 1027                       1                       0
## 1028                       0                       0
## 1029                       1                       0
## 1031                       0                       1
## 1033                       0                       0
## 1034                       0                       0
## 1035                       0                       0
## 1037                       0                       0
## 1038                       0                       0
## 1040                       0                       0
## 1042                       0                       0
## 1043                       0                       0
## 1045                       1                       0
## 1046                       1                       0
## 1047                       0                       0
## 1048                       0                       0
## 1049                       0                       0
## 1051                       0                       0
## 1053                       0                       0
## 1054                       0                       0
## 1055                       0                       0
## 1057                       1                       0
## 1059                       0                       0
## 1060                       0                       0
## 1061                       0                       0
## 1062                       0                       0
## 1066                       0                       0
## 1067                       1                       0
## 1069                       0                       0
## 1070                       1                       0
## 1072                       0                       0
## 1073                       0                       1
## 1074                       0                       1
## 1075                       0                       0
## 1076                       0                       1
## 1077                       1                       0
## 1078                       0                       0
## 1079                       0                       0
## 1080                       0                       0
## 1081                       0                       0
## 1082                       0                       0
## 1083                       0                       0
## 1084                       0                       0
## 1085                       0                       0
## 1086                       0                       0
## 1087                       0                       0
## 1088                       1                       0
## 1089                       0                       0
## 1090                       0                       0
## 1092                       0                       0
## 1093                       0                       0
## 1094                       1                       0
## 1095                       0                       0
## 1097                       0                       0
## 1099                       1                       0
## 1100                       0                       1
## 1101                       0                       0
## 1102                       0                       0
## 1103                       0                       1
## 1104                       0                       0
## 1105                       0                       0
## 1106                       0                       0
## 1107                       0                       1
## 1108                       0                       0
## 1109                       0                       0
## 1110                       0                       0
## 1111                       0                       0
## 1112                       0                       0
## 1113                       0                       0
## 1115                       0                       0
## 1116                       0                       0
## 1117                       1                       0
## 1118                       0                       0
## 1119                       0                       0
## 1121                       0                       0
## 1122                       0                       0
## 1123                       0                       0
## 1124                       1                       0
## 1125                       1                       0
## 1126                       0                       0
## 1127                       1                       0
## 1128                       0                       0
## 1130                       0                       0
## 1131                       1                       0
## 1132                       0                       0
## 1133                       0                       1
## 1134                       0                       0
## 1135                       0                       0
## 1136                       0                       0
## 1138                       0                       1
## 1139                       0                       0
## 1140                       0                       0
## 1141                       0                       0
## 1142                       0                       0
## 1143                       1                       0
## 1146                       0                       0
## 1147                       0                       0
## 1148                       0                       0
## 1149                       0                       0
## 1151                       0                       0
## 1152                       0                       0
## 1153                       0                       1
## 1154                       0                       1
## 1155                       0                       1
## 1157                       1                       0
## 1158                       0                       0
## 1159                       0                       0
## 1160                       0                       0
## 1161                       0                       0
## 1162                       1                       0
## 1163                       0                       0
## 1164                       1                       0
## 1165                       0                       0
## 1167                       0                       0
## 1168                       0                       1
## 1169                       0                       0
## 1170                       0                       0
## 1172                       0                       0
## 1174                       0                       0
## 1175                       0                       0
## 1176                       0                       0
## 1177                       0                       0
## 1178                       1                       0
## 1180                       0                       1
## 1181                       0                       0
## 1182                       0                       0
## 1183                       0                       1
## 1184                       0                       0
## 1185                       0                       0
## 1187                       0                       0
## 1188                       0                       0
## 1189                       0                       0
## 1190                       0                       0
## 1191                       0                       0
## 1192                       1                       0
## 1193                       0                       0
## 1194                       0                       0
## 1196                       0                       0
## 1197                       0                       0
## 1198                       0                       0
## 1199                       0                       1
## 1200                       0                       1
## 1201                       0                       0
## 1205                       0                       0
## 1206                       0                       1
## 1207                       0                       0
## 1208                       0                       0
## 1211                       0                       0
## 1212                       1                       0
## 1213                       0                       1
## 1214                       0                       1
## 1215                       1                       0
## 1217                       0                       0
## 1220                       0                       0
## 1221                       0                       0
## 1222                       0                       0
## 1223                       0                       0
## 1224                       1                       0
## 1229                       0                       0
## 1230                       0                       0
## 1231                       0                       1
## 1232                       0                       1
## 1233                       1                       0
## 1235                       0                       0
## 1236                       1                       0
## 1237                       1                       0
## 1238                       1                       0
## 1239                       1                       0
## 1240                       0                       0
## 1242                       1                       0
## 1243                       0                       0
## 1244                       1                       0
## 1245                       0                       0
## 1246                       0                       0
## 1248                       0                       0
## 1250                       0                       0
## 1251                       0                       1
## 1252                       0                       0
## 1253                       0                       0
## 1255                       0                       0
## 1256                       0                       0
## 1257                       0                       0
## 1258                       0                       0
## 1259                       0                       0
## 1260                       0                       0
## 1261                       0                       0
## 1262                       0                       1
## 1263                       0                       0
## 1264                       0                       0
## 1265                       0                       1
## 1266                       0                       1
## 1267                       0                       1
## 1268                       0                       1
## 1269                       0                       0
## 1270                       0                       0
## 1273                       0                       0
## 1274                       0                       0
## 1275                       0                       0
## 1276                       1                       0
## 1277                       0                       0
## 1279                       0                       0
## 1280                       0                       0
## 1281                       0                       1
## 1283                       0                       0
## 1284                       1                       0
## 1285                       0                       0
## 1286                       0                       1
## 1287                       0                       0
## 1288                       0                       0
## 1289                       0                       1
## 1290                       0                       0
## 1291                       0                       1
## 1292                       0                       0
## 1294                       0                       0
## 1296                       0                       0
## 1297                       0                       0
## 1298                       0                       0
## 1299                       0                       0
## 1300                       0                       0
## 1301                       0                       0
## 1302                       1                       0
## 1304                       0                       0
## 1306                       0                       0
## 1307                       0                       0
## 1308                       0                       0
## 1309                       0                       0
## 1310                       0                       0
## 1311                       0                       0
## 1312                       0                       0
## 1313                       0                       0
## 1314                       1                       0
## 1315                       0                       0
## 1317                       0                       0
## 1318                       0                       1
## 1319                       0                       0
## 1320                       0                       0
## 1321                       0                       0
## 1322                       0                       0
## 1323                       0                       0
## 1324                       0                       1
## 1325                       1                       0
## 1326                       0                       0
## 1327                       1                       0
## 1328                       0                       0
## 1329                       0                       0
## 1330                       0                       0
## 1331                       0                       0
## 1332                       0                       0
## 1334                       0                       0
## 1335                       0                       0
## 1337                       1                       0
## 1338                       0                       0
## 1339                       0                       0
## 1340                       1                       0
## 1342                       0                       0
## 1343                       0                       0
## 1344                       0                       0
## 1345                       0                       0
## 1346                       0                       0
## 1347                       0                       0
## 1348                       0                       0
## 1349                       0                       0
## 1350                       0                       0
## 1353                       0                       0
## 1354                       0                       0
## 1355                       0                       0
## 1358                       0                       0
## 1359                       0                       0
## 1360                       0                       0
## 1362                       0                       0
## 1363                       0                       1
## 1364                       0                       1
## 1365                       0                       0
## 1366                       1                       0
## 1367                       0                       0
## 1369                       0                       0
## 1370                       0                       0
## 1371                       0                       0
## 1372                       0                       0
## 1373                       0                       0
## 1374                       0                       1
## 1375                       0                       0
## 1376                       0                       1
## 1378                       0                       0
## 1380                       1                       0
## 1381                       0                       0
## 1384                       0                       0
## 1385                       0                       0
## 1386                       0                       0
## 1387                       1                       0
## 1388                       0                       0
## 1389                       0                       0
## 1390                       0                       1
## 1392                       0                       0
## 1393                       0                       0
## 1394                       1                       0
## 1395                       0                       0
## 1396                       1                       0
## 1397                       0                       0
## 1401                       0                       0
## 1402                       0                       0
## 1403                       0                       0
## 1404                       0                       0
## 1406                       0                       0
## 1407                       1                       0
## 1408                       0                       0
## 1409                       0                       0
## 1410                       0                       0
## 1411                       0                       0
## 1412                       0                       1
## 1413                       0                       0
## 1414                       0                       0
## 1416                       0                       1
## 1417                       0                       0
## 1418                       0                       0
## 1419                       0                       0
## 1420                       0                       0
## 1421                       0                       0
## 1422                       0                       0
## 1423                       0                       0
## 1424                       0                       0
## 1425                       0                       0
## 1426                       1                       0
## 1427                       0                       0
## 1428                       0                       0
## 1429                       0                       0
## 1430                       0                       0
## 1431                       0                       0
## 1432                       0                       0
## 1434                       0                       0
## 1435                       0                       0
## 1436                       0                       0
## 1437                       0                       1
## 1438                       0                       0
## 1439                       1                       0
## 1440                       0                       0
## 1442                       0                       0
## 1443                       0                       0
## 1444                       1                       0
## 1445                       0                       1
## 1446                       0                       0
## 1447                       0                       0
## 1448                       0                       0
## 1449                       0                       0
## 1450                       1                       0
## 1451                       0                       0
## 1452                       0                       0
## 1454                       0                       0
## 1455                       0                       1
## 1456                       0                       0
## 1457                       1                       0
## 1459                       0                       0
## 1460                       0                       0
## 1461                       0                       0
## 1462                       0                       0
## 1463                       1                       0
## 1464                       0                       1
## 1465                       0                       0
## 1466                       0                       0
## 1468                       0                       0
## 1469                       1                       0
## 1470                       0                       0
## 1471                       0                       0
## 1473                       0                       1
## 1474                       0                       0
## 1475                       0                       0
## 1477                       0                       0
## 1479                       0                       0
## 1480                       0                       0
## 1481                       1                       0
## 1482                       0                       0
## 1484                       0                       0
## 1485                       1                       0
## 1486                       0                       0
## 1488                       0                       0
## 1489                       0                       0
## 1490                       0                       0
## 1491                       0                       0
## 1493                       0                       0
## 1494                       0                       0
## 1495                       0                       0
## 1496                       0                       0
## 1497                       0                       0
## 1498                       0                       0
## 1499                       0                       0
## 1500                       0                       0
## 1501                       0                       0
## 1502                       0                       0
## 1503                       0                       1
## 1504                       1                       0
## 1505                       0                       0
## 1506                       0                       0
## 1507                       0                       0
## 1508                       0                       0
## 1509                       0                       0
## 1511                       0                       0
## 1513                       0                       1
## 1514                       0                       0
## 1515                       0                       0
## 1516                       1                       0
## 1517                       0                       0
## 1519                       0                       0
## 1520                       0                       1
## 1521                       0                       0
## 1522                       1                       0
## 1524                       0                       0
## 1525                       0                       1
## 1526                       0                       0
## 1527                       0                       0
## 1528                       0                       0
## 1529                       0                       0
## 1530                       0                       0
## 1532                       0                       0
## 1533                       0                       0
## 1534                       0                       0
## 1535                       0                       0
## 1536                       0                       1
## 1538                       0                       0
## 1539                       0                       0
## 1540                       1                       0
## 1541                       0                       1
## 1543                       0                       1
## 1544                       1                       0
## 1545                       0                       0
## 1546                       0                       1
## 1547                       1                       0
## 1548                       0                       0
## 1549                       0                       0
## 1551                       0                       1
## 1553                       0                       0
## 1555                       0                       0
## 1557                       0                       0
## 1559                       0                       0
## 1560                       0                       0
## 1561                       0                       1
## 1562                       0                       0
## 1563                       0                       0
## 1564                       0                       0
## 1565                       0                       0
## 1567                       0                       0
## 1568                       1                       0
## 1569                       0                       0
## 1571                       0                       0
## 1572                       0                       0
## 1573                       0                       0
## 1574                       0                       0
## 1575                       0                       0
## 1576                       1                       0
## 1577                       1                       0
## 1578                       0                       1
## 1579                       0                       1
## 1581                       0                       0
## 1582                       0                       0
## 1583                       0                       0
## 1584                       0                       0
## 1585                       0                       0
## 1586                       0                       1
## 1587                       0                       0
## 1588                       0                       0
## 1589                       0                       0
## 1590                       0                       1
## 1591                       0                       0
## 1592                       0                       0
## 1593                       0                       0
## 1594                       1                       0
## 1595                       0                       0
## 1596                       0                       0
## 1597                       0                       0
## 1598                       1                       0
## 1599                       0                       0
## 1600                       0                       0
## 1602                       0                       0
## 1603                       0                       0
## 1606                       0                       0
## 1607                       0                       0
## 1608                       0                       0
## 1611                       0                       0
## 1614                       1                       0
## 1615                       0                       0
## 1617                       0                       0
## 1618                       0                       0
## 1619                       0                       1
## 1620                       0                       1
## 1621                       0                       0
## 1622                       1                       0
## 1623                       0                       0
## 1624                       1                       0
## 1625                       0                       0
## 1626                       0                       0
## 1628                       0                       0
## 1630                       0                       1
## 1632                       0                       0
## 1633                       0                       0
## 1634                       0                       0
## 1635                       0                       0
## 1638                       1                       0
## 1639                       0                       0
## 1640                       0                       0
## 1641                       0                       0
## 1643                       0                       0
## 1644                       0                       1
## 1645                       1                       0
## 1646                       0                       0
## 1647                       0                       0
## 1648                       0                       0
## 1649                       0                       1
## 1650                       0                       0
## 1651                       1                       0
## 1652                       0                       1
## 1653                       0                       0
## 1654                       0                       0
## 1655                       0                       0
## 1658                       0                       0
## 1659                       0                       0
## 1662                       0                       0
## 1663                       0                       0
## 1664                       0                       0
## 1665                       0                       0
## 1666                       0                       0
## 1667                       0                       0
## 1669                       0                       0
## 1670                       1                       0
## 1671                       1                       0
## 1672                       0                       0
## 1673                       0                       1
## 1674                       0                       0
## 1675                       0                       0
## 1676                       0                       1
## 1677                       0                       0
## 1678                       0                       0
## 1679                       1                       0
## 1680                       0                       0
## 1681                       1                       0
## 1682                       1                       0
## 1683                       0                       0
## 1684                       0                       0
## 1685                       0                       0
## 1686                       0                       0
## 1687                       0                       1
## 1688                       0                       0
## 1689                       0                       0
## 1690                       0                       0
## 1691                       0                       1
## 1694                       0                       0
## 1695                       0                       0
## 1696                       0                       0
## 1697                       0                       0
## 1699                       0                       0
## 1700                       0                       0
## 1703                       1                       0
## 1704                       0                       0
## 1706                       0                       0
## 1707                       0                       0
## 1708                       1                       0
## 1709                       0                       0
## 1710                       0                       0
## 1711                       0                       0
## 1713                       0                       0
## 1714                       0                       0
## 1716                       0                       0
## 1717                       0                       0
## 1718                       0                       0
## 1719                       0                       1
## 1720                       1                       0
## 1721                       0                       0
## 1722                       1                       0
## 1723                       0                       0
## 1724                       0                       0
## 1726                       0                       0
## 1727                       0                       0
## 1728                       0                       1
## 1729                       0                       0
## 1730                       0                       0
## 1731                       0                       0
## 1733                       0                       0
## 1734                       0                       0
## 1735                       0                       0
## 1736                       0                       0
## 1737                       0                       0
## 1738                       0                       0
## 1739                       0                       0
## 1740                       0                       0
## 1741                       0                       1
## 1742                       0                       0
## 1744                       0                       1
## 1746                       0                       0
## 1747                       0                       0
## 1748                       1                       0
## 1749                       0                       0
## 1750                       0                       1
## 1751                       0                       0
## 1752                       0                       0
## 1753                       0                       1
## 1754                       0                       0
## 1756                       0                       0
## 1757                       0                       1
## 1758                       0                       0
## 1760                       0                       1
## 1761                       0                       1
## 1762                       1                       0
## 1764                       0                       1
## 1765                       0                       0
## 1767                       0                       0
## 1768                       0                       0
## 1771                       0                       0
## 1772                       0                       0
## 1773                       1                       0
## 1774                       0                       0
## 1775                       0                       0
## 1776                       0                       0
## 1777                       0                       1
## 1779                       0                       0
## 1780                       0                       0
## 1781                       0                       0
## 1782                       0                       0
## 1783                       0                       0
## 1784                       0                       1
## 1785                       0                       1
## 1786                       0                       0
## 1787                       0                       0
## 1788                       0                       0
## 1789                       0                       0
## 1791                       0                       0
## 1792                       1                       0
## 1793                       1                       0
## 1795                       0                       0
## 1796                       0                       0
## 1797                       1                       0
## 1798                       0                       0
## 1802                       0                       0
## 1803                       0                       0
## 1804                       1                       0
## 1807                       1                       0
## 1808                       0                       0
## 1810                       0                       0
## 1811                       0                       0
## 1812                       0                       0
## 1813                       0                       0
## 1814                       0                       1
## 1815                       0                       1
## 1816                       0                       1
## 1818                       0                       0
## 1819                       0                       0
## 1822                       0                       0
## 1823                       0                       0
## 1825                       0                       0
## 1826                       0                       0
## 1827                       1                       0
## 1830                       0                       0
## 1831                       0                       0
## 1832                       1                       0
## 1834                       0                       1
## 1835                       0                       0
## 1836                       0                       0
## 1837                       0                       1
## 1838                       0                       0
## 1842                       0                       0
## 1844                       0                       0
## 1845                       0                       0
## 1847                       0                       0
## 1848                       0                       0
## 1849                       0                       0
## 1850                       0                       0
## 1851                       0                       0
## 1853                       0                       0
## 1854                       0                       0
## 1855                       0                       0
## 1857                       0                       0
## 1858                       0                       0
## 1860                       1                       0
## 1861                       0                       0
## 1862                       0                       0
## 1863                       1                       0
## 1864                       0                       0
## 1865                       0                       0
## 1866                       0                       0
## 1867                       0                       0
## 1868                       0                       0
## 1869                       0                       0
## 1870                       0                       0
## 1871                       0                       0
## 1873                       0                       0
## 1876                       0                       0
## 1877                       1                       0
## 1878                       1                       0
## 1879                       0                       0
## 1880                       1                       0
## 1883                       0                       0
## 1884                       1                       0
## 1885                       0                       0
## 1886                       0                       0
## 1887                       0                       0
## 1888                       0                       0
## 1890                       0                       0
## 1892                       0                       0
## 1893                       1                       0
## 1894                       0                       0
## 1895                       0                       0
## 1896                       0                       0
## 1897                       0                       0
## 1898                       0                       0
## 1899                       1                       0
## 1900                       0                       1
## 1901                       0                       0
## 1902                       0                       0
## 1903                       0                       0
## 1904                       0                       0
## 1905                       0                       0
## 1906                       0                       0
## 1907                       0                       0
## 1909                       0                       0
## 1910                       1                       0
## 1911                       1                       0
## 1912                       0                       0
## 1913                       0                       0
## 1914                       1                       0
## 1915                       0                       0
## 1917                       0                       0
## 1918                       1                       0
## 1919                       0                       0
## 1921                       0                       1
## 1923                       0                       0
## 1924                       0                       0
## 1926                       1                       0
## 1927                       0                       1
## 1928                       0                       0
## 1930                       1                       0
## 1931                       0                       0
## 1932                       0                       0
## 1933                       0                       0
## 1934                       0                       0
## 1935                       0                       0
## 1936                       0                       1
## 1938                       0                       0
## 1939                       0                       0
## 1940                       0                       0
## 1941                       0                       0
## 1942                       0                       1
## 1943                       0                       0
## 1944                       0                       0
## 1945                       0                       0
## 1946                       0                       0
## 1947                       0                       0
## 1948                       1                       0
## 1949                       0                       0
## 1950                       0                       0
## 1951                       0                       0
## 1952                       0                       0
## 1953                       0                       0
## 1954                       1                       0
## 1956                       0                       0
## 1957                       0                       0
## 1958                       1                       0
## 1959                       0                       0
## 1960                       0                       0
## 1961                       1                       0
## 1962                       1                       0
## 1963                       0                       0
## 1964                       0                       1
## 1965                       0                       1
## 1966                       0                       0
## 1967                       1                       0
## 1970                       0                       0
## 1971                       1                       0
## 1972                       0                       0
## 1973                       0                       0
## 1974                       0                       1
## 1975                       0                       0
## 1976                       0                       0
## 1977                       0                       1
## 1978                       0                       0
## 1979                       1                       0
## 1981                       0                       0
## 1983                       1                       0
## 1984                       0                       1
## 1985                       0                       0
## 1987                       0                       0
## 1990                       1                       0
## 1991                       0                       0
## 1992                       0                       0
## 1994                       0                       0
## 1995                       1                       0
## 1996                       0                       0
## 1997                       0                       0
## 1998                       0                       1
## 1999                       0                       1
## 2000                       1                       0
## 2001                       0                       0
## 2002                       0                       0
## 2004                       0                       0
## 2006                       0                       0
## 2007                       0                       1
## 2008                       0                       0
## 2010                       0                       0
## 2011                       1                       0
## 2013                       0                       0
## 2015                       0                       0
## 2016                       0                       0
## 2017                       0                       1
## 2018                       0                       0
## 2020                       0                       0
## 2021                       0                       0
## 2022                       0                       0
## 2023                       1                       0
## 2024                       0                       0
## 2025                       0                       0
## 2026                       0                       0
## 2027                       0                       0
## 2028                       0                       0
## 2030                       0                       0
## 2032                       0                       0
## 2033                       0                       0
## 2034                       1                       0
## 2035                       1                       0
## 2036                       0                       0
## 2037                       0                       0
## 2039                       0                       0
## 2040                       0                       0
## 2041                       0                       0
## 2042                       0                       0
## 2043                       1                       0
## 2044                       1                       0
## 2045                       0                       0
## 2046                       0                       0
## 2047                       0                       0
## 2048                       0                       0
## 2049                       0                       0
## 2050                       0                       0
## 2051                       0                       0
## 2052                       0                       0
## 2053                       1                       0
## 2054                       0                       0
## 2055                       0                       0
## 2057                       0                       0
## 2058                       0                       0
## 2059                       0                       0
## 2060                       1                       0
## 2062                       0                       0
## 2063                       0                       0
## 2065                       0                       0
## 2066                       0                       0
## 2067                       0                       0
## 2069                       0                       0
## 2070                       0                       0
## 2071                       0                       1
## 2072                       0                       0
## 2074                       0                       0
## 2076                       0                       0
## 2077                       1                       0
## 2078                       1                       0
## 2080                       0                       0
## 2081                       0                       0
## 2082                       0                       0
## 2083                       0                       0
## 2084                       0                       0
## 2085                       0                       0
## 2088                       0                       0
## 2090                       0                       0
## 2093                       0                       0
## 2094                       0                       0
## 2096                       0                       0
## 2098                       0                       0
## 2099                       0                       0
## 2101                       1                       0
## 2102                       0                       1
## 2103                       0                       0
## 2105                       0                       0
## 2107                       1                       0
## 2108                       0                       0
## 2109                       0                       0
## 2111                       0                       0
## 2113                       0                       0
## 2115                       0                       0
## 2116                       0                       1
## 2118                       0                       0
## 2120                       0                       0
## 2122                       0                       0
## 2123                       0                       0
## 2124                       0                       0
## 2125                       0                       0
## 2126                       0                       0
## 2128                       1                       0
## 2132                       0                       0
## 2133                       0                       0
## 2136                       0                       0
## 2137                       0                       0
## 2139                       1                       0
## 2140                       1                       0
## 2141                       0                       0
## 2142                       0                       1
## 2143                       0                       0
## 2144                       0                       1
## 2146                       1                       0
## 2147                       0                       0
## 2148                       0                       0
## 2149                       1                       0
## 2150                       1                       0
## 2151                       1                       0
## 2153                       0                       0
## 2154                       0                       1
## 2155                       0                       0
## 2156                       0                       0
## 2157                       0                       0
## 2159                       1                       0
## 2160                       0                       0
## 2162                       0                       1
## 2163                       0                       0
## 2164                       0                       0
## 2165                       0                       1
## 2166                       1                       0
## 2168                       0                       0
## 2169                       0                       0
## 2172                       0                       0
## 2174                       0                       1
## 2175                       0                       0
## 2176                       0                       0
## 2179                       0                       0
## 2180                       0                       0
## 2181                       1                       0
## 2182                       0                       0
## 2183                       0                       0
## 2184                       1                       0
## 2185                       0                       0
## 2186                       0                       0
## 2187                       0                       0
## 2190                       0                       0
## 2191                       1                       0
## 2192                       0                       0
## 2193                       0                       0
## 2194                       0                       0
## 2195                       0                       0
## 2196                       0                       0
## 2197                       0                       0
## 2198                       0                       0
## 2199                       0                       0
## 2200                       0                       0
## 2201                       0                       0
## 2202                       0                       1
## 2203                       0                       0
## 2205                       0                       0
## 2206                       0                       0
## 2209                       0                       0
## 2211                       0                       0
## 2212                       0                       0
## 2213                       0                       0
## 2214                       0                       0
## 2215                       1                       0
## 2216                       0                       0
## 2217                       0                       0
## 2218                       0                       0
## 2219                       1                       0
## 2221                       0                       0
## 2222                       1                       0
## 2223                       0                       1
## 2224                       0                       0
## 2225                       0                       0
## 2226                       0                       0
## 2227                       0                       0
## 2228                       0                       0
## 2229                       0                       1
## 2230                       1                       0
## 2231                       0                       0
## 2233                       1                       0
## 2234                       0                       0
## 2235                       0                       0
## 2236                       0                       0
## 2237                       0                       1
## 2238                       0                       0
## 2239                       0                       0
## 2240                       0                       0
## 2242                       0                       0
## 2243                       0                       0
## 2244                       1                       0
## 2246                       0                       0
## 2248                       0                       0
## 2250                       0                       0
## 2251                       0                       0
## 2252                       0                       0
## 2253                       0                       1
## 2255                       0                       0
## 2256                       1                       0
## 2257                       0                       0
## 2258                       0                       0
## 2259                       0                       1
## 2260                       0                       0
## 2261                       0                       0
## 2262                       0                       0
## 2264                       0                       0
## 2265                       0                       0
## 2266                       1                       0
## 2268                       0                       0
## 2269                       1                       0
## 2270                       1                       0
## 2272                       0                       0
## 2274                       0                       0
## 2275                       0                       0
## 2276                       0                       0
## 2277                       0                       0
## 2278                       0                       0
## 2280                       1                       0
## 2282                       0                       0
## 2284                       0                       0
## 2286                       0                       0
## 2287                       0                       0
## 2288                       0                       1
## 2289                       0                       0
## 2290                       0                       0
## 2291                       0                       0
## 2292                       0                       0
## 2293                       0                       1
## 2294                       0                       0
## 2295                       0                       0
## 2296                       0                       0
## 2297                       0                       0
## 2298                       0                       0
## 2300                       0                       0
## 2301                       0                       0
## 2303                       0                       0
## 2304                       0                       0
## 2307                       0                       0
## 2308                       0                       0
## 2309                       0                       0
## 2310                       0                       0
## 2311                       0                       0
## 2312                       0                       0
## 2313                       0                       0
## 2315                       0                       0
## 2316                       0                       1
## 2318                       0                       0
## 2319                       1                       0
## 2320                       0                       0
## 2321                       0                       0
## 2322                       0                       0
## 2323                       1                       0
## 2324                       0                       0
## 2325                       0                       1
## 2326                       1                       0
## 2327                       1                       0
## 2328                       0                       0
## 2329                       0                       1
## 2330                       0                       0
## 2331                       0                       0
## 2332                       0                       0
## 2333                       0                       1
## 2334                       0                       0
## 2335                       1                       0
## 2336                       0                       0
## 2338                       1                       0
## 2339                       1                       0
## 2340                       0                       0
## 2341                       0                       0
## 2342                       0                       0
## 2343                       0                       0
## 2344                       0                       1
## 2345                       0                       0
## 2346                       0                       0
## 2347                       0                       0
## 2348                       0                       0
## 2349                       1                       0
## 2350                       0                       0
## 2351                       0                       0
## 2352                       0                       0
## 2354                       0                       1
## 2355                       0                       0
## 2356                       0                       1
## 2357                       0                       0
## 2358                       0                       0
## 2359                       0                       0
## 2360                       0                       0
## 2361                       0                       0
## 2362                       0                       0
## 2363                       0                       0
## 2364                       0                       0
## 2365                       0                       0
## 2366                       0                       0
## 2367                       0                       0
## 2368                       0                       0
## 2371                       0                       0
## 2372                       0                       0
## 2373                       0                       0
## 2374                       0                       0
## 2375                       0                       0
## 2376                       0                       1
## 2377                       0                       0
## 2378                       1                       0
## 2381                       1                       0
## 2382                       0                       0
## 2383                       0                       0
## 2387                       0                       0
## 2388                       1                       0
## 2389                       0                       0
## 2390                       0                       0
## 2391                       0                       0
## 2392                       0                       0
## 2393                       0                       0
## 2395                       0                       0
## 2396                       0                       0
## 2397                       0                       0
## 2398                       0                       1
## 2399                       0                       0
## 2401                       0                       0
## 2402                       0                       0
## 2404                       0                       0
## 2405                       1                       0
## 2406                       0                       0
## 2407                       0                       1
## 2408                       0                       0
## 2410                       1                       0
## 2411                       0                       0
## 2412                       1                       0
## 2413                       0                       0
## 2414                       1                       0
## 2415                       0                       0
## 2416                       0                       0
## 2418                       0                       0
## 2420                       0                       1
## 2421                       1                       0
## 2422                       0                       0
## 2424                       0                       0
## 2425                       0                       1
## 2426                       1                       0
## 2427                       0                       0
## 2428                       0                       0
## 2430                       1                       0
## 2432                       0                       0
## 2433                       0                       0
## 2434                       0                       0
## 2435                       0                       0
## 2436                       0                       0
## 2437                       0                       0
## 2438                       0                       0
## 2439                       0                       0
## 2440                       0                       0
## 2441                       1                       0
## 2442                       0                       0
## 2443                       0                       0
## 2444                       0                       0
## 2445                       0                       0
## 2447                       1                       0
## 2449                       0                       0
## 2450                       0                       0
## 2451                       0                       0
## 2452                       0                       0
## 2453                       0                       1
## 2454                       0                       0
## 2455                       0                       0
## 2456                       0                       0
## 2457                       0                       0
## 2458                       0                       0
## 2459                       0                       0
## 2460                       0                       0
## 2461                       0                       0
## 2462                       0                       1
## 2463                       0                       0
## 2464                       0                       0
## 2465                       1                       0
## 2466                       0                       0
## 2467                       0                       1
## 2468                       0                       0
## 2470                       0                       0
## 2471                       0                       1
## 2472                       0                       0
## 2473                       1                       0
## 2474                       0                       0
## 2475                       0                       1
## 2478                       0                       0
## 2479                       0                       0
## 2481                       0                       0
## 2482                       1                       0
## 2484                       0                       0
## 2485                       0                       0
## 2486                       0                       0
## 2487                       0                       0
## 2491                       0                       0
## 2492                       0                       0
## 2494                       1                       0
## 2495                       0                       0
## 2496                       0                       0
## 2497                       0                       0
## 2499                       0                       0
## 2500                       0                       0
## 2501                       0                       0
## 2502                       0                       0
## 2503                       0                       0
## 2504                       0                       0
## 2505                       0                       0
## 2506                       0                       0
## 2507                       1                       0
## 2508                       1                       0
## 2509                       0                       0
## 2510                       1                       0
## 2511                       0                       0
## 2512                       0                       0
## 2513                       0                       0
## 2514                       1                       0
## 2515                       0                       0
## 2516                       0                       0
## 2517                       0                       0
## 2518                       0                       1
## 2519                       0                       0
## 2521                       0                       0
## 2522                       0                       0
## 2523                       0                       0
## 2524                       0                       0
## 2525                       0                       0
## 2526                       0                       0
## 2527                       0                       0
## 2528                       0                       0
## 2529                       0                       0
## 2530                       0                       0
## 2531                       0                       0
## 2532                       1                       0
## 2533                       0                       0
## 2534                       0                       0
## 2535                       0                       0
## 2536                       0                       0
## 2537                       0                       0
## 2538                       0                       0
## 2539                       0                       0
## 2540                       0                       0
## 2541                       0                       1
## 2543                       0                       0
## 2544                       0                       0
## 2545                       0                       0
## 2546                       0                       1
## 2547                       0                       0
## 2548                       0                       0
## 2549                       0                       0
## 2550                       0                       0
## 2552                       0                       0
## 2553                       1                       0
## 2554                       0                       0
## 2555                       0                       0
## 2556                       0                       0
## 2557                       0                       0
## 2558                       0                       0
## 2559                       1                       0
## 2562                       0                       0
## 2563                       0                       1
## 2564                       0                       0
## 2565                       0                       0
## 2566                       1                       0
## 2567                       0                       0
## 2568                       0                       0
## 2569                       0                       0
## 2571                       0                       0
## 2572                       0                       1
## 2573                       0                       0
## 2574                       0                       0
## 2575                       0                       0
## 2576                       1                       0
## 2579                       0                       1
## 2580                       0                       1
## 2581                       0                       0
## 2582                       0                       0
## 2583                       1                       0
## 2584                       0                       0
## 2585                       1                       0
## 2587                       0                       1
## 2588                       0                       0
## 2589                       0                       1
## 2591                       0                       0
## 2592                       1                       0
## 2594                       0                       0
## 2595                       0                       0
## 2597                       0                       0
## 2599                       0                       0
## 2600                       1                       0
## 2601                       0                       0
## 2602                       0                       0
## 2603                       0                       0
## 2604                       0                       0
## 2605                       0                       1
## 2607                       0                       0
## 2608                       0                       0
## 2609                       0                       0
## 2610                       0                       0
## 2612                       0                       1
## 2614                       1                       0
## 2615                       0                       0
## 2616                       0                       0
## 2617                       0                       0
## 2620                       0                       0
## 2621                       0                       1
## 2622                       0                       1
## 2623                       0                       0
## 2624                       0                       0
## 2625                       0                       0
## 2627                       0                       0
## 2628                       0                       1
## 2631                       0                       1
## 2633                       0                       0
## 2634                       0                       0
## 2635                       1                       0
## 2636                       1                       0
## 2637                       0                       0
## 2638                       0                       0
## 2639                       0                       0
## 2640                       0                       0
## 2642                       0                       1
## 2644                       0                       0
## 2645                       0                       0
## 2646                       0                       0
## 2647                       1                       0
## 2648                       0                       0
## 2649                       0                       0
## 2650                       0                       0
## 2651                       0                       0
## 2652                       0                       0
## 2653                       1                       0
## 2654                       0                       0
## 2656                       0                       0
## 2657                       0                       0
## 2658                       0                       0
## 2659                       0                       1
## 2661                       0                       0
## 2663                       0                       0
## 2665                       0                       0
## 2666                       0                       0
## 2667                       0                       1
## 2668                       1                       0
## 2669                       1                       0
## 2671                       0                       0
## 2672                       1                       0
## 2674                       1                       0
## 2675                       0                       0
## 2676                       0                       0
## 2677                       0                       0
## 2678                       0                       0
## 2679                       0                       0
## 2682                       0                       0
## 2683                       1                       0
## 2685                       0                       0
## 2686                       0                       0
## 2687                       0                       0
## 2689                       0                       0
## 2690                       0                       0
## 2691                       0                       0
## 2692                       0                       0
## 2693                       0                       0
## 2694                       0                       0
## 2695                       0                       0
## 2696                       0                       0
## 2697                       0                       1
## 2699                       0                       0
## 2700                       0                       1
## 2701                       0                       0
## 2702                       0                       0
## 2703                       1                       0
## 2704                       0                       0
## 2705                       0                       0
## 2706                       1                       0
## 2709                       0                       0
## 2710                       0                       1
## 2711                       0                       0
## 2713                       0                       0
## 2714                       0                       1
## 2715                       0                       1
## 2716                       0                       0
## 2717                       0                       0
## 2718                       0                       0
## 2719                       1                       0
## 2720                       0                       1
## 2721                       0                       0
## 2722                       1                       0
## 2723                       0                       0
## 2726                       0                       0
## 2727                       0                       1
## 2728                       0                       0
## 2729                       0                       0
## 2730                       0                       0
## 2731                       0                       0
## 2732                       0                       1
## 2733                       0                       0
## 2735                       0                       1
## 2736                       0                       0
## 2738                       0                       0
## 2739                       0                       0
## 2740                       0                       0
## 2741                       0                       0
## 2742                       0                       0
## 2743                       0                       0
## 2744                       0                       0
## 2745                       0                       0
## 2746                       1                       0
## 2747                       0                       0
## 2748                       0                       0
## 2749                       0                       0
## 2750                       1                       0
## 2751                       0                       0
## 2754                       0                       0
## 2755                       0                       0
## 2756                       1                       0
## 2757                       0                       0
## 2758                       1                       0
## 2759                       0                       0
## 2761                       0                       0
## 2762                       0                       0
## 2763                       0                       0
## 2764                       0                       0
## 2766                       0                       0
## 2767                       0                       0
## 2768                       0                       0
## 2770                       0                       1
## 2773                       0                       0
## 2774                       0                       0
## 2775                       0                       0
## 2776                       1                       0
## 2777                       0                       0
## 2778                       0                       0
## 2779                       0                       0
## 2781                       1                       0
## 2782                       1                       0
## 2783                       0                       0
## 2784                       0                       0
## 2785                       1                       0
## 2786                       0                       0
## 2787                       0                       1
## 2789                       0                       0
## 2790                       1                       0
## 2791                       0                       0
## 2792                       0                       1
## 2794                       0                       0
## 2795                       0                       1
## 2796                       1                       0
## 2797                       0                       1
## 2798                       0                       0
## 2799                       0                       0
## 2800                       0                       0
## 2801                       0                       1
## 2802                       0                       1
## 2803                       0                       0
## 2806                       0                       0
## 2808                       0                       0
## 2809                       0                       0
## 2810                       0                       1
## 2812                       0                       0
## 2813                       0                       0
## 2814                       1                       0
## 2815                       0                       0
## 2816                       0                       1
## 2818                       0                       0
## 2819                       0                       0
## 2820                       0                       1
## 2821                       0                       0
## 2822                       0                       0
## 2823                       0                       0
## 2824                       0                       0
## 2825                       0                       0
## 2826                       0                       1
## 2828                       0                       0
## 2829                       0                       0
## 2831                       0                       0
## 2832                       0                       0
## 2835                       0                       0
## 2836                       1                       0
## 2837                       1                       0
## 2839                       0                       0
## 2840                       0                       0
## 2841                       0                       0
## 2842                       0                       0
## 2843                       1                       0
## 2844                       1                       0
## 2845                       0                       0
## 2846                       0                       1
## 2847                       0                       0
## 2848                       0                       0
## 2849                       0                       1
## 2850                       0                       0
## 2851                       0                       0
## 2852                       0                       0
## 2854                       0                       0
## 2855                       0                       0
## 2856                       0                       0
## 2858                       0                       0
## 2859                       0                       0
## 2862                       0                       0
## 2864                       1                       0
## 2865                       0                       1
## 2866                       0                       1
## 2867                       0                       0
## 2868                       0                       0
## 2869                       1                       0
## 2870                       0                       0
## 2871                       1                       0
## 2872                       0                       0
## 2874                       1                       0
## 2875                       0                       0
## 2876                       0                       0
## 2877                       0                       0
## 2878                       0                       0
## 2879                       0                       0
## 2881                       0                       0
## 2882                       0                       1
## 2883                       0                       0
## 2884                       0                       0
## 2885                       0                       1
## 2886                       0                       0
## 2887                       0                       0
## 2888                       0                       0
## 2889                       1                       0
## 2890                       0                       0
## 2893                       0                       0
## 2894                       0                       1
## 2895                       0                       0
## 2896                       0                       0
## 2897                       0                       0
## 2901                       1                       0
## 2902                       0                       1
## 2903                       1                       0
## 2904                       0                       0
## 2905                       0                       0
## 2906                       0                       0
## 2907                       0                       0
## 2908                       0                       0
## 2909                       0                       0
## 2910                       0                       0
## 2911                       0                       0
## 2912                       0                       0
## 2914                       0                       0
## 2916                       0                       0
## 2918                       1                       0
## 2920                       0                       0
## 2921                       0                       0
## 2922                       0                       0
## 2923                       0                       0
## 2925                       0                       0
## 2926                       0                       0
## 2928                       0                       1
## 2929                       0                       0
## 2930                       0                       0
## 2931                       0                       0
## 2932                       0                       0
## 2933                       0                       0
## 2935                       0                       0
## 2936                       0                       1
## 2937                       0                       0
## 2938                       0                       0
## 2939                       0                       0
## 2941                       0                       0
## 2944                       0                       0
## 2946                       0                       0
## 2947                       1                       0
## 2948                       1                       0
## 2949                       1                       0
## 2950                       0                       0
## 2952                       0                       0
## 2954                       0                       0
## 2955                       1                       0
## 2957                       0                       0
## 2959                       0                       0
## 2960                       1                       0
## 2962                       0                       0
## 2963                       0                       1
## 2964                       1                       0
## 2965                       0                       0
## 2966                       0                       0
## 2968                       0                       0
## 2969                       0                       1
## 2970                       1                       0
## 2971                       1                       0
## 2972                       0                       0
## 2973                       0                       0
## 2974                       1                       0
## 2975                       0                       1
## 2978                       0                       0
## 2979                       0                       0
## 2980                       1                       0
## 2981                       0                       0
## 2982                       0                       1
## 2983                       0                       0
## 2985                       0                       0
## 2986                       0                       0
## 2988                       0                       0
## 2990                       0                       1
## 2992                       0                       0
## 2993                       0                       0
## 2994                       0                       0
## 2995                       0                       0
## 2996                       0                       0
## 2997                       0                       0
## 2998                       1                       0
## 2999                       1                       0
## 3001                       1                       0
## 3002                       0                       0
## 3003                       0                       0
## 3004                       0                       0
## 3006                       0                       0
## 3007                       0                       0
## 3009                       1                       0
## 3010                       0                       0
## 3011                       0                       1
## 3013                       0                       0
## 3014                       0                       0
## 3017                       0                       0
## 3018                       0                       0
## 3020                       0                       0
## 3021                       0                       0
## 3024                       0                       0
## 3026                       0                       0
## 3027                       0                       0
## 3028                       0                       0
## 3029                       0                       0
## 3030                       0                       0
## 3031                       1                       0
## 3034                       0                       0
## 3036                       0                       0
## 3037                       0                       0
## 3039                       0                       0
## 3040                       0                       0
## 3043                       0                       0
## 3044                       0                       0
## 3045                       1                       0
## 3047                       0                       0
## 3048                       0                       0
## 3050                       0                       0
## 3051                       0                       0
## 3052                       0                       0
## 3053                       1                       0
## 3054                       0                       0
## 3055                       0                       0
## 3056                       1                       0
## 3057                       1                       0
## 3058                       1                       0
## 3059                       0                       0
## 3060                       1                       0
## 3061                       0                       0
## 3062                       0                       0
## 3064                       0                       0
## 3065                       0                       0
## 3067                       0                       0
## 3068                       0                       1
## 3069                       0                       0
## 3070                       0                       0
## 3072                       0                       1
## 3075                       0                       0
## 3076                       0                       0
## 3077                       0                       0
## 3078                       0                       0
## 3081                       1                       0
## 3082                       0                       0
## 3083                       0                       0
## 3085                       0                       0
## 3086                       0                       0
## 3087                       0                       0
## 3089                       1                       0
## 3091                       0                       0
## 3092                       0                       0
## 3093                       0                       0
## 3094                       1                       0
## 3095                       0                       0
## 3097                       0                       1
## 3098                       0                       0
## 3099                       0                       0
## 3100                       0                       0
## 3101                       1                       0
## 3102                       0                       0
## 3103                       0                       0
## 3104                       0                       0
## 3105                       0                       1
## 3106                       0                       0
## 3107                       0                       0
## 3108                       0                       0
## 3109                       0                       0
## 3110                       0                       0
## 3112                       0                       0
## 3113                       0                       0
## 3114                       0                       0
## 3115                       0                       0
## 3116                       0                       0
## 3117                       0                       0
## 3118                       0                       0
## 3119                       0                       0
## 3120                       0                       0
## 3121                       0                       0
## 3122                       1                       0
## 3124                       0                       0
## 3125                       0                       0
## 3126                       1                       0
## 3128                       0                       0
## 3129                       0                       0
## 3130                       0                       0
## 3131                       0                       0
## 3132                       0                       0
## 3133                       0                       0
## 3134                       0                       0
## 3135                       0                       0
## 3136                       0                       0
## 3137                       0                       0
## 3138                       0                       0
## 3139                       0                       0
## 3140                       0                       1
## 3141                       0                       0
## 3142                       0                       0
## 3143                       0                       0
## 3145                       0                       0
## 3147                       0                       0
## 3148                       1                       0
## 3149                       1                       0
## 3150                       0                       0
## 3151                       1                       0
## 3153                       0                       0
## 3155                       1                       0
## 3156                       0                       0
## 3157                       0                       0
## 3158                       0                       0
## 3159                       0                       0
## 3160                       0                       0
## 3161                       1                       0
## 3162                       0                       0
## 3163                       0                       0
## 3164                       0                       0
## 3165                       0                       0
## 3166                       1                       0
## 3167                       1                       0
## 3168                       1                       0
## 3169                       0                       0
## 3170                       0                       1
## 3171                       0                       0
## 3172                       0                       0
## 3173                       0                       0
## 3174                       0                       0
## 3178                       0                       0
## 3179                       1                       0
## 3180                       0                       0
## 3182                       0                       1
## 3183                       0                       0
## 3184                       0                       0
## 3185                       0                       0
## 3186                       0                       0
## 3187                       0                       0
## 3188                       0                       1
## 3189                       1                       0
## 3190                       0                       0
## 3192                       1                       0
## 3194                       0                       0
## 3196                       0                       1
## 3197                       0                       0
## 3198                       0                       0
## 3200                       0                       0
## 3201                       0                       0
## 3202                       0                       1
## 3203                       0                       0
## 3205                       0                       0
## 3206                       0                       0
## 3207                       0                       0
## 3209                       0                       0
## 3210                       0                       0
## 3211                       0                       0
## 3212                       0                       0
## 3213                       0                       0
## 3215                       1                       0
## 3217                       1                       0
## 3218                       0                       0
## 3219                       1                       0
## 3220                       0                       0
## 3221                       0                       0
## 3222                       0                       0
## 3223                       0                       0
## 3224                       0                       1
## 3225                       0                       0
## 3226                       0                       1
## 3227                       0                       0
## 3228                       0                       0
## 3229                       0                       0
## 3230                       1                       0
## 3231                       0                       1
## 3232                       0                       0
## 3234                       1                       0
## 3235                       0                       0
## 3236                       0                       1
## 3237                       0                       0
## 3239                       0                       0
## 3241                       1                       0
## 3243                       0                       0
## 3244                       0                       0
## 3245                       0                       0
## 3247                       0                       0
## 3249                       0                       0
## 3250                       0                       0
## 3251                       0                       0
## 3252                       0                       1
## 3253                       1                       0
## 3254                       0                       0
## 3255                       0                       1
## 3256                       0                       0
## 3257                       0                       0
## 3258                       0                       0
## 3259                       0                       0
## 3260                       0                       0
## 3261                       1                       0
## 3262                       0                       0
## 3263                       0                       0
## 3265                       0                       0
## 3267                       0                       0
## 3268                       0                       0
## 3269                       0                       0
## 3270                       0                       0
## 3271                       0                       0
## 3272                       0                       0
## 3273                       0                       0
## 3274                       0                       0
## 3276                       0                       1
## 3277                       0                       0
## 3278                       0                       1
## 3279                       0                       0
## 3282                       0                       0
## 3283                       0                       0
## 3284                       0                       0
## 3285                       0                       0
## 3286                       0                       0
## 3287                       1                       0
## 3290                       0                       0
## 3291                       0                       0
## 3292                       1                       0
## 3295                       0                       0
## 3297                       0                       0
## 3298                       0                       0
## 3299                       0                       0
## 3300                       0                       0
## 3302                       1                       0
## 3304                       0                       0
## 3306                       0                       0
## 3308                       0                       0
## 3310                       0                       0
## 3311                       0                       0
## 3312                       1                       0
## 3314                       0                       0
## 3316                       0                       0
## 3318                       0                       0
## 3319                       1                       0
## 3320                       0                       0
## 3321                       0                       0
## 3322                       0                       0
## 3323                       0                       0
## 3324                       0                       0
## 3325                       0                       0
## 3326                       0                       0
## 3328                       0                       0
## 3330                       0                       0
## 3331                       0                       1
## 3332                       0                       0
## 3334                       0                       0
## 3335                       0                       0
## 3336                       0                       0
## 3337                       0                       0
## 3338                       0                       0
## 3339                       0                       0
## 3340                       0                       0
## 3341                       0                       0
## 3342                       1                       0
## 3343                       0                       0
## 3344                       0                       0
## 3345                       0                       0
## 3347                       0                       0
## 3348                       0                       0
## 3349                       0                       1
## 3350                       0                       0
## 3351                       0                       0
## 3355                       0                       0
## 3356                       0                       0
## 3357                       0                       0
## 3359                       1                       0
## 3360                       0                       0
## 3361                       0                       0
## 3362                       0                       0
## 3363                       0                       0
## 3365                       0                       1
## 3366                       0                       0
## 3367                       0                       1
## 3368                       0                       0
## 3369                       0                       0
## 3370                       0                       0
## 3371                       0                       0
## 3372                       0                       0
## 3376                       0                       0
## 3379                       0                       0
## 3380                       0                       0
## 3381                       0                       1
## 3382                       0                       0
## 3383                       0                       0
## 3385                       0                       1
## 3387                       0                       1
## 3388                       0                       1
## 3389                       1                       0
## 3390                       0                       1
## 3391                       0                       1
## 3392                       0                       0
## 3393                       0                       1
## 3394                       0                       0
## 3396                       0                       1
## 3397                       0                       0
## 3398                       0                       0
## 3401                       0                       0
## 3403                       0                       0
## 3404                       0                       0
## 3406                       0                       1
## 3407                       0                       0
## 3408                       1                       0
## 3409                       0                       0
## 3410                       0                       0
## 3411                       0                       0
## 3412                       0                       0
## 3414                       0                       0
## 3415                       1                       0
## 3416                       0                       0
## 3417                       0                       0
## 3418                       0                       0
## 3419                       0                       0
## 3420                       1                       0
## 3421                       0                       0
## 3422                       1                       0
## 3424                       0                       1
## 3425                       0                       1
## 3426                       1                       0
## 3427                       0                       0
## 3428                       0                       1
## 3430                       0                       0
## 3431                       1                       0
## 3432                       0                       0
## 3433                       0                       0
## 3434                       0                       0
## 3435                       0                       0
## 3437                       1                       0
## 3438                       0                       0
## 3439                       0                       0
## 3440                       0                       0
## 3441                       0                       1
## 3443                       0                       0
## 3444                       0                       0
## 3447                       0                       0
## 3448                       0                       0
## 3449                       1                       0
## 3450                       0                       0
## 3451                       0                       0
## 3452                       0                       0
## 3453                       1                       0
## 3454                       1                       0
## 3455                       0                       0
## 3456                       0                       1
## 3457                       0                       0
## 3459                       0                       0
## 3460                       0                       0
## 3461                       0                       0
## 3462                       0                       0
## 3463                       0                       0
## 3464                       0                       0
## 3465                       0                       0
## 3466                       0                       0
## 3467                       0                       1
## 3468                       0                       0
## 3469                       0                       0
## 3470                       0                       0
## 3471                       0                       0
## 3472                       0                       0
## 3473                       1                       0
## 3474                       0                       0
## 3476                       0                       0
## 3480                       0                       0
## 3481                       0                       0
## 3483                       0                       0
## 3484                       1                       0
## 3485                       0                       0
## 3486                       0                       0
## 3487                       1                       0
## 3488                       0                       0
## 3489                       0                       0
## 3490                       0                       0
## 3491                       1                       0
## 3492                       0                       0
## 3493                       0                       0
## 3494                       0                       0
## 3495                       0                       1
## 3496                       0                       1
## 3497                       0                       0
## 3499                       0                       0
## 3501                       0                       0
## 3502                       0                       0
## 3503                       0                       0
## 3505                       0                       0
## 3506                       0                       1
## 3507                       0                       0
## 3508                       0                       0
## 3509                       0                       1
## 3510                       0                       0
## 3512                       0                       0
## 3513                       0                       0
## 3514                       0                       0
## 3515                       0                       0
## 3516                       0                       1
## 3517                       0                       0
## 3518                       0                       0
## 3519                       0                       0
## 3520                       0                       0
## 3521                       0                       0
## 3522                       0                       0
## 3523                       0                       0
## 3524                       0                       0
## 3525                       0                       0
## 3526                       0                       0
## 3527                       0                       0
## 3528                       0                       0
## 3529                       0                       0
## 3530                       0                       0
## 3531                       0                       0
## 3532                       1                       0
## 3533                       0                       0
## 3534                       0                       0
## 3537                       1                       0
## 3538                       0                       0
## 3540                       0                       0
## 3542                       0                       0
## 3543                       0                       0
## 3545                       0                       0
## 3546                       0                       0
## 3547                       0                       0
## 3549                       0                       0
## 3550                       1                       0
## 3551                       0                       1
## 3552                       0                       0
## 3553                       1                       0
## 3554                       1                       0
## 3555                       0                       0
## 3556                       1                       0
## 3557                       0                       0
## 3559                       0                       1
## 3560                       0                       0
## 3561                       0                       1
## 3562                       0                       0
## 3563                       1                       0
## 3567                       0                       0
## 3569                       0                       0
## 3572                       0                       0
## 3573                       0                       0
## 3574                       0                       0
## 3577                       1                       0
## 3578                       0                       0
## 3580                       0                       0
## 3581                       0                       0
## 3582                       0                       0
## 3583                       0                       0
## 3584                       0                       0
## 3585                       0                       0
## 3586                       0                       0
## 3588                       0                       0
## 3589                       0                       0
## 3590                       0                       0
## 3591                       1                       0
## 3592                       1                       0
## 3593                       0                       0
## 3594                       0                       0
## 3595                       0                       0
## 3596                       0                       1
## 3597                       0                       0
## 3598                       0                       0
## 3599                       0                       0
## 3600                       0                       0
## 3602                       0                       0
## 3604                       0                       1
## 3605                       0                       0
## 3606                       0                       0
## 3607                       1                       0
## 3608                       0                       1
## 3609                       0                       0
## 3610                       1                       0
## 3611                       0                       0
## 3613                       0                       0
## 3614                       0                       0
## 3615                       0                       0
## 3617                       0                       0
## 3618                       0                       0
## 3619                       0                       1
## 3620                       0                       0
## 3622                       0                       0
## 3623                       0                       0
## 3624                       0                       0
## 3626                       0                       0
## 3627                       1                       0
## 3628                       0                       0
## 3629                       0                       0
## 3630                       0                       0
## 3631                       0                       0
## 3633                       0                       0
## 3634                       0                       1
## 3636                       0                       0
## 3637                       1                       0
## 3638                       0                       1
## 3640                       0                       0
## 3641                       0                       0
## 3643                       0                       0
## 3644                       0                       0
## 3645                       0                       0
## 3647                       0                       0
## 3649                       1                       0
## 3651                       0                       0
## 3652                       0                       0
## 3655                       0                       0
## 3656                       0                       0
## 3658                       0                       0
## 3659                       0                       0
## 3661                       0                       0
## 3662                       1                       0
## 3663                       1                       0
## 3664                       0                       0
## 3665                       0                       0
## 3666                       0                       0
## 3667                       0                       1
## 3668                       0                       0
## 3669                       0                       0
## 3670                       0                       0
## 3671                       1                       0
## 3672                       0                       0
## 3673                       0                       0
## 3674                       0                       0
## 3675                       0                       0
## 3676                       0                       0
## 3677                       0                       0
## 3678                       0                       0
## 3679                       0                       0
## 3680                       0                       0
## 3681                       0                       0
## 3682                       0                       0
## 3684                       0                       0
## 3685                       1                       0
## 3686                       0                       0
## 3687                       1                       0
## 3689                       0                       0
## 3690                       0                       0
## 3691                       0                       1
## 3693                       0                       1
## 3694                       1                       0
## 3695                       1                       0
## 3698                       0                       0
## 3699                       0                       0
## 3700                       0                       0
## 3701                       1                       0
## 3704                       0                       0
## 3706                       0                       1
## 3707                       0                       0
## 3708                       0                       0
## 3709                       0                       0
## 3710                       0                       0
## 3711                       0                       0
## 3712                       1                       0
## 3713                       0                       1
## 3714                       1                       0
## 3715                       0                       0
## 3716                       0                       0
## 3718                       0                       0
## 3719                       0                       1
## 3721                       0                       0
## 3722                       1                       0
## 3723                       0                       0
## 3724                       0                       1
## 3726                       0                       0
## 3731                       0                       0
## 3732                       0                       0
## 3733                       0                       0
## 3734                       1                       0
## 3736                       0                       0
## 3738                       0                       0
## 3739                       1                       0
## 3740                       0                       0
## 3742                       0                       0
## 3743                       0                       0
## 3744                       0                       0
## 3745                       0                       0
## 3746                       0                       1
## 3748                       0                       0
## 3749                       0                       0
## 3750                       0                       0
## 3751                       0                       0
## 3753                       0                       0
## 3754                       0                       0
## 3755                       1                       0
## 3757                       0                       0
## 3760                       0                       0
## 3761                       0                       0
## 3762                       0                       0
## 3763                       0                       1
## 3764                       0                       0
## 3766                       0                       0
## 3767                       0                       0
## 3768                       0                       0
## 3770                       0                       0
## 3771                       0                       0
## 3773                       1                       0
## 3775                       0                       1
## 3776                       1                       0
## 3777                       0                       0
## 3778                       0                       0
## 3780                       0                       0
## 3781                       1                       0
## 3782                       0                       1
## 3784                       0                       0
## 3785                       0                       0
## 3786                       0                       1
## 3787                       1                       0
## 3788                       0                       0
## 3789                       0                       0
## 3790                       0                       0
## 3791                       0                       0
## 3792                       0                       0
## 3793                       0                       0
## 3794                       0                       0
## 3795                       0                       0
## 3796                       0                       0
## 3797                       0                       0
## 3799                       0                       0
## 3800                       0                       0
## 3802                       1                       0
## 3803                       1                       0
## 3804                       0                       0
## 3807                       0                       0
## 3808                       0                       0
## 3810                       1                       0
## 3811                       0                       0
## 3812                       0                       1
## 3813                       0                       1
## 3814                       0                       0
## 3815                       0                       0
## 3816                       0                       0
## 3817                       0                       1
## 3818                       0                       0
## 3819                       0                       0
## 3820                       0                       0
## 3821                       0                       0
## 3822                       0                       0
## 3823                       0                       0
## 3824                       0                       0
## 3825                       1                       0
## 3826                       0                       0
## 3827                       0                       0
## 3829                       1                       0
## 3830                       0                       0
## 3831                       0                       0
## 3832                       1                       0
## 3833                       0                       0
## 3835                       0                       0
## 3836                       1                       0
## 3837                       0                       0
## 3838                       0                       0
## 3839                       0                       0
## 3841                       0                       0
## 3842                       0                       0
## 3843                       0                       1
## 3845                       0                       0
## 3846                       0                       0
## 3850                       0                       1
## 3851                       0                       0
## 3852                       0                       0
## 3853                       0                       1
## 3854                       0                       0
## 3855                       1                       0
## 3856                       0                       0
## 3858                       1                       0
## 3859                       0                       0
## 3860                       0                       0
## 3861                       1                       0
## 3862                       1                       0
## 3863                       0                       0
## 3864                       0                       0
## 3865                       1                       0
## 3866                       0                       0
## 3867                       0                       0
## 3869                       0                       0
## 3870                       1                       0
## 3872                       0                       0
## 3874                       1                       0
## 3875                       0                       0
## 3876                       0                       0
## 3877                       0                       0
## 3879                       1                       0
## 3880                       0                       0
## 3881                       0                       0
## 3883                       0                       0
## 3887                       0                       0
## 3888                       0                       0
## 3889                       0                       1
## 3894                       0                       0
## 3895                       0                       0
## 3896                       0                       0
## 3897                       0                       1
## 3898                       0                       0
## 3899                       1                       0
## 3900                       0                       0
## 3901                       0                       0
## 3902                       0                       1
## 3903                       0                       0
## 3904                       0                       0
## 3905                       0                       0
## 3906                       0                       1
## 3907                       0                       0
## 3908                       0                       0
## 3909                       0                       1
## 3910                       0                       0
## 3911                       0                       0
## 3913                       0                       1
## 3914                       0                       0
## 3915                       1                       0
## 3916                       0                       0
## 3917                       0                       0
## 3919                       0                       0
## 3920                       0                       0
## 3921                       1                       0
## 3923                       0                       0
## 3924                       0                       0
## 3925                       1                       0
## 3926                       0                       0
## 3927                       0                       0
## 3928                       0                       0
## 3930                       0                       0
## 3931                       0                       0
## 3932                       0                       0
## 3933                       0                       0
## 3934                       0                       0
## 3935                       0                       0
## 3940                       0                       0
## 3942                       0                       1
## 3944                       0                       0
## 3945                       0                       0
## 3946                       0                       0
## 3947                       0                       1
## 3948                       0                       0
## 3949                       1                       0
## 3952                       0                       0
## 3953                       0                       1
## 3954                       1                       0
## 3955                       0                       0
## 3956                       0                       0
## 3958                       0                       0
## 3959                       0                       0
## 3960                       0                       0
## 3961                       0                       0
## 3962                       0                       0
## 3963                       0                       0
## 3964                       0                       0
## 3966                       0                       0
## 3967                       0                       0
## 3968                       0                       0
## 3969                       1                       0
## 3970                       0                       0
## 3971                       0                       1
## 3972                       1                       0
## 3974                       1                       0
## 3975                       0                       0
## 3976                       0                       0
## 3977                       0                       0
## 3978                       0                       0
## 3979                       0                       0
## 3980                       0                       0
## 3981                       0                       0
## 3982                       0                       0
## 3983                       0                       0
## 3985                       0                       0
## 3987                       0                       0
## 3988                       0                       1
## 3989                       1                       0
## 3990                       1                       0
## 3991                       0                       0
## 3993                       0                       0
## 3995                       0                       0
## 3996                       0                       0
## 3997                       0                       0
## 3998                       0                       0
## 4000                       0                       0
## 4001                       0                       1
## 4002                       0                       0
## 4003                       0                       1
## 4006                       0                       0
## 4007                       0                       0
## 4009                       0                       0
## 4010                       0                       0
## 4011                       1                       0
## 4012                       0                       0
## 4013                       0                       0
## 4014                       0                       0
## 4015                       0                       0
## 4016                       0                       0
## 4017                       0                       0
## 4018                       0                       0
## 4019                       0                       0
## 4021                       1                       0
## 4022                       0                       1
## 4023                       0                       1
## 4025                       0                       0
## 4026                       0                       0
## 4027                       0                       0
## 4028                       0                       0
## 4029                       0                       0
## 4030                       0                       0
## 4031                       0                       1
## 4032                       0                       1
## 4034                       0                       1
## 4036                       0                       0
## 4037                       0                       1
## 4039                       0                       0
## 4040                       0                       0
## 4041                       0                       0
## 4042                       0                       1
## 4043                       0                       0
## 4044                       0                       1
## 4045                       0                       0
## 4046                       1                       0
## 4047                       0                       0
## 4048                       0                       0
## 4049                       0                       1
## 4050                       1                       0
## 4051                       0                       0
## 4052                       0                       0
## 4053                       0                       0
## 4055                       0                       0
## 4056                       0                       0
## 4057                       0                       0
## 4058                       0                       0
## 4059                       0                       0
## 4060                       0                       1
## 4061                       0                       0
## 4064                       0                       1
## 4065                       0                       0
## 4066                       0                       0
## 4067                       0                       0
## 4068                       0                       1
## 4070                       0                       0
## 4071                       0                       0
## 4072                       1                       0
## 4073                       0                       0
## 4075                       0                       0
## 4076                       0                       0
## 4077                       0                       0
## 4078                       0                       0
## 4079                       1                       0
## 4080                       0                       0
## 4081                       0                       0
## 4082                       0                       0
## 4083                       0                       0
## 4084                       0                       0
## 4085                       1                       0
## 4087                       1                       0
## 4088                       0                       0
## 4089                       1                       0
## 4090                       1                       0
## 4092                       0                       0
## 4094                       0                       0
## 4095                       0                       1
## 4096                       0                       0
## 4097                       0                       0
## 4098                       0                       0
## 4099                       0                       0
## 4100                       1                       0
## 4101                       0                       0
## 4103                       0                       0
## 4106                       0                       1
## 4108                       0                       0
## 4109                       0                       1
## 4110                       1                       0
## 4111                       0                       1
## 4113                       0                       0
## 4114                       1                       0
## 4116                       0                       1
## 4118                       0                       0
## 4119                       0                       0
## 4121                       0                       1
## 4122                       0                       1
## 4123                       0                       0
## 4125                       0                       0
## 4126                       0                       0
## 4127                       0                       1
## 4128                       0                       1
## 4129                       0                       0
## 4131                       0                       0
## 4132                       0                       0
## 4134                       0                       1
## 4136                       0                       0
## 4138                       1                       0
## 4139                       0                       0
## 4140                       0                       0
## 4141                       0                       0
## 4142                       1                       0
## 4146                       0                       0
## 4147                       1                       0
## 4148                       0                       1
## 4149                       0                       0
## 4151                       0                       0
## 4152                       0                       0
## 4154                       1                       0
## 4156                       0                       0
## 4157                       0                       0
## 4158                       0                       0
## 4161                       0                       0
## 4162                       0                       1
## 4163                       0                       0
## 4165                       0                       0
## 4166                       0                       0
## 4167                       0                       0
## 4168                       0                       0
## 4169                       0                       1
## 4171                       1                       0
## 4172                       0                       0
## 4173                       0                       0
## 4174                       0                       0
## 4175                       0                       1
## 4176                       1                       0
## 4177                       0                       0
## 4180                       0                       1
## 4181                       0                       0
## 4182                       1                       0
## 4183                       0                       0
## 4184                       0                       0
## 4186                       1                       0
## 4187                       0                       0
## 4188                       0                       0
## 4189                       0                       0
## 4190                       0                       0
## 4191                       1                       0
## 4192                       0                       0
## 4193                       0                       1
## 4194                       0                       0
## 4195                       0                       0
## 4197                       0                       0
## 4199                       1                       0
## 4200                       0                       0
## 4201                       1                       0
## 4202                       0                       0
## 4204                       0                       1
## 4205                       1                       0
## 4206                       0                       0
## 4207                       0                       1
## 4209                       0                       0
## 4213                       0                       0
## 4215                       0                       0
## 4216                       0                       0
## 4217                       1                       0
## 4218                       0                       0
## 4219                       0                       0
## 4220                       1                       0
## 4221                       0                       0
## 4222                       0                       0
## 4223                       0                       0
## 4225                       0                       0
## 4226                       0                       0
## 4228                       0                       0
## 4229                       0                       1
## 4230                       0                       0
## 4231                       0                       0
## 4232                       0                       1
## 4234                       0                       0
## 4235                       1                       0
## 4237                       0                       0
## 4238                       0                       0
## 4239                       0                       1
## 4240                       0                       0
## 4241                       0                       0
## 4242                       0                       1
## 4243                       0                       0
## 4244                       0                       1
## 4245                       1                       0
## 4246                       0                       0
## 4248                       1                       0
## 4249                       0                       0
## 4250                       0                       0
## 4251                       0                       0
## 4252                       0                       0
## 4254                       0                       0
## 4256                       0                       0
## 4258                       0                       0
## 4259                       0                       0
## 4260                       0                       1
## 4261                       0                       0
## 4262                       0                       0
## 4263                       0                       0
## 4264                       0                       0
## 4265                       1                       0
## 4266                       0                       1
## 4267                       0                       0
## 4268                       0                       0
## 4269                       0                       0
## 4270                       0                       0
## 4271                       0                       1
## 4273                       1                       0
## 4275                       0                       0
## 4276                       0                       0
## 4277                       0                       0
## 4279                       0                       0
## 4281                       0                       0
## 4282                       1                       0
## 4283                       0                       1
## 4284                       0                       0
## 4286                       0                       0
## 4288                       0                       0
## 4289                       0                       0
## 4290                       0                       0
## 4291                       0                       0
## 4292                       0                       0
## 4293                       1                       0
## 4294                       1                       0
## 4295                       0                       0
## 4296                       0                       0
## 4297                       0                       0
## 4298                       0                       0
## 4299                       1                       0
## 4301                       0                       0
## 4302                       1                       0
## 4304                       0                       0
## 4305                       0                       0
## 4306                       0                       0
## 4307                       1                       0
## 4308                       1                       0
## 4309                       0                       0
## 4310                       0                       0
## 4311                       1                       0
## 4312                       0                       1
## 4314                       0                       0
## 4317                       0                       0
## 4318                       0                       0
## 4319                       0                       0
## 4320                       0                       0
## 4321                       0                       0
## 4322                       0                       0
## 4324                       0                       0
## 4325                       0                       0
## 4326                       0                       1
## 4327                       0                       0
## 4328                       0                       0
## 4329                       0                       0
## 4330                       0                       0
## 4331                       0                       0
## 4333                       0                       0
## 4335                       0                       0
## 4337                       0                       0
## 4338                       0                       0
## 4339                       0                       0
## 4341                       0                       0
## 4343                       0                       0
## 4344                       0                       0
## 4345                       0                       0
## 4346                       0                       0
## 4347                       0                       0
## 4348                       0                       1
## 4349                       0                       1
## 4350                       1                       0
## 4351                       0                       0
## 4355                       1                       0
## 4356                       0                       0
## 4357                       0                       1
## 4358                       0                       1
## 4359                       0                       1
## 4360                       1                       0
## 4361                       0                       0
## 4362                       0                       0
## 4363                       1                       0
## 4364                       1                       0
## 4365                       0                       0
## 4367                       1                       0
## 4368                       0                       0
## 4369                       0                       0
## 4370                       0                       0
## 4371                       1                       0
## 4373                       0                       0
## 4374                       0                       0
## 4376                       0                       1
## 4378                       1                       0
## 4382                       1                       0
## 4383                       1                       0
## 4386                       1                       0
## 4387                       0                       0
## 4388                       0                       0
## 4389                       0                       0
## 4390                       0                       0
## 4391                       0                       0
## 4392                       0                       0
## 4393                       0                       0
## 4395                       0                       0
## 4396                       0                       0
## 4397                       1                       0
## 4398                       0                       1
## 4399                       0                       0
## 4401                       0                       0
## 4402                       0                       0
## 4403                       0                       0
## 4405                       0                       0
## 4406                       0                       0
## 4407                       1                       0
## 4408                       0                       0
## 4409                       0                       0
## 4410                       0                       0
## 4411                       0                       1
## 4412                       0                       0
## 4413                       1                       0
## 4414                       0                       0
## 4415                       1                       0
## 4416                       0                       0
## 4417                       0                       0
## 4418                       0                       0
## 4419                       0                       0
## 4420                       0                       0
## 4421                       0                       0
## 4422                       0                       0
## 4423                       0                       0
## 4424                       0                       0
## 4425                       0                       0
## 4426                       0                       0
## 4427                       0                       0
## 4428                       0                       0
## 4429                       0                       0
## 4431                       0                       0
## 4432                       1                       0
## 4433                       0                       0
## 4434                       0                       0
## 4435                       1                       0
## 4436                       0                       0
## 4437                       1                       0
## 4438                       0                       1
## 4439                       1                       0
## 4440                       0                       0
## 4441                       1                       0
## 4442                       0                       1
## 4443                       0                       0
## 4446                       0                       0
## 4447                       0                       0
## 4448                       0                       0
## 4449                       0                       0
## 4450                       1                       0
## 4452                       0                       0
## 4453                       0                       0
## 4454                       1                       0
## 4455                       0                       0
## 4456                       0                       0
## 4457                       0                       0
## 4458                       0                       0
## 4459                       0                       0
## 4461                       0                       0
## 4464                       0                       0
## 4465                       0                       0
## 4466                       1                       0
## 4469                       0                       0
## 4470                       0                       0
## 4471                       1                       0
## 4472                       0                       1
## 4473                       0                       0
## 4475                       0                       0
## 4476                       0                       0
## 4478                       0                       0
## 4479                       0                       1
## 4480                       0                       0
## 4483                       0                       1
## 4484                       0                       0
## 4485                       0                       1
## 4486                       0                       0
## 4489                       0                       0
## 4490                       0                       1
## 4492                       0                       0
## 4493                       0                       1
## 4494                       0                       0
## 4495                       0                       1
## 4496                       0                       0
## 4498                       0                       0
## 4500                       0                       0
## 4501                       1                       0
## 4502                       0                       0
## 4503                       0                       0
## 4504                       0                       0
## 4506                       0                       0
## 4507                       1                       0
## 4508                       0                       0
## 4510                       0                       0
## 4511                       0                       0
## 4512                       0                       1
## 4513                       0                       0
## 4514                       0                       0
## 4515                       1                       0
## 4516                       0                       0
## 4517                       1                       0
## 4518                       0                       0
## 4521                       0                       0
## 4523                       0                       0
## 4525                       0                       0
## 4526                       0                       0
## 4527                       0                       0
## 4528                       1                       0
## 4531                       1                       0
## 4532                       0                       0
## 4533                       0                       0
## 4534                       0                       0
## 4535                       0                       0
## 4536                       0                       0
## 4538                       0                       0
## 4539                       0                       0
## 4540                       0                       1
## 4541                       1                       0
## 4542                       0                       0
## 4543                       0                       0
## 4544                       0                       1
## 4545                       0                       0
## 4546                       0                       0
## 4547                       1                       0
## 4548                       0                       0
## 4549                       0                       0
## 4550                       0                       1
## 4552                       0                       1
## 4553                       0                       0
## 4554                       0                       0
## 4555                       0                       0
## 4556                       0                       0
## 4560                       0                       0
## 4561                       1                       0
## 4562                       1                       0
## 4563                       0                       0
## 4564                       1                       0
## 4565                       0                       1
## 4566                       0                       0
## 4569                       0                       0
## 4570                       0                       1
## 4571                       0                       0
## 4572                       0                       0
## 4573                       0                       0
## 4574                       0                       1
## 4575                       0                       0
## 4576                       0                       0
## 4577                       0                       0
## 4578                       0                       0
## 4579                       0                       0
## 4580                       1                       0
## 4581                       0                       0
## 4582                       0                       0
## 4585                       0                       0
## 4586                       0                       0
## 4587                       1                       0
## 4588                       0                       0
## 4589                       0                       0
## 4590                       0                       1
## 4591                       0                       0
## 4592                       0                       0
## 4593                       0                       1
## 4594                       0                       0
## 4595                       0                       0
## 4596                       1                       0
## 4598                       0                       1
## 4599                       0                       0
## 4600                       0                       0
## 4601                       0                       1
## 4602                       1                       0
## 4603                       0                       0
## 4604                       0                       0
## 4605                       0                       0
## 4606                       0                       1
## 4607                       0                       0
## 4609                       1                       0
## 4610                       0                       0
## 4611                       0                       0
## 4612                       1                       0
## 4613                       0                       0
## 4614                       0                       1
## 4615                       0                       0
## 4616                       0                       0
## 4617                       0                       0
## 4618                       0                       0
## 4619                       0                       1
## 4620                       0                       1
## 4622                       0                       0
## 4623                       1                       0
## 4625                       0                       0
## 4626                       0                       0
## 4627                       0                       0
##  [ reached 'max' / getOption("max.print") -- omitted 1924 rows ]
feature.names=names(Train3)

for (f in feature.names) {
  if (class(Train3[[f]])=="factor") {
    levels <- unique(c(Train3[[f]]))
    Train3[[f]] <- factor(Train3[[f]],
                   labels=make.names(levels))
  }
}

GBMada <- train(Churn~.,
            Train3, 
            distribution = "adaboost",
            method = "gbm",
            trControl = fitControl,
            verbose = TRUE,
            tuneGrid = gbmGrid,
            ## Specify which metric to optimize
            metric = "Accuracy")
## Warning in train.default(x, y, weights = w, ...): The metric "Accuracy" was
## not in the result set. ROC will be used instead.
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8834             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8834             nan     0.0010    0.0001
##      4        0.8833             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8827             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8834             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8824             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8826             nan     0.0010    0.0002
##      8        0.8824             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0003
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0003
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8729             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0003
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0003
##     20        0.8796             nan     0.0010    0.0001
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0003
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0003
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0014
##      2        0.8809             nan     0.0100    0.0014
##      3        0.8798             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8738             nan     0.0100    0.0012
##      9        0.8727             nan     0.0100    0.0010
##     10        0.8716             nan     0.0100    0.0010
##     20        0.8603             nan     0.0100    0.0012
##     40        0.8412             nan     0.0100    0.0007
##     50        0.8320             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8774             nan     0.0100    0.0014
##      6        0.8761             nan     0.0100    0.0013
##      7        0.8750             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8603             nan     0.0100    0.0012
##     40        0.8411             nan     0.0100    0.0010
##     50        0.8329             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8805             nan     0.0100    0.0010
##      4        0.8794             nan     0.0100    0.0010
##      5        0.8781             nan     0.0100    0.0014
##      6        0.8771             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0014
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8414             nan     0.0100    0.0007
##     50        0.8328             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8768             nan     0.0100    0.0010
##      7        0.8757             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8604             nan     0.0100    0.0012
##     40        0.8416             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0021
##      2        0.8798             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8761             nan     0.0100    0.0021
##      5        0.8747             nan     0.0100    0.0013
##      6        0.8732             nan     0.0100    0.0014
##      7        0.8711             nan     0.0100    0.0021
##      8        0.8697             nan     0.0100    0.0014
##      9        0.8683             nan     0.0100    0.0014
##     10        0.8665             nan     0.0100    0.0018
##     20        0.8494             nan     0.0100    0.0012
##     40        0.8235             nan     0.0100    0.0009
##     50        0.8120             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8785             nan     0.0100    0.0015
##      4        0.8764             nan     0.0100    0.0021
##      5        0.8742             nan     0.0100    0.0021
##      6        0.8721             nan     0.0100    0.0020
##      7        0.8701             nan     0.0100    0.0020
##      8        0.8680             nan     0.0100    0.0020
##      9        0.8667             nan     0.0100    0.0014
##     10        0.8647             nan     0.0100    0.0020
##     20        0.8492             nan     0.0100    0.0018
##     40        0.8243             nan     0.0100    0.0009
##     50        0.8123             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8807             nan     0.0100    0.0015
##      3        0.8786             nan     0.0100    0.0022
##      4        0.8771             nan     0.0100    0.0015
##      5        0.8756             nan     0.0100    0.0015
##      6        0.8735             nan     0.0100    0.0021
##      7        0.8713             nan     0.0100    0.0021
##      8        0.8698             nan     0.0100    0.0014
##      9        0.8684             nan     0.0100    0.0014
##     10        0.8671             nan     0.0100    0.0013
##     20        0.8503             nan     0.0100    0.0018
##     40        0.8239             nan     0.0100    0.0015
##     50        0.8120             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8794             nan     0.0100    0.0021
##      3        0.8773             nan     0.0100    0.0021
##      4        0.8758             nan     0.0100    0.0015
##      5        0.8737             nan     0.0100    0.0021
##      6        0.8716             nan     0.0100    0.0021
##      7        0.8702             nan     0.0100    0.0015
##      8        0.8687             nan     0.0100    0.0014
##      9        0.8666             nan     0.0100    0.0020
##     10        0.8651             nan     0.0100    0.0014
##     20        0.8507             nan     0.0100    0.0012
##     40        0.8242             nan     0.0100    0.0009
##     50        0.8128             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0025
##      2        0.8789             nan     0.0100    0.0025
##      3        0.8771             nan     0.0100    0.0017
##      4        0.8748             nan     0.0100    0.0024
##      5        0.8731             nan     0.0100    0.0017
##      6        0.8714             nan     0.0100    0.0016
##      7        0.8699             nan     0.0100    0.0014
##      8        0.8676             nan     0.0100    0.0023
##      9        0.8653             nan     0.0100    0.0023
##     10        0.8637             nan     0.0100    0.0016
##     20        0.8456             nan     0.0100    0.0011
##     40        0.8140             nan     0.0100    0.0015
##     50        0.8016             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8794             nan     0.0100    0.0025
##      3        0.8770             nan     0.0100    0.0024
##      4        0.8752             nan     0.0100    0.0017
##      5        0.8728             nan     0.0100    0.0024
##      6        0.8711             nan     0.0100    0.0017
##      7        0.8695             nan     0.0100    0.0016
##      8        0.8678             nan     0.0100    0.0016
##      9        0.8655             nan     0.0100    0.0023
##     10        0.8641             nan     0.0100    0.0013
##     20        0.8445             nan     0.0100    0.0019
##     40        0.8143             nan     0.0100    0.0015
##     50        0.8020             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8801             nan     0.0100    0.0018
##      3        0.8783             nan     0.0100    0.0017
##      4        0.8759             nan     0.0100    0.0024
##      5        0.8739             nan     0.0100    0.0019
##      6        0.8722             nan     0.0100    0.0016
##      7        0.8698             nan     0.0100    0.0023
##      8        0.8674             nan     0.0100    0.0023
##      9        0.8659             nan     0.0100    0.0016
##     10        0.8642             nan     0.0100    0.0016
##     20        0.8460             nan     0.0100    0.0013
##     40        0.8147             nan     0.0100    0.0015
##     50        0.8018             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8801             nan     0.0100    0.0018
##      3        0.8783             nan     0.0100    0.0017
##      4        0.8759             nan     0.0100    0.0025
##      5        0.8741             nan     0.0100    0.0017
##      6        0.8718             nan     0.0100    0.0024
##      7        0.8695             nan     0.0100    0.0023
##      8        0.8679             nan     0.0100    0.0016
##      9        0.8665             nan     0.0100    0.0013
##     10        0.8649             nan     0.0100    0.0015
##     20        0.8445             nan     0.0100    0.0020
##     40        0.8125             nan     0.0100    0.0015
##     50        0.8012             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8713             nan     0.0100    0.0025
##      6        0.8692             nan     0.0100    0.0022
##      7        0.8666             nan     0.0100    0.0024
##      8        0.8646             nan     0.0100    0.0021
##      9        0.8627             nan     0.0100    0.0018
##     10        0.8605             nan     0.0100    0.0023
##     20        0.8408             nan     0.0100    0.0017
##     40        0.8093             nan     0.0100    0.0014
##     50        0.7965             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0026
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8769             nan     0.0100    0.0019
##      4        0.8746             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0025
##      6        0.8697             nan     0.0100    0.0024
##      7        0.8675             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0020
##     10        0.8611             nan     0.0100    0.0023
##     20        0.8407             nan     0.0100    0.0018
##     40        0.8086             nan     0.0100    0.0016
##     50        0.7960             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8785             nan     0.0100    0.0026
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0024
##      6        0.8695             nan     0.0100    0.0022
##      7        0.8676             nan     0.0100    0.0018
##      8        0.8655             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0021
##     10        0.8611             nan     0.0100    0.0023
##     20        0.8414             nan     0.0100    0.0018
##     40        0.8101             nan     0.0100    0.0013
##     50        0.7970             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0026
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8717             nan     0.0100    0.0022
##      6        0.8692             nan     0.0100    0.0025
##      7        0.8668             nan     0.0100    0.0024
##      8        0.8647             nan     0.0100    0.0021
##      9        0.8625             nan     0.0100    0.0023
##     10        0.8604             nan     0.0100    0.0020
##     20        0.8403             nan     0.0100    0.0020
##     40        0.8082             nan     0.0100    0.0015
##     50        0.7959             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0001
##      8        0.8820             nan     0.0010    0.0001
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0001
##     40        0.8761             nan     0.0010    0.0002
##     50        0.8743             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0001
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0001
##      6        0.8823             nan     0.0010    0.0001
##      7        0.8822             nan     0.0010    0.0001
##      8        0.8820             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0010
##      2        0.8815             nan     0.0100    0.0010
##      3        0.8802             nan     0.0100    0.0013
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8776             nan     0.0100    0.0013
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0012
##     10        0.8718             nan     0.0100    0.0010
##     20        0.8620             nan     0.0100    0.0008
##     40        0.8429             nan     0.0100    0.0010
##     50        0.8347             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0010
##      2        0.8812             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8784             nan     0.0100    0.0012
##      5        0.8772             nan     0.0100    0.0013
##      6        0.8761             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0009
##     10        0.8722             nan     0.0100    0.0009
##     20        0.8616             nan     0.0100    0.0008
##     40        0.8424             nan     0.0100    0.0010
##     50        0.8351             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0010
##      2        0.8811             nan     0.0100    0.0013
##      3        0.8800             nan     0.0100    0.0010
##      4        0.8787             nan     0.0100    0.0013
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8768             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0012
##      8        0.8742             nan     0.0100    0.0012
##      9        0.8729             nan     0.0100    0.0012
##     10        0.8717             nan     0.0100    0.0012
##     20        0.8611             nan     0.0100    0.0008
##     40        0.8425             nan     0.0100    0.0009
##     50        0.8344             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8812             nan     0.0100    0.0010
##      3        0.8801             nan     0.0100    0.0010
##      4        0.8792             nan     0.0100    0.0010
##      5        0.8781             nan     0.0100    0.0010
##      6        0.8771             nan     0.0100    0.0009
##      7        0.8758             nan     0.0100    0.0013
##      8        0.8745             nan     0.0100    0.0012
##      9        0.8732             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0012
##     40        0.8424             nan     0.0100    0.0007
##     50        0.8354             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8801             nan     0.0100    0.0013
##      3        0.8786             nan     0.0100    0.0014
##      4        0.8772             nan     0.0100    0.0014
##      5        0.8751             nan     0.0100    0.0021
##      6        0.8737             nan     0.0100    0.0014
##      7        0.8717             nan     0.0100    0.0021
##      8        0.8703             nan     0.0100    0.0013
##      9        0.8683             nan     0.0100    0.0020
##     10        0.8663             nan     0.0100    0.0020
##     20        0.8509             nan     0.0100    0.0011
##     40        0.8256             nan     0.0100    0.0015
##     50        0.8144             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0014
##      3        0.8792             nan     0.0100    0.0012
##      4        0.8771             nan     0.0100    0.0021
##      5        0.8750             nan     0.0100    0.0021
##      6        0.8730             nan     0.0100    0.0021
##      7        0.8717             nan     0.0100    0.0012
##      8        0.8697             nan     0.0100    0.0020
##      9        0.8678             nan     0.0100    0.0020
##     10        0.8663             nan     0.0100    0.0013
##     20        0.8507             nan     0.0100    0.0011
##     40        0.8237             nan     0.0100    0.0014
##     50        0.8123             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8791             nan     0.0100    0.0021
##      3        0.8776             nan     0.0100    0.0015
##      4        0.8757             nan     0.0100    0.0019
##      5        0.8736             nan     0.0100    0.0021
##      6        0.8714             nan     0.0100    0.0021
##      7        0.8701             nan     0.0100    0.0014
##      8        0.8688             nan     0.0100    0.0013
##      9        0.8676             nan     0.0100    0.0012
##     10        0.8655             nan     0.0100    0.0020
##     20        0.8503             nan     0.0100    0.0010
##     40        0.8255             nan     0.0100    0.0009
##     50        0.8133             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8807             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0021
##      4        0.8771             nan     0.0100    0.0014
##      5        0.8750             nan     0.0100    0.0020
##      6        0.8729             nan     0.0100    0.0021
##      7        0.8708             nan     0.0100    0.0020
##      8        0.8694             nan     0.0100    0.0013
##      9        0.8682             nan     0.0100    0.0012
##     10        0.8669             nan     0.0100    0.0013
##     20        0.8508             nan     0.0100    0.0012
##     40        0.8257             nan     0.0100    0.0015
##     50        0.8136             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8792             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0024
##      4        0.8751             nan     0.0100    0.0017
##      5        0.8727             nan     0.0100    0.0024
##      6        0.8703             nan     0.0100    0.0023
##      7        0.8687             nan     0.0100    0.0016
##      8        0.8664             nan     0.0100    0.0023
##      9        0.8648             nan     0.0100    0.0015
##     10        0.8633             nan     0.0100    0.0015
##     20        0.8452             nan     0.0100    0.0019
##     40        0.8147             nan     0.0100    0.0014
##     50        0.8013             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8795             nan     0.0100    0.0025
##      3        0.8770             nan     0.0100    0.0024
##      4        0.8752             nan     0.0100    0.0017
##      5        0.8736             nan     0.0100    0.0016
##      6        0.8713             nan     0.0100    0.0023
##      7        0.8697             nan     0.0100    0.0016
##      8        0.8682             nan     0.0100    0.0016
##      9        0.8666             nan     0.0100    0.0016
##     10        0.8650             nan     0.0100    0.0017
##     20        0.8467             nan     0.0100    0.0013
##     40        0.8149             nan     0.0100    0.0012
##     50        0.8027             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0017
##      2        0.8800             nan     0.0100    0.0017
##      3        0.8783             nan     0.0100    0.0017
##      4        0.8759             nan     0.0100    0.0024
##      5        0.8735             nan     0.0100    0.0024
##      6        0.8721             nan     0.0100    0.0013
##      7        0.8698             nan     0.0100    0.0023
##      8        0.8675             nan     0.0100    0.0023
##      9        0.8653             nan     0.0100    0.0023
##     10        0.8630             nan     0.0100    0.0022
##     20        0.8439             nan     0.0100    0.0019
##     40        0.8152             nan     0.0100    0.0014
##     50        0.8030             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8803             nan     0.0100    0.0014
##      3        0.8786             nan     0.0100    0.0017
##      4        0.8761             nan     0.0100    0.0024
##      5        0.8745             nan     0.0100    0.0016
##      6        0.8721             nan     0.0100    0.0024
##      7        0.8697             nan     0.0100    0.0023
##      8        0.8681             nan     0.0100    0.0015
##      9        0.8659             nan     0.0100    0.0022
##     10        0.8643             nan     0.0100    0.0015
##     20        0.8455             nan     0.0100    0.0020
##     40        0.8156             nan     0.0100    0.0015
##     50        0.8032             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0025
##      3        0.8766             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0024
##      5        0.8721             nan     0.0100    0.0021
##      6        0.8699             nan     0.0100    0.0020
##      7        0.8676             nan     0.0100    0.0023
##      8        0.8656             nan     0.0100    0.0020
##      9        0.8633             nan     0.0100    0.0023
##     10        0.8614             nan     0.0100    0.0019
##     20        0.8421             nan     0.0100    0.0020
##     40        0.8119             nan     0.0100    0.0011
##     50        0.7988             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8769             nan     0.0100    0.0021
##      4        0.8744             nan     0.0100    0.0024
##      5        0.8720             nan     0.0100    0.0024
##      6        0.8703             nan     0.0100    0.0015
##      7        0.8681             nan     0.0100    0.0024
##      8        0.8660             nan     0.0100    0.0021
##      9        0.8637             nan     0.0100    0.0023
##     10        0.8616             nan     0.0100    0.0020
##     20        0.8422             nan     0.0100    0.0020
##     40        0.8111             nan     0.0100    0.0014
##     50        0.7987             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0021
##      3        0.8769             nan     0.0100    0.0022
##      4        0.8744             nan     0.0100    0.0024
##      5        0.8723             nan     0.0100    0.0021
##      6        0.8700             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0023
##      8        0.8656             nan     0.0100    0.0020
##      9        0.8636             nan     0.0100    0.0019
##     10        0.8617             nan     0.0100    0.0020
##     20        0.8421             nan     0.0100    0.0020
##     40        0.8119             nan     0.0100    0.0009
##     50        0.7992             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8788             nan     0.0100    0.0026
##      3        0.8763             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0024
##      5        0.8716             nan     0.0100    0.0023
##      6        0.8695             nan     0.0100    0.0021
##      7        0.8674             nan     0.0100    0.0021
##      8        0.8652             nan     0.0100    0.0023
##      9        0.8629             nan     0.0100    0.0022
##     10        0.8608             nan     0.0100    0.0020
##     20        0.8411             nan     0.0100    0.0020
##     40        0.8103             nan     0.0100    0.0015
##     50        0.7970             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8773             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8823             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8809             nan     0.0010    0.0001
##     40        0.8783             nan     0.0010    0.0001
##     50        0.8771             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8784             nan     0.0010    0.0001
##     50        0.8772             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0001
##     40        0.8757             nan     0.0010    0.0001
##     50        0.8739             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0002
##     50        0.8739             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0001
##     40        0.8759             nan     0.0010    0.0001
##     50        0.8740             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8748             nan     0.0010    0.0002
##     50        0.8727             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0003
##     40        0.8745             nan     0.0010    0.0003
##     50        0.8724             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8792             nan     0.0010    0.0003
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8822             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8812             nan     0.0010    0.0003
##     10        0.8810             nan     0.0010    0.0003
##     20        0.8784             nan     0.0010    0.0003
##     40        0.8736             nan     0.0010    0.0002
##     50        0.8713             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8822             nan     0.0010    0.0003
##      6        0.8819             nan     0.0010    0.0003
##      7        0.8817             nan     0.0010    0.0002
##      8        0.8814             nan     0.0010    0.0003
##      9        0.8812             nan     0.0010    0.0003
##     10        0.8809             nan     0.0010    0.0002
##     20        0.8785             nan     0.0010    0.0003
##     40        0.8737             nan     0.0010    0.0002
##     50        0.8713             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8824             nan     0.0010    0.0003
##      5        0.8822             nan     0.0010    0.0003
##      6        0.8819             nan     0.0010    0.0003
##      7        0.8817             nan     0.0010    0.0002
##      8        0.8814             nan     0.0010    0.0002
##      9        0.8812             nan     0.0010    0.0003
##     10        0.8810             nan     0.0010    0.0002
##     20        0.8784             nan     0.0010    0.0003
##     40        0.8735             nan     0.0010    0.0003
##     50        0.8712             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8817             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0002
##      9        0.8812             nan     0.0010    0.0003
##     10        0.8810             nan     0.0010    0.0002
##     20        0.8785             nan     0.0010    0.0003
##     40        0.8737             nan     0.0010    0.0002
##     50        0.8713             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8807             nan     0.0100    0.0014
##      3        0.8794             nan     0.0100    0.0014
##      4        0.8784             nan     0.0100    0.0010
##      5        0.8773             nan     0.0100    0.0010
##      6        0.8759             nan     0.0100    0.0013
##      7        0.8746             nan     0.0100    0.0013
##      8        0.8736             nan     0.0100    0.0010
##      9        0.8726             nan     0.0100    0.0010
##     10        0.8715             nan     0.0100    0.0009
##     20        0.8600             nan     0.0100    0.0009
##     40        0.8413             nan     0.0100    0.0010
##     50        0.8322             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8807             nan     0.0100    0.0014
##      3        0.8793             nan     0.0100    0.0014
##      4        0.8783             nan     0.0100    0.0010
##      5        0.8772             nan     0.0100    0.0010
##      6        0.8762             nan     0.0100    0.0010
##      7        0.8748             nan     0.0100    0.0013
##      8        0.8738             nan     0.0100    0.0010
##      9        0.8724             nan     0.0100    0.0014
##     10        0.8711             nan     0.0100    0.0013
##     20        0.8601             nan     0.0100    0.0012
##     40        0.8413             nan     0.0100    0.0007
##     50        0.8325             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8807             nan     0.0100    0.0014
##      3        0.8796             nan     0.0100    0.0010
##      4        0.8782             nan     0.0100    0.0013
##      5        0.8769             nan     0.0100    0.0013
##      6        0.8759             nan     0.0100    0.0010
##      7        0.8749             nan     0.0100    0.0010
##      8        0.8739             nan     0.0100    0.0010
##      9        0.8725             nan     0.0100    0.0013
##     10        0.8715             nan     0.0100    0.0010
##     20        0.8601             nan     0.0100    0.0012
##     40        0.8412             nan     0.0100    0.0007
##     50        0.8324             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8807             nan     0.0100    0.0014
##      3        0.8796             nan     0.0100    0.0010
##      4        0.8783             nan     0.0100    0.0014
##      5        0.8769             nan     0.0100    0.0013
##      6        0.8756             nan     0.0100    0.0013
##      7        0.8746             nan     0.0100    0.0010
##      8        0.8736             nan     0.0100    0.0010
##      9        0.8723             nan     0.0100    0.0013
##     10        0.8713             nan     0.0100    0.0010
##     20        0.8603             nan     0.0100    0.0012
##     40        0.8411             nan     0.0100    0.0010
##     50        0.8332             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8790             nan     0.0100    0.0022
##      3        0.8768             nan     0.0100    0.0022
##      4        0.8747             nan     0.0100    0.0022
##      5        0.8732             nan     0.0100    0.0015
##      6        0.8717             nan     0.0100    0.0015
##      7        0.8695             nan     0.0100    0.0021
##      8        0.8674             nan     0.0100    0.0021
##      9        0.8660             nan     0.0100    0.0014
##     10        0.8647             nan     0.0100    0.0014
##     20        0.8478             nan     0.0100    0.0018
##     40        0.8214             nan     0.0100    0.0009
##     50        0.8095             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8796             nan     0.0100    0.0015
##      3        0.8781             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0014
##      5        0.8745             nan     0.0100    0.0022
##      6        0.8723             nan     0.0100    0.0021
##      7        0.8709             nan     0.0100    0.0014
##      8        0.8688             nan     0.0100    0.0021
##      9        0.8667             nan     0.0100    0.0021
##     10        0.8646             nan     0.0100    0.0020
##     20        0.8492             nan     0.0100    0.0012
##     40        0.8215             nan     0.0100    0.0009
##     50        0.8113             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8796             nan     0.0100    0.0015
##      3        0.8773             nan     0.0100    0.0022
##      4        0.8752             nan     0.0100    0.0021
##      5        0.8737             nan     0.0100    0.0015
##      6        0.8714             nan     0.0100    0.0021
##      7        0.8700             nan     0.0100    0.0014
##      8        0.8679             nan     0.0100    0.0021
##      9        0.8666             nan     0.0100    0.0014
##     10        0.8653             nan     0.0100    0.0014
##     20        0.8485             nan     0.0100    0.0011
##     40        0.8210             nan     0.0100    0.0015
##     50        0.8098             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8797             nan     0.0100    0.0022
##      3        0.8781             nan     0.0100    0.0015
##      4        0.8766             nan     0.0100    0.0014
##      5        0.8745             nan     0.0100    0.0022
##      6        0.8730             nan     0.0100    0.0014
##      7        0.8709             nan     0.0100    0.0021
##      8        0.8687             nan     0.0100    0.0021
##      9        0.8666             nan     0.0100    0.0021
##     10        0.8652             nan     0.0100    0.0013
##     20        0.8490             nan     0.0100    0.0012
##     40        0.8213             nan     0.0100    0.0015
##     50        0.8098             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8791             nan     0.0100    0.0018
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8748             nan     0.0100    0.0018
##      5        0.8723             nan     0.0100    0.0025
##      6        0.8706             nan     0.0100    0.0017
##      7        0.8684             nan     0.0100    0.0021
##      8        0.8660             nan     0.0100    0.0024
##      9        0.8638             nan     0.0100    0.0023
##     10        0.8622             nan     0.0100    0.0015
##     20        0.8424             nan     0.0100    0.0019
##     40        0.8109             nan     0.0100    0.0015
##     50        0.7986             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8790             nan     0.0100    0.0026
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0024
##      5        0.8715             nan     0.0100    0.0024
##      6        0.8691             nan     0.0100    0.0024
##      7        0.8667             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0016
##      9        0.8635             nan     0.0100    0.0016
##     10        0.8612             nan     0.0100    0.0023
##     20        0.8428             nan     0.0100    0.0020
##     40        0.8126             nan     0.0100    0.0008
##     50        0.8002             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0026
##      3        0.8759             nan     0.0100    0.0025
##      4        0.8734             nan     0.0100    0.0025
##      5        0.8717             nan     0.0100    0.0017
##      6        0.8692             nan     0.0100    0.0024
##      7        0.8674             nan     0.0100    0.0017
##      8        0.8650             nan     0.0100    0.0024
##      9        0.8627             nan     0.0100    0.0024
##     10        0.8605             nan     0.0100    0.0023
##     20        0.8425             nan     0.0100    0.0015
##     40        0.8118             nan     0.0100    0.0009
##     50        0.7985             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8790             nan     0.0100    0.0026
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8723             nan     0.0100    0.0017
##      6        0.8699             nan     0.0100    0.0024
##      7        0.8675             nan     0.0100    0.0024
##      8        0.8652             nan     0.0100    0.0024
##      9        0.8629             nan     0.0100    0.0023
##     10        0.8613             nan     0.0100    0.0016
##     20        0.8429             nan     0.0100    0.0020
##     40        0.8113             nan     0.0100    0.0015
##     50        0.7987             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0018
##      6        0.8702             nan     0.0100    0.0019
##      7        0.8679             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0024
##      9        0.8630             nan     0.0100    0.0024
##     10        0.8607             nan     0.0100    0.0023
##     20        0.8408             nan     0.0100    0.0018
##     40        0.8079             nan     0.0100    0.0016
##     50        0.7954             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0026
##      2        0.8783             nan     0.0100    0.0025
##      3        0.8757             nan     0.0100    0.0026
##      4        0.8731             nan     0.0100    0.0025
##      5        0.8707             nan     0.0100    0.0024
##      6        0.8682             nan     0.0100    0.0025
##      7        0.8661             nan     0.0100    0.0022
##      8        0.8637             nan     0.0100    0.0024
##      9        0.8614             nan     0.0100    0.0024
##     10        0.8591             nan     0.0100    0.0023
##     20        0.8399             nan     0.0100    0.0013
##     40        0.8079             nan     0.0100    0.0013
##     50        0.7943             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8758             nan     0.0100    0.0026
##      4        0.8733             nan     0.0100    0.0025
##      5        0.8710             nan     0.0100    0.0021
##      6        0.8688             nan     0.0100    0.0022
##      7        0.8667             nan     0.0100    0.0022
##      8        0.8646             nan     0.0100    0.0021
##      9        0.8625             nan     0.0100    0.0020
##     10        0.8602             nan     0.0100    0.0023
##     20        0.8398             nan     0.0100    0.0018
##     40        0.8069             nan     0.0100    0.0010
##     50        0.7943             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0026
##      2        0.8781             nan     0.0100    0.0026
##      3        0.8756             nan     0.0100    0.0025
##      4        0.8731             nan     0.0100    0.0025
##      5        0.8709             nan     0.0100    0.0021
##      6        0.8684             nan     0.0100    0.0025
##      7        0.8662             nan     0.0100    0.0021
##      8        0.8641             nan     0.0100    0.0021
##      9        0.8619             nan     0.0100    0.0021
##     10        0.8596             nan     0.0100    0.0024
##     20        0.8403             nan     0.0100    0.0014
##     40        0.8072             nan     0.0100    0.0014
##     50        0.7938             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8779             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8791             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8824             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0001
##     10        0.8821             nan     0.0010    0.0001
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8770             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8825             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0001
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0001
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8745             nan     0.0010    0.0002
##     50        0.8723             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8816             nan     0.0100    0.0010
##      3        0.8803             nan     0.0100    0.0013
##      4        0.8793             nan     0.0100    0.0010
##      5        0.8783             nan     0.0100    0.0010
##      6        0.8769             nan     0.0100    0.0013
##      7        0.8756             nan     0.0100    0.0013
##      8        0.8743             nan     0.0100    0.0012
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8620             nan     0.0100    0.0008
##     40        0.8435             nan     0.0100    0.0006
##     50        0.8351             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0010
##      2        0.8812             nan     0.0100    0.0013
##      3        0.8802             nan     0.0100    0.0010
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8776             nan     0.0100    0.0013
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8746             nan     0.0100    0.0010
##      9        0.8736             nan     0.0100    0.0009
##     10        0.8724             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0011
##     40        0.8430             nan     0.0100    0.0007
##     50        0.8351             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0010
##      2        0.8814             nan     0.0100    0.0010
##      3        0.8804             nan     0.0100    0.0010
##      4        0.8790             nan     0.0100    0.0013
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0012
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8620             nan     0.0100    0.0011
##     40        0.8429             nan     0.0100    0.0007
##     50        0.8347             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0010
##      2        0.8813             nan     0.0100    0.0013
##      3        0.8799             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0013
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0012
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8613             nan     0.0100    0.0009
##     40        0.8428             nan     0.0100    0.0010
##     50        0.8347             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8794             nan     0.0100    0.0021
##      3        0.8779             nan     0.0100    0.0014
##      4        0.8758             nan     0.0100    0.0021
##      5        0.8745             nan     0.0100    0.0013
##      6        0.8731             nan     0.0100    0.0013
##      7        0.8710             nan     0.0100    0.0020
##      8        0.8695             nan     0.0100    0.0013
##      9        0.8683             nan     0.0100    0.0012
##     10        0.8662             nan     0.0100    0.0020
##     20        0.8513             nan     0.0100    0.0011
##     40        0.8229             nan     0.0100    0.0014
##     50        0.8132             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0021
##      2        0.8793             nan     0.0100    0.0022
##      3        0.8779             nan     0.0100    0.0014
##      4        0.8764             nan     0.0100    0.0014
##      5        0.8743             nan     0.0100    0.0020
##      6        0.8730             nan     0.0100    0.0012
##      7        0.8709             nan     0.0100    0.0021
##      8        0.8689             nan     0.0100    0.0020
##      9        0.8675             nan     0.0100    0.0013
##     10        0.8662             nan     0.0100    0.0013
##     20        0.8508             nan     0.0100    0.0018
##     40        0.8247             nan     0.0100    0.0015
##     50        0.8143             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0021
##      2        0.8793             nan     0.0100    0.0022
##      3        0.8778             nan     0.0100    0.0014
##      4        0.8764             nan     0.0100    0.0012
##      5        0.8749             nan     0.0100    0.0014
##      6        0.8726             nan     0.0100    0.0021
##      7        0.8714             nan     0.0100    0.0012
##      8        0.8702             nan     0.0100    0.0012
##      9        0.8689             nan     0.0100    0.0012
##     10        0.8668             nan     0.0100    0.0020
##     20        0.8506             nan     0.0100    0.0011
##     40        0.8243             nan     0.0100    0.0008
##     50        0.8134             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8800             nan     0.0100    0.0015
##      3        0.8787             nan     0.0100    0.0013
##      4        0.8774             nan     0.0100    0.0013
##      5        0.8753             nan     0.0100    0.0021
##      6        0.8732             nan     0.0100    0.0021
##      7        0.8719             nan     0.0100    0.0014
##      8        0.8699             nan     0.0100    0.0020
##      9        0.8678             nan     0.0100    0.0020
##     10        0.8658             nan     0.0100    0.0019
##     20        0.8514             nan     0.0100    0.0011
##     40        0.8246             nan     0.0100    0.0009
##     50        0.8142             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0025
##      2        0.8796             nan     0.0100    0.0018
##      3        0.8778             nan     0.0100    0.0017
##      4        0.8761             nan     0.0100    0.0017
##      5        0.8737             nan     0.0100    0.0024
##      6        0.8720             nan     0.0100    0.0016
##      7        0.8704             nan     0.0100    0.0016
##      8        0.8688             nan     0.0100    0.0015
##      9        0.8665             nan     0.0100    0.0023
##     10        0.8650             nan     0.0100    0.0015
##     20        0.8462             nan     0.0100    0.0011
##     40        0.8156             nan     0.0100    0.0012
##     50        0.8035             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0017
##      3        0.8782             nan     0.0100    0.0017
##      4        0.8759             nan     0.0100    0.0024
##      5        0.8735             nan     0.0100    0.0024
##      6        0.8719             nan     0.0100    0.0016
##      7        0.8705             nan     0.0100    0.0014
##      8        0.8682             nan     0.0100    0.0023
##      9        0.8658             nan     0.0100    0.0023
##     10        0.8643             nan     0.0100    0.0015
##     20        0.8463             nan     0.0100    0.0013
##     40        0.8176             nan     0.0100    0.0015
##     50        0.8047             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8794             nan     0.0100    0.0017
##      3        0.8776             nan     0.0100    0.0017
##      4        0.8759             nan     0.0100    0.0017
##      5        0.8736             nan     0.0100    0.0024
##      6        0.8721             nan     0.0100    0.0014
##      7        0.8708             nan     0.0100    0.0013
##      8        0.8685             nan     0.0100    0.0023
##      9        0.8670             nan     0.0100    0.0016
##     10        0.8653             nan     0.0100    0.0016
##     20        0.8472             nan     0.0100    0.0013
##     40        0.8150             nan     0.0100    0.0015
##     50        0.8032             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8794             nan     0.0100    0.0017
##      3        0.8769             nan     0.0100    0.0024
##      4        0.8746             nan     0.0100    0.0023
##      5        0.8723             nan     0.0100    0.0024
##      6        0.8708             nan     0.0100    0.0014
##      7        0.8686             nan     0.0100    0.0023
##      8        0.8672             nan     0.0100    0.0013
##      9        0.8659             nan     0.0100    0.0013
##     10        0.8637             nan     0.0100    0.0022
##     20        0.8456             nan     0.0100    0.0019
##     40        0.8146             nan     0.0100    0.0014
##     50        0.8028             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0019
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8701             nan     0.0100    0.0021
##      7        0.8681             nan     0.0100    0.0021
##      8        0.8658             nan     0.0100    0.0023
##      9        0.8637             nan     0.0100    0.0020
##     10        0.8619             nan     0.0100    0.0018
##     20        0.8422             nan     0.0100    0.0020
##     40        0.8121             nan     0.0100    0.0013
##     50        0.8000             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0024
##      4        0.8740             nan     0.0100    0.0021
##      5        0.8719             nan     0.0100    0.0021
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8674             nan     0.0100    0.0021
##      8        0.8653             nan     0.0100    0.0020
##      9        0.8630             nan     0.0100    0.0022
##     10        0.8608             nan     0.0100    0.0022
##     20        0.8426             nan     0.0100    0.0012
##     40        0.8118             nan     0.0100    0.0013
##     50        0.7991             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8789             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0022
##      4        0.8747             nan     0.0100    0.0018
##      5        0.8726             nan     0.0100    0.0022
##      6        0.8702             nan     0.0100    0.0024
##      7        0.8681             nan     0.0100    0.0020
##      8        0.8660             nan     0.0100    0.0020
##      9        0.8643             nan     0.0100    0.0017
##     10        0.8623             nan     0.0100    0.0020
##     20        0.8424             nan     0.0100    0.0017
##     40        0.8118             nan     0.0100    0.0009
##     50        0.7984             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8794             nan     0.0100    0.0019
##      3        0.8771             nan     0.0100    0.0022
##      4        0.8747             nan     0.0100    0.0024
##      5        0.8723             nan     0.0100    0.0024
##      6        0.8700             nan     0.0100    0.0024
##      7        0.8676             nan     0.0100    0.0023
##      8        0.8652             nan     0.0100    0.0024
##      9        0.8629             nan     0.0100    0.0022
##     10        0.8607             nan     0.0100    0.0022
##     20        0.8420             nan     0.0100    0.0019
##     40        0.8121             nan     0.0100    0.0012
##     50        0.7986             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8824             nan     0.0010    0.0001
##      9        0.8823             nan     0.0010    0.0001
##     10        0.8821             nan     0.0010    0.0001
##     20        0.8809             nan     0.0010    0.0001
##     40        0.8785             nan     0.0010    0.0001
##     50        0.8773             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8745             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8760             nan     0.0010    0.0002
##     50        0.8742             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8793             nan     0.0010    0.0003
##     40        0.8749             nan     0.0010    0.0002
##     50        0.8728             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0003
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8786             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0010
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8779             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0014
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8726             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8603             nan     0.0100    0.0012
##     40        0.8412             nan     0.0100    0.0007
##     50        0.8331             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8807             nan     0.0100    0.0014
##      3        0.8797             nan     0.0100    0.0011
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8716             nan     0.0100    0.0013
##     20        0.8607             nan     0.0100    0.0009
##     40        0.8414             nan     0.0100    0.0007
##     50        0.8328             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8796             nan     0.0100    0.0014
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8772             nan     0.0100    0.0013
##      6        0.8762             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8605             nan     0.0100    0.0012
##     40        0.8420             nan     0.0100    0.0010
##     50        0.8339             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8800             nan     0.0100    0.0010
##      4        0.8790             nan     0.0100    0.0010
##      5        0.8780             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0013
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8732             nan     0.0100    0.0009
##     10        0.8722             nan     0.0100    0.0009
##     20        0.8607             nan     0.0100    0.0012
##     40        0.8419             nan     0.0100    0.0007
##     50        0.8330             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0021
##      2        0.8793             nan     0.0100    0.0022
##      3        0.8777             nan     0.0100    0.0015
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8748             nan     0.0100    0.0013
##      6        0.8726             nan     0.0100    0.0021
##      7        0.8706             nan     0.0100    0.0020
##      8        0.8692             nan     0.0100    0.0014
##      9        0.8678             nan     0.0100    0.0014
##     10        0.8664             nan     0.0100    0.0013
##     20        0.8513             nan     0.0100    0.0012
##     40        0.8212             nan     0.0100    0.0014
##     50        0.8110             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0021
##      3        0.8777             nan     0.0100    0.0021
##      4        0.8762             nan     0.0100    0.0015
##      5        0.8747             nan     0.0100    0.0015
##      6        0.8732             nan     0.0100    0.0014
##      7        0.8717             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0012
##      9        0.8687             nan     0.0100    0.0018
##     10        0.8667             nan     0.0100    0.0020
##     20        0.8507             nan     0.0100    0.0012
##     40        0.8226             nan     0.0100    0.0015
##     50        0.8113             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8803             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8774             nan     0.0100    0.0015
##      5        0.8752             nan     0.0100    0.0021
##      6        0.8730             nan     0.0100    0.0021
##      7        0.8716             nan     0.0100    0.0014
##      8        0.8702             nan     0.0100    0.0014
##      9        0.8681             nan     0.0100    0.0020
##     10        0.8667             nan     0.0100    0.0013
##     20        0.8504             nan     0.0100    0.0011
##     40        0.8226             nan     0.0100    0.0014
##     50        0.8109             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8755             nan     0.0100    0.0013
##      6        0.8733             nan     0.0100    0.0021
##      7        0.8712             nan     0.0100    0.0021
##      8        0.8699             nan     0.0100    0.0012
##      9        0.8685             nan     0.0100    0.0014
##     10        0.8665             nan     0.0100    0.0020
##     20        0.8500             nan     0.0100    0.0011
##     40        0.8225             nan     0.0100    0.0008
##     50        0.8118             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0018
##      4        0.8743             nan     0.0100    0.0025
##      5        0.8727             nan     0.0100    0.0017
##      6        0.8702             nan     0.0100    0.0024
##      7        0.8680             nan     0.0100    0.0023
##      8        0.8664             nan     0.0100    0.0016
##      9        0.8643             nan     0.0100    0.0020
##     10        0.8625             nan     0.0100    0.0017
##     20        0.8449             nan     0.0100    0.0013
##     40        0.8148             nan     0.0100    0.0015
##     50        0.8022             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8768             nan     0.0100    0.0018
##      4        0.8752             nan     0.0100    0.0014
##      5        0.8729             nan     0.0100    0.0022
##      6        0.8706             nan     0.0100    0.0024
##      7        0.8683             nan     0.0100    0.0023
##      8        0.8660             nan     0.0100    0.0023
##      9        0.8637             nan     0.0100    0.0023
##     10        0.8615             nan     0.0100    0.0022
##     20        0.8437             nan     0.0100    0.0020
##     40        0.8128             nan     0.0100    0.0015
##     50        0.8010             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8794             nan     0.0100    0.0023
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8751             nan     0.0100    0.0024
##      5        0.8736             nan     0.0100    0.0015
##      6        0.8719             nan     0.0100    0.0017
##      7        0.8701             nan     0.0100    0.0016
##      8        0.8686             nan     0.0100    0.0016
##      9        0.8663             nan     0.0100    0.0023
##     10        0.8641             nan     0.0100    0.0023
##     20        0.8456             nan     0.0100    0.0013
##     40        0.8139             nan     0.0100    0.0012
##     50        0.8018             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8792             nan     0.0100    0.0025
##      3        0.8774             nan     0.0100    0.0018
##      4        0.8757             nan     0.0100    0.0017
##      5        0.8738             nan     0.0100    0.0017
##      6        0.8716             nan     0.0100    0.0024
##      7        0.8698             nan     0.0100    0.0016
##      8        0.8675             nan     0.0100    0.0023
##      9        0.8652             nan     0.0100    0.0022
##     10        0.8630             nan     0.0100    0.0023
##     20        0.8449             nan     0.0100    0.0020
##     40        0.8145             nan     0.0100    0.0015
##     50        0.8021             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0021
##      7        0.8673             nan     0.0100    0.0024
##      8        0.8654             nan     0.0100    0.0020
##      9        0.8633             nan     0.0100    0.0021
##     10        0.8611             nan     0.0100    0.0023
##     20        0.8409             nan     0.0100    0.0019
##     40        0.8093             nan     0.0100    0.0016
##     50        0.7975             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8741             nan     0.0100    0.0019
##      5        0.8719             nan     0.0100    0.0021
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8673             nan     0.0100    0.0021
##      8        0.8649             nan     0.0100    0.0023
##      9        0.8629             nan     0.0100    0.0021
##     10        0.8608             nan     0.0100    0.0020
##     20        0.8410             nan     0.0100    0.0016
##     40        0.8099             nan     0.0100    0.0015
##     50        0.7974             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8736             nan     0.0100    0.0025
##      5        0.8712             nan     0.0100    0.0024
##      6        0.8688             nan     0.0100    0.0023
##      7        0.8664             nan     0.0100    0.0024
##      8        0.8643             nan     0.0100    0.0021
##      9        0.8625             nan     0.0100    0.0018
##     10        0.8605             nan     0.0100    0.0020
##     20        0.8407             nan     0.0100    0.0020
##     40        0.8098             nan     0.0100    0.0016
##     50        0.7970             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0023
##      4        0.8745             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0025
##      6        0.8696             nan     0.0100    0.0024
##      7        0.8675             nan     0.0100    0.0021
##      8        0.8652             nan     0.0100    0.0020
##      9        0.8629             nan     0.0100    0.0023
##     10        0.8611             nan     0.0100    0.0018
##     20        0.8414             nan     0.0100    0.0016
##     40        0.8099             nan     0.0100    0.0012
##     50        0.7967             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0001
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8826             nan     0.0010    0.0002
##      8        0.8824             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8821             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0001
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8771             nan     0.0010    0.0001
##     50        0.8754             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0001
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0003
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0003
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0013
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8791             nan     0.0100    0.0011
##      5        0.8780             nan     0.0100    0.0010
##      6        0.8770             nan     0.0100    0.0011
##      7        0.8757             nan     0.0100    0.0013
##      8        0.8746             nan     0.0100    0.0010
##      9        0.8733             nan     0.0100    0.0013
##     10        0.8723             nan     0.0100    0.0010
##     20        0.8609             nan     0.0100    0.0011
##     40        0.8415             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8775             nan     0.0100    0.0014
##      6        0.8764             nan     0.0100    0.0011
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8417             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0011
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8415             nan     0.0100    0.0010
##     50        0.8333             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0014
##      5        0.8774             nan     0.0100    0.0011
##      6        0.8763             nan     0.0100    0.0011
##      7        0.8752             nan     0.0100    0.0011
##      8        0.8738             nan     0.0100    0.0013
##      9        0.8728             nan     0.0100    0.0010
##     10        0.8715             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0009
##     40        0.8414             nan     0.0100    0.0010
##     50        0.8329             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0015
##      5        0.8753             nan     0.0100    0.0014
##      6        0.8739             nan     0.0100    0.0013
##      7        0.8717             nan     0.0100    0.0021
##      8        0.8697             nan     0.0100    0.0021
##      9        0.8684             nan     0.0100    0.0013
##     10        0.8670             nan     0.0100    0.0014
##     20        0.8530             nan     0.0100    0.0012
##     40        0.8234             nan     0.0100    0.0015
##     50        0.8124             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8786             nan     0.0100    0.0014
##      4        0.8770             nan     0.0100    0.0015
##      5        0.8756             nan     0.0100    0.0013
##      6        0.8741             nan     0.0100    0.0014
##      7        0.8720             nan     0.0100    0.0021
##      8        0.8699             nan     0.0100    0.0021
##      9        0.8679             nan     0.0100    0.0020
##     10        0.8665             nan     0.0100    0.0014
##     20        0.8508             nan     0.0100    0.0018
##     40        0.8243             nan     0.0100    0.0015
##     50        0.8128             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0021
##      4        0.8768             nan     0.0100    0.0013
##      5        0.8753             nan     0.0100    0.0013
##      6        0.8738             nan     0.0100    0.0014
##      7        0.8717             nan     0.0100    0.0021
##      8        0.8703             nan     0.0100    0.0014
##      9        0.8689             nan     0.0100    0.0014
##     10        0.8669             nan     0.0100    0.0021
##     20        0.8508             nan     0.0100    0.0011
##     40        0.8248             nan     0.0100    0.0015
##     50        0.8119             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8778             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8745             nan     0.0100    0.0015
##      6        0.8730             nan     0.0100    0.0015
##      7        0.8709             nan     0.0100    0.0021
##      8        0.8695             nan     0.0100    0.0014
##      9        0.8675             nan     0.0100    0.0020
##     10        0.8662             nan     0.0100    0.0013
##     20        0.8517             nan     0.0100    0.0011
##     40        0.8241             nan     0.0100    0.0009
##     50        0.8115             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8743             nan     0.0100    0.0018
##      5        0.8725             nan     0.0100    0.0018
##      6        0.8701             nan     0.0100    0.0024
##      7        0.8683             nan     0.0100    0.0018
##      8        0.8666             nan     0.0100    0.0018
##      9        0.8642             nan     0.0100    0.0024
##     10        0.8620             nan     0.0100    0.0023
##     20        0.8454             nan     0.0100    0.0020
##     40        0.8141             nan     0.0100    0.0015
##     50        0.8012             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8793             nan     0.0100    0.0025
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8759             nan     0.0100    0.0016
##      5        0.8741             nan     0.0100    0.0018
##      6        0.8726             nan     0.0100    0.0014
##      7        0.8703             nan     0.0100    0.0023
##      8        0.8687             nan     0.0100    0.0017
##      9        0.8670             nan     0.0100    0.0016
##     10        0.8654             nan     0.0100    0.0016
##     20        0.8469             nan     0.0100    0.0015
##     40        0.8165             nan     0.0100    0.0016
##     50        0.8029             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0026
##      2        0.8795             nan     0.0100    0.0015
##      3        0.8771             nan     0.0100    0.0025
##      4        0.8752             nan     0.0100    0.0018
##      5        0.8734             nan     0.0100    0.0018
##      6        0.8716             nan     0.0100    0.0018
##      7        0.8699             nan     0.0100    0.0017
##      8        0.8676             nan     0.0100    0.0023
##      9        0.8659             nan     0.0100    0.0016
##     10        0.8637             nan     0.0100    0.0023
##     20        0.8455             nan     0.0100    0.0020
##     40        0.8143             nan     0.0100    0.0010
##     50        0.8015             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0019
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8782             nan     0.0100    0.0018
##      4        0.8757             nan     0.0100    0.0025
##      5        0.8742             nan     0.0100    0.0015
##      6        0.8725             nan     0.0100    0.0017
##      7        0.8701             nan     0.0100    0.0024
##      8        0.8686             nan     0.0100    0.0014
##      9        0.8669             nan     0.0100    0.0017
##     10        0.8651             nan     0.0100    0.0017
##     20        0.8468             nan     0.0100    0.0021
##     40        0.8148             nan     0.0100    0.0012
##     50        0.8024             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8788             nan     0.0100    0.0020
##      3        0.8764             nan     0.0100    0.0026
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0018
##      6        0.8698             nan     0.0100    0.0022
##      7        0.8674             nan     0.0100    0.0024
##      8        0.8654             nan     0.0100    0.0019
##      9        0.8634             nan     0.0100    0.0021
##     10        0.8614             nan     0.0100    0.0021
##     20        0.8425             nan     0.0100    0.0013
##     40        0.8097             nan     0.0100    0.0012
##     50        0.7971             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8768             nan     0.0100    0.0023
##      4        0.8748             nan     0.0100    0.0020
##      5        0.8725             nan     0.0100    0.0022
##      6        0.8700             nan     0.0100    0.0024
##      7        0.8679             nan     0.0100    0.0021
##      8        0.8660             nan     0.0100    0.0019
##      9        0.8645             nan     0.0100    0.0016
##     10        0.8623             nan     0.0100    0.0021
##     20        0.8424             nan     0.0100    0.0018
##     40        0.8098             nan     0.0100    0.0016
##     50        0.7958             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0021
##      2        0.8793             nan     0.0100    0.0023
##      3        0.8770             nan     0.0100    0.0023
##      4        0.8745             nan     0.0100    0.0026
##      5        0.8723             nan     0.0100    0.0023
##      6        0.8701             nan     0.0100    0.0022
##      7        0.8677             nan     0.0100    0.0025
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8635             nan     0.0100    0.0021
##     10        0.8612             nan     0.0100    0.0023
##     20        0.8415             nan     0.0100    0.0017
##     40        0.8109             nan     0.0100    0.0012
##     50        0.7967             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8796             nan     0.0100    0.0017
##      3        0.8772             nan     0.0100    0.0023
##      4        0.8749             nan     0.0100    0.0022
##      5        0.8727             nan     0.0100    0.0022
##      6        0.8705             nan     0.0100    0.0022
##      7        0.8684             nan     0.0100    0.0022
##      8        0.8660             nan     0.0100    0.0024
##      9        0.8642             nan     0.0100    0.0018
##     10        0.8620             nan     0.0100    0.0021
##     20        0.8421             nan     0.0100    0.0020
##     40        0.8106             nan     0.0100    0.0016
##     50        0.7978             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8779             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0001
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0002
##     50        0.8750             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8770             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0003
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8759             nan     0.0010    0.0002
##     50        0.8739             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0003
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8792             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0014
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8421             nan     0.0100    0.0007
##     50        0.8332             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8792             nan     0.0100    0.0010
##      5        0.8778             nan     0.0100    0.0014
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8746             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8617             nan     0.0100    0.0008
##     40        0.8420             nan     0.0100    0.0010
##     50        0.8334             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0011
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8420             nan     0.0100    0.0007
##     50        0.8337             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0013
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0011
##      6        0.8765             nan     0.0100    0.0013
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8734             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0009
##     40        0.8416             nan     0.0100    0.0010
##     50        0.8333             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8805             nan     0.0100    0.0016
##      3        0.8782             nan     0.0100    0.0022
##      4        0.8768             nan     0.0100    0.0014
##      5        0.8747             nan     0.0100    0.0021
##      6        0.8726             nan     0.0100    0.0019
##      7        0.8705             nan     0.0100    0.0021
##      8        0.8691             nan     0.0100    0.0014
##      9        0.8669             nan     0.0100    0.0020
##     10        0.8649             nan     0.0100    0.0020
##     20        0.8502             nan     0.0100    0.0012
##     40        0.8232             nan     0.0100    0.0015
##     50        0.8120             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0014
##      4        0.8768             nan     0.0100    0.0022
##      5        0.8753             nan     0.0100    0.0015
##      6        0.8740             nan     0.0100    0.0013
##      7        0.8726             nan     0.0100    0.0015
##      8        0.8705             nan     0.0100    0.0021
##      9        0.8692             nan     0.0100    0.0013
##     10        0.8678             nan     0.0100    0.0012
##     20        0.8518             nan     0.0100    0.0011
##     40        0.8233             nan     0.0100    0.0009
##     50        0.8121             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8805             nan     0.0100    0.0016
##      3        0.8783             nan     0.0100    0.0022
##      4        0.8769             nan     0.0100    0.0015
##      5        0.8755             nan     0.0100    0.0013
##      6        0.8742             nan     0.0100    0.0013
##      7        0.8721             nan     0.0100    0.0021
##      8        0.8707             nan     0.0100    0.0014
##      9        0.8693             nan     0.0100    0.0013
##     10        0.8673             nan     0.0100    0.0021
##     20        0.8513             nan     0.0100    0.0019
##     40        0.8246             nan     0.0100    0.0009
##     50        0.8115             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0015
##      3        0.8788             nan     0.0100    0.0015
##      4        0.8772             nan     0.0100    0.0015
##      5        0.8756             nan     0.0100    0.0015
##      6        0.8734             nan     0.0100    0.0022
##      7        0.8720             nan     0.0100    0.0013
##      8        0.8706             nan     0.0100    0.0014
##      9        0.8692             nan     0.0100    0.0014
##     10        0.8671             nan     0.0100    0.0021
##     20        0.8495             nan     0.0100    0.0019
##     40        0.8236             nan     0.0100    0.0016
##     50        0.8106             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8790             nan     0.0100    0.0019
##      3        0.8774             nan     0.0100    0.0016
##      4        0.8755             nan     0.0100    0.0018
##      5        0.8737             nan     0.0100    0.0018
##      6        0.8719             nan     0.0100    0.0017
##      7        0.8698             nan     0.0100    0.0021
##      8        0.8680             nan     0.0100    0.0016
##      9        0.8664             nan     0.0100    0.0016
##     10        0.8648             nan     0.0100    0.0015
##     20        0.8465             nan     0.0100    0.0013
##     40        0.8150             nan     0.0100    0.0016
##     50        0.8015             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0019
##      2        0.8799             nan     0.0100    0.0019
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8765             nan     0.0100    0.0018
##      5        0.8741             nan     0.0100    0.0025
##      6        0.8723             nan     0.0100    0.0017
##      7        0.8705             nan     0.0100    0.0017
##      8        0.8688             nan     0.0100    0.0017
##      9        0.8665             nan     0.0100    0.0024
##     10        0.8642             nan     0.0100    0.0023
##     20        0.8458             nan     0.0100    0.0016
##     40        0.8162             nan     0.0100    0.0009
##     50        0.8019             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8799             nan     0.0100    0.0019
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8762             nan     0.0100    0.0018
##      5        0.8744             nan     0.0100    0.0018
##      6        0.8719             nan     0.0100    0.0024
##      7        0.8695             nan     0.0100    0.0024
##      8        0.8671             nan     0.0100    0.0024
##      9        0.8647             nan     0.0100    0.0023
##     10        0.8631             nan     0.0100    0.0016
##     20        0.8449             nan     0.0100    0.0014
##     40        0.8144             nan     0.0100    0.0010
##     50        0.8016             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8802             nan     0.0100    0.0019
##      3        0.8784             nan     0.0100    0.0019
##      4        0.8766             nan     0.0100    0.0018
##      5        0.8748             nan     0.0100    0.0018
##      6        0.8731             nan     0.0100    0.0018
##      7        0.8713             nan     0.0100    0.0017
##      8        0.8696             nan     0.0100    0.0016
##      9        0.8674             nan     0.0100    0.0024
##     10        0.8650             nan     0.0100    0.0024
##     20        0.8466             nan     0.0100    0.0013
##     40        0.8161             nan     0.0100    0.0016
##     50        0.8032             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8693             nan     0.0100    0.0025
##      7        0.8677             nan     0.0100    0.0016
##      8        0.8655             nan     0.0100    0.0022
##      9        0.8635             nan     0.0100    0.0021
##     10        0.8611             nan     0.0100    0.0024
##     20        0.8424             nan     0.0100    0.0012
##     40        0.8106             nan     0.0100    0.0016
##     50        0.7973             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0021
##      2        0.8789             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0026
##      4        0.8740             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0021
##      7        0.8674             nan     0.0100    0.0021
##      8        0.8649             nan     0.0100    0.0024
##      9        0.8628             nan     0.0100    0.0021
##     10        0.8608             nan     0.0100    0.0021
##     20        0.8421             nan     0.0100    0.0021
##     40        0.8106             nan     0.0100    0.0017
##     50        0.7969             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8792             nan     0.0100    0.0020
##      3        0.8767             nan     0.0100    0.0026
##      4        0.8741             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0019
##      6        0.8698             nan     0.0100    0.0022
##      7        0.8675             nan     0.0100    0.0022
##      8        0.8654             nan     0.0100    0.0021
##      9        0.8632             nan     0.0100    0.0021
##     10        0.8612             nan     0.0100    0.0021
##     20        0.8426             nan     0.0100    0.0021
##     40        0.8097             nan     0.0100    0.0016
##     50        0.7973             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0026
##      4        0.8741             nan     0.0100    0.0023
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0025
##      7        0.8673             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0018
##      9        0.8630             nan     0.0100    0.0023
##     10        0.8608             nan     0.0100    0.0020
##     20        0.8416             nan     0.0100    0.0018
##     40        0.8102             nan     0.0100    0.0014
##     50        0.7971             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8771             nan     0.0010    0.0001
##     50        0.8753             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0002
##     50        0.8752             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8771             nan     0.0010    0.0001
##     50        0.8755             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8739             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8759             nan     0.0010    0.0002
##     50        0.8739             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0003
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8745             nan     0.0010    0.0002
##     50        0.8723             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8724             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8809             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0011
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8753             nan     0.0100    0.0011
##      8        0.8740             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8613             nan     0.0100    0.0009
##     40        0.8427             nan     0.0100    0.0007
##     50        0.8340             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0013
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0011
##      5        0.8774             nan     0.0100    0.0011
##      6        0.8763             nan     0.0100    0.0011
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8421             nan     0.0100    0.0007
##     50        0.8331             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0013
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0011
##      6        0.8765             nan     0.0100    0.0013
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8734             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0013
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8422             nan     0.0100    0.0011
##     50        0.8336             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0011
##      6        0.8765             nan     0.0100    0.0011
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8733             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0013
##     20        0.8611             nan     0.0100    0.0009
##     40        0.8414             nan     0.0100    0.0007
##     50        0.8335             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0022
##      5        0.8753             nan     0.0100    0.0014
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0021
##      8        0.8704             nan     0.0100    0.0014
##      9        0.8690             nan     0.0100    0.0014
##     10        0.8669             nan     0.0100    0.0021
##     20        0.8516             nan     0.0100    0.0011
##     40        0.8250             nan     0.0100    0.0008
##     50        0.8135             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8807             nan     0.0100    0.0014
##      3        0.8785             nan     0.0100    0.0022
##      4        0.8771             nan     0.0100    0.0015
##      5        0.8756             nan     0.0100    0.0014
##      6        0.8736             nan     0.0100    0.0022
##      7        0.8722             nan     0.0100    0.0012
##      8        0.8710             nan     0.0100    0.0013
##      9        0.8697             nan     0.0100    0.0013
##     10        0.8676             nan     0.0100    0.0021
##     20        0.8527             nan     0.0100    0.0019
##     40        0.8256             nan     0.0100    0.0009
##     50        0.8132             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0014
##      4        0.8774             nan     0.0100    0.0015
##      5        0.8752             nan     0.0100    0.0021
##      6        0.8730             nan     0.0100    0.0021
##      7        0.8715             nan     0.0100    0.0014
##      8        0.8701             nan     0.0100    0.0014
##      9        0.8680             nan     0.0100    0.0020
##     10        0.8667             nan     0.0100    0.0013
##     20        0.8506             nan     0.0100    0.0012
##     40        0.8245             nan     0.0100    0.0009
##     50        0.8131             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8774             nan     0.0100    0.0015
##      5        0.8752             nan     0.0100    0.0021
##      6        0.8738             nan     0.0100    0.0014
##      7        0.8724             nan     0.0100    0.0014
##      8        0.8710             nan     0.0100    0.0014
##      9        0.8695             nan     0.0100    0.0013
##     10        0.8681             nan     0.0100    0.0012
##     20        0.8522             nan     0.0100    0.0019
##     40        0.8239             nan     0.0100    0.0015
##     50        0.8126             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8790             nan     0.0100    0.0018
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0024
##      5        0.8723             nan     0.0100    0.0017
##      6        0.8706             nan     0.0100    0.0017
##      7        0.8683             nan     0.0100    0.0024
##      8        0.8666             nan     0.0100    0.0017
##      9        0.8650             nan     0.0100    0.0016
##     10        0.8627             nan     0.0100    0.0023
##     20        0.8461             nan     0.0100    0.0013
##     40        0.8160             nan     0.0100    0.0009
##     50        0.8018             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8765             nan     0.0100    0.0018
##      4        0.8748             nan     0.0100    0.0018
##      5        0.8730             nan     0.0100    0.0017
##      6        0.8712             nan     0.0100    0.0017
##      7        0.8688             nan     0.0100    0.0024
##      8        0.8664             nan     0.0100    0.0023
##      9        0.8646             nan     0.0100    0.0016
##     10        0.8632             nan     0.0100    0.0013
##     20        0.8456             nan     0.0100    0.0020
##     40        0.8172             nan     0.0100    0.0009
##     50        0.8042             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8801             nan     0.0100    0.0016
##      3        0.8783             nan     0.0100    0.0018
##      4        0.8765             nan     0.0100    0.0017
##      5        0.8740             nan     0.0100    0.0025
##      6        0.8721             nan     0.0100    0.0017
##      7        0.8698             nan     0.0100    0.0024
##      8        0.8675             nan     0.0100    0.0024
##      9        0.8659             nan     0.0100    0.0016
##     10        0.8639             nan     0.0100    0.0020
##     20        0.8475             nan     0.0100    0.0021
##     40        0.8154             nan     0.0100    0.0010
##     50        0.8028             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0018
##      4        0.8763             nan     0.0100    0.0017
##      5        0.8738             nan     0.0100    0.0024
##      6        0.8714             nan     0.0100    0.0024
##      7        0.8697             nan     0.0100    0.0016
##      8        0.8680             nan     0.0100    0.0017
##      9        0.8658             nan     0.0100    0.0023
##     10        0.8635             nan     0.0100    0.0023
##     20        0.8448             nan     0.0100    0.0020
##     40        0.8157             nan     0.0100    0.0016
##     50        0.8027             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0024
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0025
##      5        0.8722             nan     0.0100    0.0020
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0022
##      8        0.8657             nan     0.0100    0.0021
##      9        0.8636             nan     0.0100    0.0021
##     10        0.8615             nan     0.0100    0.0021
##     20        0.8425             nan     0.0100    0.0016
##     40        0.8107             nan     0.0100    0.0017
##     50        0.7974             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8792             nan     0.0100    0.0023
##      3        0.8770             nan     0.0100    0.0023
##      4        0.8747             nan     0.0100    0.0022
##      5        0.8725             nan     0.0100    0.0022
##      6        0.8705             nan     0.0100    0.0019
##      7        0.8683             nan     0.0100    0.0021
##      8        0.8661             nan     0.0100    0.0022
##      9        0.8640             nan     0.0100    0.0021
##     10        0.8620             nan     0.0100    0.0021
##     20        0.8423             nan     0.0100    0.0016
##     40        0.8110             nan     0.0100    0.0013
##     50        0.7975             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8744             nan     0.0100    0.0020
##      5        0.8724             nan     0.0100    0.0020
##      6        0.8702             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0024
##      8        0.8654             nan     0.0100    0.0024
##      9        0.8633             nan     0.0100    0.0021
##     10        0.8611             nan     0.0100    0.0023
##     20        0.8422             nan     0.0100    0.0021
##     40        0.8112             nan     0.0100    0.0016
##     50        0.7982             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0017
##      2        0.8794             nan     0.0100    0.0023
##      3        0.8773             nan     0.0100    0.0020
##      4        0.8749             nan     0.0100    0.0022
##      5        0.8726             nan     0.0100    0.0022
##      6        0.8704             nan     0.0100    0.0022
##      7        0.8681             nan     0.0100    0.0024
##      8        0.8659             nan     0.0100    0.0021
##      9        0.8640             nan     0.0100    0.0019
##     10        0.8616             nan     0.0100    0.0023
##     20        0.8424             nan     0.0100    0.0018
##     40        0.8105             nan     0.0100    0.0010
##     50        0.7970             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8752             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0001
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0010
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0012
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8731             nan     0.0100    0.0013
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8613             nan     0.0100    0.0009
##     40        0.8428             nan     0.0100    0.0009
##     50        0.8346             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0013
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0013
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8752             nan     0.0100    0.0013
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0010
##     20        0.8615             nan     0.0100    0.0008
##     40        0.8423             nan     0.0100    0.0009
##     50        0.8341             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0013
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8733             nan     0.0100    0.0010
##     10        0.8723             nan     0.0100    0.0010
##     20        0.8616             nan     0.0100    0.0009
##     40        0.8428             nan     0.0100    0.0010
##     50        0.8342             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0013
##      3        0.8800             nan     0.0100    0.0010
##      4        0.8790             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0012
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8618             nan     0.0100    0.0008
##     40        0.8430             nan     0.0100    0.0007
##     50        0.8345             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8763             nan     0.0100    0.0021
##      5        0.8749             nan     0.0100    0.0014
##      6        0.8734             nan     0.0100    0.0014
##      7        0.8720             nan     0.0100    0.0014
##      8        0.8708             nan     0.0100    0.0012
##      9        0.8688             nan     0.0100    0.0020
##     10        0.8676             nan     0.0100    0.0012
##     20        0.8510             nan     0.0100    0.0018
##     40        0.8247             nan     0.0100    0.0015
##     50        0.8130             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8798             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8762             nan     0.0100    0.0022
##      5        0.8747             nan     0.0100    0.0014
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8713             nan     0.0100    0.0020
##      8        0.8699             nan     0.0100    0.0012
##      9        0.8678             nan     0.0100    0.0021
##     10        0.8665             nan     0.0100    0.0012
##     20        0.8518             nan     0.0100    0.0011
##     40        0.8250             nan     0.0100    0.0008
##     50        0.8131             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8770             nan     0.0100    0.0014
##      5        0.8757             nan     0.0100    0.0013
##      6        0.8743             nan     0.0100    0.0014
##      7        0.8721             nan     0.0100    0.0021
##      8        0.8708             nan     0.0100    0.0013
##      9        0.8695             nan     0.0100    0.0013
##     10        0.8682             nan     0.0100    0.0013
##     20        0.8539             nan     0.0100    0.0010
##     40        0.8246             nan     0.0100    0.0008
##     50        0.8128             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8798             nan     0.0100    0.0015
##      3        0.8777             nan     0.0100    0.0021
##      4        0.8764             nan     0.0100    0.0013
##      5        0.8749             nan     0.0100    0.0014
##      6        0.8736             nan     0.0100    0.0013
##      7        0.8723             nan     0.0100    0.0013
##      8        0.8703             nan     0.0100    0.0021
##      9        0.8682             nan     0.0100    0.0021
##     10        0.8662             nan     0.0100    0.0020
##     20        0.8512             nan     0.0100    0.0018
##     40        0.8243             nan     0.0100    0.0014
##     50        0.8138             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8759             nan     0.0100    0.0024
##      5        0.8735             nan     0.0100    0.0024
##      6        0.8710             nan     0.0100    0.0024
##      7        0.8687             nan     0.0100    0.0023
##      8        0.8671             nan     0.0100    0.0016
##      9        0.8655             nan     0.0100    0.0016
##     10        0.8632             nan     0.0100    0.0023
##     20        0.8450             nan     0.0100    0.0013
##     40        0.8146             nan     0.0100    0.0015
##     50        0.8025             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8776             nan     0.0100    0.0025
##      4        0.8759             nan     0.0100    0.0017
##      5        0.8744             nan     0.0100    0.0014
##      6        0.8720             nan     0.0100    0.0024
##      7        0.8697             nan     0.0100    0.0024
##      8        0.8681             nan     0.0100    0.0016
##      9        0.8668             nan     0.0100    0.0013
##     10        0.8654             nan     0.0100    0.0013
##     20        0.8472             nan     0.0100    0.0020
##     40        0.8164             nan     0.0100    0.0015
##     50        0.8031             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8751             nan     0.0100    0.0025
##      5        0.8733             nan     0.0100    0.0017
##      6        0.8716             nan     0.0100    0.0017
##      7        0.8693             nan     0.0100    0.0023
##      8        0.8677             nan     0.0100    0.0016
##      9        0.8663             nan     0.0100    0.0014
##     10        0.8649             nan     0.0100    0.0013
##     20        0.8466             nan     0.0100    0.0020
##     40        0.8156             nan     0.0100    0.0015
##     50        0.8034             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8797             nan     0.0100    0.0017
##      3        0.8779             nan     0.0100    0.0017
##      4        0.8762             nan     0.0100    0.0017
##      5        0.8739             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0024
##      7        0.8692             nan     0.0100    0.0024
##      8        0.8676             nan     0.0100    0.0016
##      9        0.8660             nan     0.0100    0.0016
##     10        0.8644             nan     0.0100    0.0016
##     20        0.8462             nan     0.0100    0.0019
##     40        0.8166             nan     0.0100    0.0012
##     50        0.8026             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8769             nan     0.0100    0.0020
##      4        0.8747             nan     0.0100    0.0022
##      5        0.8725             nan     0.0100    0.0022
##      6        0.8705             nan     0.0100    0.0022
##      7        0.8683             nan     0.0100    0.0021
##      8        0.8663             nan     0.0100    0.0020
##      9        0.8645             nan     0.0100    0.0018
##     10        0.8626             nan     0.0100    0.0018
##     20        0.8432             nan     0.0100    0.0017
##     40        0.8113             nan     0.0100    0.0015
##     50        0.7978             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0024
##      6        0.8696             nan     0.0100    0.0021
##      7        0.8675             nan     0.0100    0.0021
##      8        0.8652             nan     0.0100    0.0024
##      9        0.8633             nan     0.0100    0.0019
##     10        0.8612             nan     0.0100    0.0020
##     20        0.8416             nan     0.0100    0.0017
##     40        0.8101             nan     0.0100    0.0015
##     50        0.7982             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8737             nan     0.0100    0.0024
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0021
##      7        0.8674             nan     0.0100    0.0021
##      8        0.8655             nan     0.0100    0.0018
##      9        0.8631             nan     0.0100    0.0023
##     10        0.8608             nan     0.0100    0.0022
##     20        0.8415             nan     0.0100    0.0016
##     40        0.8103             nan     0.0100    0.0016
##     50        0.7975             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0021
##      3        0.8767             nan     0.0100    0.0022
##      4        0.8745             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0024
##      6        0.8701             nan     0.0100    0.0019
##      7        0.8678             nan     0.0100    0.0023
##      8        0.8654             nan     0.0100    0.0023
##      9        0.8633             nan     0.0100    0.0020
##     10        0.8610             nan     0.0100    0.0022
##     20        0.8422             nan     0.0100    0.0017
##     40        0.8106             nan     0.0100    0.0015
##     50        0.7975             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0003
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0003
##     40        0.8753             nan     0.0010    0.0001
##     50        0.8734             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0003
##     50        0.8718             nan     0.0010    0.0003
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8810             nan     0.0010    0.0002
##     20        0.8785             nan     0.0010    0.0002
##     40        0.8739             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8822             nan     0.0010    0.0002
##      6        0.8819             nan     0.0010    0.0003
##      7        0.8817             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0002
##      9        0.8812             nan     0.0010    0.0002
##     10        0.8810             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0003
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8784             nan     0.0100    0.0014
##      5        0.8773             nan     0.0100    0.0011
##      6        0.8759             nan     0.0100    0.0014
##      7        0.8749             nan     0.0100    0.0011
##      8        0.8738             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8600             nan     0.0100    0.0012
##     40        0.8410             nan     0.0100    0.0007
##     50        0.8318             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0011
##      6        0.8765             nan     0.0100    0.0014
##      7        0.8751             nan     0.0100    0.0014
##      8        0.8738             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8602             nan     0.0100    0.0009
##     40        0.8409             nan     0.0100    0.0007
##     50        0.8322             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8784             nan     0.0100    0.0014
##      5        0.8773             nan     0.0100    0.0011
##      6        0.8762             nan     0.0100    0.0011
##      7        0.8751             nan     0.0100    0.0011
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8714             nan     0.0100    0.0013
##     20        0.8607             nan     0.0100    0.0009
##     40        0.8411             nan     0.0100    0.0007
##     50        0.8329             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8776             nan     0.0100    0.0011
##      6        0.8765             nan     0.0100    0.0011
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0014
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8604             nan     0.0100    0.0012
##     40        0.8403             nan     0.0100    0.0007
##     50        0.8323             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0016
##      3        0.8780             nan     0.0100    0.0023
##      4        0.8764             nan     0.0100    0.0015
##      5        0.8749             nan     0.0100    0.0015
##      6        0.8734             nan     0.0100    0.0015
##      7        0.8719             nan     0.0100    0.0014
##      8        0.8705             nan     0.0100    0.0014
##      9        0.8684             nan     0.0100    0.0021
##     10        0.8671             nan     0.0100    0.0014
##     20        0.8512             nan     0.0100    0.0020
##     40        0.8231             nan     0.0100    0.0009
##     50        0.8120             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8790             nan     0.0100    0.0022
##      3        0.8773             nan     0.0100    0.0016
##      4        0.8757             nan     0.0100    0.0016
##      5        0.8741             nan     0.0100    0.0015
##      6        0.8726             nan     0.0100    0.0015
##      7        0.8705             nan     0.0100    0.0021
##      8        0.8690             nan     0.0100    0.0015
##      9        0.8669             nan     0.0100    0.0021
##     10        0.8648             nan     0.0100    0.0021
##     20        0.8496             nan     0.0100    0.0012
##     40        0.8218             nan     0.0100    0.0009
##     50        0.8106             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8795             nan     0.0100    0.0016
##      3        0.8779             nan     0.0100    0.0016
##      4        0.8763             nan     0.0100    0.0015
##      5        0.8747             nan     0.0100    0.0015
##      6        0.8732             nan     0.0100    0.0015
##      7        0.8718             nan     0.0100    0.0014
##      8        0.8695             nan     0.0100    0.0021
##      9        0.8673             nan     0.0100    0.0021
##     10        0.8659             nan     0.0100    0.0014
##     20        0.8511             nan     0.0100    0.0011
##     40        0.8221             nan     0.0100    0.0015
##     50        0.8114             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0016
##      3        0.8788             nan     0.0100    0.0016
##      4        0.8773             nan     0.0100    0.0015
##      5        0.8758             nan     0.0100    0.0015
##      6        0.8737             nan     0.0100    0.0022
##      7        0.8716             nan     0.0100    0.0021
##      8        0.8702             nan     0.0100    0.0014
##      9        0.8688             nan     0.0100    0.0014
##     10        0.8667             nan     0.0100    0.0022
##     20        0.8499             nan     0.0100    0.0019
##     40        0.8227             nan     0.0100    0.0016
##     50        0.8104             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8790             nan     0.0100    0.0019
##      3        0.8772             nan     0.0100    0.0019
##      4        0.8754             nan     0.0100    0.0018
##      5        0.8730             nan     0.0100    0.0025
##      6        0.8712             nan     0.0100    0.0018
##      7        0.8687             nan     0.0100    0.0024
##      8        0.8671             nan     0.0100    0.0017
##      9        0.8654             nan     0.0100    0.0017
##     10        0.8638             nan     0.0100    0.0017
##     20        0.8451             nan     0.0100    0.0020
##     40        0.8139             nan     0.0100    0.0016
##     50        0.8010             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8797             nan     0.0100    0.0019
##      3        0.8778             nan     0.0100    0.0018
##      4        0.8759             nan     0.0100    0.0018
##      5        0.8733             nan     0.0100    0.0025
##      6        0.8715             nan     0.0100    0.0018
##      7        0.8690             nan     0.0100    0.0024
##      8        0.8673             nan     0.0100    0.0017
##      9        0.8649             nan     0.0100    0.0024
##     10        0.8632             nan     0.0100    0.0017
##     20        0.8460             nan     0.0100    0.0021
##     40        0.8125             nan     0.0100    0.0016
##     50        0.7995             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0027
##      2        0.8789             nan     0.0100    0.0019
##      3        0.8770             nan     0.0100    0.0018
##      4        0.8752             nan     0.0100    0.0018
##      5        0.8728             nan     0.0100    0.0024
##      6        0.8710             nan     0.0100    0.0018
##      7        0.8686             nan     0.0100    0.0025
##      8        0.8668             nan     0.0100    0.0017
##      9        0.8644             nan     0.0100    0.0024
##     10        0.8621             nan     0.0100    0.0023
##     20        0.8454             nan     0.0100    0.0014
##     40        0.8152             nan     0.0100    0.0016
##     50        0.8019             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8797             nan     0.0100    0.0018
##      3        0.8778             nan     0.0100    0.0019
##      4        0.8759             nan     0.0100    0.0018
##      5        0.8735             nan     0.0100    0.0025
##      6        0.8718             nan     0.0100    0.0018
##      7        0.8699             nan     0.0100    0.0017
##      8        0.8683             nan     0.0100    0.0017
##      9        0.8666             nan     0.0100    0.0016
##     10        0.8650             nan     0.0100    0.0016
##     20        0.8453             nan     0.0100    0.0015
##     40        0.8132             nan     0.0100    0.0016
##     50        0.8003             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0024
##      2        0.8784             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0023
##      4        0.8738             nan     0.0100    0.0023
##      5        0.8715             nan     0.0100    0.0022
##      6        0.8693             nan     0.0100    0.0022
##      7        0.8672             nan     0.0100    0.0021
##      8        0.8647             nan     0.0100    0.0024
##      9        0.8621             nan     0.0100    0.0024
##     10        0.8601             nan     0.0100    0.0021
##     20        0.8408             nan     0.0100    0.0018
##     40        0.8096             nan     0.0100    0.0017
##     50        0.7965             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0024
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0023
##      5        0.8719             nan     0.0100    0.0023
##      6        0.8702             nan     0.0100    0.0016
##      7        0.8677             nan     0.0100    0.0025
##      8        0.8652             nan     0.0100    0.0025
##      9        0.8628             nan     0.0100    0.0024
##     10        0.8607             nan     0.0100    0.0021
##     20        0.8407             nan     0.0100    0.0016
##     40        0.8096             nan     0.0100    0.0013
##     50        0.7967             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8768             nan     0.0100    0.0020
##      4        0.8749             nan     0.0100    0.0019
##      5        0.8727             nan     0.0100    0.0023
##      6        0.8704             nan     0.0100    0.0022
##      7        0.8682             nan     0.0100    0.0022
##      8        0.8661             nan     0.0100    0.0021
##      9        0.8640             nan     0.0100    0.0021
##     10        0.8622             nan     0.0100    0.0019
##     20        0.8422             nan     0.0100    0.0021
##     40        0.8096             nan     0.0100    0.0011
##     50        0.7968             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8761             nan     0.0100    0.0026
##      4        0.8736             nan     0.0100    0.0026
##      5        0.8713             nan     0.0100    0.0022
##      6        0.8690             nan     0.0100    0.0022
##      7        0.8668             nan     0.0100    0.0022
##      8        0.8647             nan     0.0100    0.0021
##      9        0.8626             nan     0.0100    0.0022
##     10        0.8604             nan     0.0100    0.0021
##     20        0.8411             nan     0.0100    0.0018
##     40        0.8102             nan     0.0100    0.0016
##     50        0.7969             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8817             nan     0.0010    0.0001
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8761             nan     0.0010    0.0002
##     50        0.8744             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0001
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8824             nan     0.0010    0.0001
##      7        0.8822             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0001
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8743             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0001
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0010
##      2        0.8814             nan     0.0100    0.0010
##      3        0.8804             nan     0.0100    0.0010
##      4        0.8794             nan     0.0100    0.0010
##      5        0.8784             nan     0.0100    0.0010
##      6        0.8771             nan     0.0100    0.0013
##      7        0.8759             nan     0.0100    0.0012
##      8        0.8749             nan     0.0100    0.0009
##      9        0.8736             nan     0.0100    0.0012
##     10        0.8724             nan     0.0100    0.0012
##     20        0.8615             nan     0.0100    0.0012
##     40        0.8424             nan     0.0100    0.0009
##     50        0.8346             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0010
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8763             nan     0.0100    0.0012
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0009
##      9        0.8733             nan     0.0100    0.0009
##     10        0.8724             nan     0.0100    0.0009
##     20        0.8620             nan     0.0100    0.0008
##     40        0.8422             nan     0.0100    0.0009
##     50        0.8343             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0010
##      2        0.8811             nan     0.0100    0.0013
##      3        0.8800             nan     0.0100    0.0010
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0012
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0012
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0009
##     20        0.8612             nan     0.0100    0.0008
##     40        0.8426             nan     0.0100    0.0010
##     50        0.8353             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8795             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0010
##      5        0.8774             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8733             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8615             nan     0.0100    0.0008
##     40        0.8432             nan     0.0100    0.0010
##     50        0.8348             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8799             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8770             nan     0.0100    0.0014
##      5        0.8749             nan     0.0100    0.0021
##      6        0.8728             nan     0.0100    0.0020
##      7        0.8715             nan     0.0100    0.0014
##      8        0.8694             nan     0.0100    0.0020
##      9        0.8681             nan     0.0100    0.0012
##     10        0.8661             nan     0.0100    0.0020
##     20        0.8506             nan     0.0100    0.0018
##     40        0.8236             nan     0.0100    0.0015
##     50        0.8132             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0021
##      4        0.8762             nan     0.0100    0.0021
##      5        0.8742             nan     0.0100    0.0021
##      6        0.8722             nan     0.0100    0.0018
##      7        0.8708             nan     0.0100    0.0014
##      8        0.8695             nan     0.0100    0.0013
##      9        0.8681             nan     0.0100    0.0013
##     10        0.8660             nan     0.0100    0.0020
##     20        0.8507             nan     0.0100    0.0018
##     40        0.8248             nan     0.0100    0.0015
##     50        0.8138             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0021
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8770             nan     0.0100    0.0014
##      5        0.8756             nan     0.0100    0.0014
##      6        0.8742             nan     0.0100    0.0014
##      7        0.8729             nan     0.0100    0.0013
##      8        0.8708             nan     0.0100    0.0021
##      9        0.8687             nan     0.0100    0.0021
##     10        0.8674             nan     0.0100    0.0013
##     20        0.8518             nan     0.0100    0.0010
##     40        0.8244             nan     0.0100    0.0009
##     50        0.8144             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0021
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8785             nan     0.0100    0.0014
##      4        0.8771             nan     0.0100    0.0014
##      5        0.8757             nan     0.0100    0.0014
##      6        0.8743             nan     0.0100    0.0014
##      7        0.8723             nan     0.0100    0.0021
##      8        0.8709             nan     0.0100    0.0013
##      9        0.8688             nan     0.0100    0.0020
##     10        0.8668             nan     0.0100    0.0020
##     20        0.8519             nan     0.0100    0.0010
##     40        0.8250             nan     0.0100    0.0015
##     50        0.8133             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8792             nan     0.0100    0.0025
##      3        0.8775             nan     0.0100    0.0017
##      4        0.8750             nan     0.0100    0.0024
##      5        0.8733             nan     0.0100    0.0016
##      6        0.8716             nan     0.0100    0.0017
##      7        0.8693             nan     0.0100    0.0023
##      8        0.8671             nan     0.0100    0.0023
##      9        0.8647             nan     0.0100    0.0023
##     10        0.8632             nan     0.0100    0.0015
##     20        0.8459             nan     0.0100    0.0020
##     40        0.8145             nan     0.0100    0.0015
##     50        0.8031             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8799             nan     0.0100    0.0017
##      3        0.8781             nan     0.0100    0.0017
##      4        0.8763             nan     0.0100    0.0017
##      5        0.8740             nan     0.0100    0.0024
##      6        0.8716             nan     0.0100    0.0024
##      7        0.8699             nan     0.0100    0.0016
##      8        0.8676             nan     0.0100    0.0023
##      9        0.8653             nan     0.0100    0.0023
##     10        0.8630             nan     0.0100    0.0022
##     20        0.8451             nan     0.0100    0.0015
##     40        0.8153             nan     0.0100    0.0015
##     50        0.8030             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0025
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8774             nan     0.0100    0.0017
##      4        0.8757             nan     0.0100    0.0017
##      5        0.8733             nan     0.0100    0.0023
##      6        0.8711             nan     0.0100    0.0024
##      7        0.8688             nan     0.0100    0.0023
##      8        0.8672             nan     0.0100    0.0016
##      9        0.8649             nan     0.0100    0.0023
##     10        0.8634             nan     0.0100    0.0015
##     20        0.8464             nan     0.0100    0.0020
##     40        0.8163             nan     0.0100    0.0011
##     50        0.8045             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8792             nan     0.0100    0.0017
##      3        0.8777             nan     0.0100    0.0014
##      4        0.8753             nan     0.0100    0.0024
##      5        0.8730             nan     0.0100    0.0024
##      6        0.8713             nan     0.0100    0.0016
##      7        0.8690             nan     0.0100    0.0023
##      8        0.8673             nan     0.0100    0.0016
##      9        0.8657             nan     0.0100    0.0016
##     10        0.8642             nan     0.0100    0.0015
##     20        0.8463             nan     0.0100    0.0019
##     40        0.8165             nan     0.0100    0.0008
##     50        0.8032             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8737             nan     0.0100    0.0025
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0021
##      7        0.8671             nan     0.0100    0.0023
##      8        0.8651             nan     0.0100    0.0020
##      9        0.8629             nan     0.0100    0.0019
##     10        0.8609             nan     0.0100    0.0020
##     20        0.8429             nan     0.0100    0.0020
##     40        0.8107             nan     0.0100    0.0013
##     50        0.7982             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8769             nan     0.0100    0.0022
##      4        0.8745             nan     0.0100    0.0024
##      5        0.8721             nan     0.0100    0.0024
##      6        0.8699             nan     0.0100    0.0021
##      7        0.8681             nan     0.0100    0.0019
##      8        0.8660             nan     0.0100    0.0021
##      9        0.8640             nan     0.0100    0.0020
##     10        0.8617             nan     0.0100    0.0023
##     20        0.8423             nan     0.0100    0.0020
##     40        0.8100             nan     0.0100    0.0015
##     50        0.7977             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0021
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0021
##      6        0.8696             nan     0.0100    0.0020
##      7        0.8672             nan     0.0100    0.0023
##      8        0.8648             nan     0.0100    0.0023
##      9        0.8627             nan     0.0100    0.0020
##     10        0.8608             nan     0.0100    0.0020
##     20        0.8423             nan     0.0100    0.0012
##     40        0.8106             nan     0.0100    0.0011
##     50        0.7982             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8760             nan     0.0100    0.0024
##      4        0.8735             nan     0.0100    0.0024
##      5        0.8716             nan     0.0100    0.0018
##      6        0.8695             nan     0.0100    0.0020
##      7        0.8674             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0020
##      9        0.8631             nan     0.0100    0.0023
##     10        0.8608             nan     0.0100    0.0023
##     20        0.8406             nan     0.0100    0.0019
##     40        0.8094             nan     0.0100    0.0016
##     50        0.7974             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8751             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8772             nan     0.0010    0.0001
##     50        0.8754             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0001
##     40        0.8770             nan     0.0010    0.0001
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0002
##     50        0.8739             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0001
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0003
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0013
##      4        0.8787             nan     0.0100    0.0013
##      5        0.8776             nan     0.0100    0.0011
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0013
##     10        0.8716             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0012
##     40        0.8418             nan     0.0100    0.0007
##     50        0.8338             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0014
##      5        0.8779             nan     0.0100    0.0011
##      6        0.8766             nan     0.0100    0.0013
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8745             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0012
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8419             nan     0.0100    0.0007
##     50        0.8335             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8778             nan     0.0100    0.0011
##      6        0.8765             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8610             nan     0.0100    0.0012
##     40        0.8421             nan     0.0100    0.0007
##     50        0.8336             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0011
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0012
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8606             nan     0.0100    0.0012
##     40        0.8414             nan     0.0100    0.0007
##     50        0.8336             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0021
##      5        0.8746             nan     0.0100    0.0021
##      6        0.8734             nan     0.0100    0.0013
##      7        0.8720             nan     0.0100    0.0013
##      8        0.8698             nan     0.0100    0.0021
##      9        0.8678             nan     0.0100    0.0020
##     10        0.8664             nan     0.0100    0.0014
##     20        0.8518             nan     0.0100    0.0012
##     40        0.8242             nan     0.0100    0.0015
##     50        0.8134             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0021
##      5        0.8746             nan     0.0100    0.0022
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0012
##      9        0.8691             nan     0.0100    0.0012
##     10        0.8677             nan     0.0100    0.0013
##     20        0.8525             nan     0.0100    0.0012
##     40        0.8240             nan     0.0100    0.0015
##     50        0.8131             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8798             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8753             nan     0.0100    0.0015
##      6        0.8732             nan     0.0100    0.0021
##      7        0.8718             nan     0.0100    0.0013
##      8        0.8705             nan     0.0100    0.0013
##      9        0.8691             nan     0.0100    0.0014
##     10        0.8670             nan     0.0100    0.0020
##     20        0.8523             nan     0.0100    0.0011
##     40        0.8238             nan     0.0100    0.0015
##     50        0.8118             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8806             nan     0.0100    0.0014
##      3        0.8791             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0021
##      5        0.8754             nan     0.0100    0.0015
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0021
##      8        0.8704             nan     0.0100    0.0014
##      9        0.8690             nan     0.0100    0.0014
##     10        0.8669             nan     0.0100    0.0021
##     20        0.8530             nan     0.0100    0.0011
##     40        0.8243             nan     0.0100    0.0015
##     50        0.8122             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8801             nan     0.0100    0.0019
##      3        0.8783             nan     0.0100    0.0018
##      4        0.8764             nan     0.0100    0.0017
##      5        0.8739             nan     0.0100    0.0025
##      6        0.8715             nan     0.0100    0.0024
##      7        0.8699             nan     0.0100    0.0017
##      8        0.8677             nan     0.0100    0.0023
##      9        0.8654             nan     0.0100    0.0023
##     10        0.8631             nan     0.0100    0.0023
##     20        0.8462             nan     0.0100    0.0020
##     40        0.8156             nan     0.0100    0.0010
##     50        0.8027             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0018
##      4        0.8749             nan     0.0100    0.0018
##      5        0.8734             nan     0.0100    0.0014
##      6        0.8710             nan     0.0100    0.0023
##      7        0.8694             nan     0.0100    0.0014
##      8        0.8671             nan     0.0100    0.0024
##      9        0.8648             nan     0.0100    0.0023
##     10        0.8632             nan     0.0100    0.0016
##     20        0.8449             nan     0.0100    0.0020
##     40        0.8149             nan     0.0100    0.0016
##     50        0.8028             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8799             nan     0.0100    0.0019
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8757             nan     0.0100    0.0024
##      5        0.8732             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8700             nan     0.0100    0.0014
##      8        0.8683             nan     0.0100    0.0016
##      9        0.8665             nan     0.0100    0.0016
##     10        0.8649             nan     0.0100    0.0016
##     20        0.8467             nan     0.0100    0.0013
##     40        0.8157             nan     0.0100    0.0016
##     50        0.8030             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0018
##      4        0.8763             nan     0.0100    0.0017
##      5        0.8738             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0024
##      7        0.8698             nan     0.0100    0.0016
##      8        0.8676             nan     0.0100    0.0023
##      9        0.8661             nan     0.0100    0.0014
##     10        0.8644             nan     0.0100    0.0016
##     20        0.8466             nan     0.0100    0.0020
##     40        0.8157             nan     0.0100    0.0015
##     50        0.8029             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0023
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8698             nan     0.0100    0.0021
##      7        0.8682             nan     0.0100    0.0014
##      8        0.8661             nan     0.0100    0.0021
##      9        0.8636             nan     0.0100    0.0024
##     10        0.8615             nan     0.0100    0.0021
##     20        0.8428             nan     0.0100    0.0012
##     40        0.8111             nan     0.0100    0.0016
##     50        0.7990             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0024
##      3        0.8769             nan     0.0100    0.0020
##      4        0.8743             nan     0.0100    0.0025
##      5        0.8723             nan     0.0100    0.0019
##      6        0.8701             nan     0.0100    0.0021
##      7        0.8679             nan     0.0100    0.0021
##      8        0.8658             nan     0.0100    0.0021
##      9        0.8637             nan     0.0100    0.0021
##     10        0.8617             nan     0.0100    0.0020
##     20        0.8429             nan     0.0100    0.0020
##     40        0.8112             nan     0.0100    0.0016
##     50        0.7989             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0022
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8651             nan     0.0100    0.0024
##      9        0.8630             nan     0.0100    0.0021
##     10        0.8611             nan     0.0100    0.0018
##     20        0.8411             nan     0.0100    0.0020
##     40        0.8107             nan     0.0100    0.0009
##     50        0.7975             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0024
##      7        0.8675             nan     0.0100    0.0022
##      8        0.8659             nan     0.0100    0.0015
##      9        0.8638             nan     0.0100    0.0020
##     10        0.8614             nan     0.0100    0.0023
##     20        0.8420             nan     0.0100    0.0020
##     40        0.8107             nan     0.0100    0.0014
##     50        0.7976             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0001
##     40        0.8770             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8744             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0001
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8810             nan     0.0010    0.0002
##     20        0.8786             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8786             nan     0.0100    0.0014
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8761             nan     0.0100    0.0013
##      7        0.8748             nan     0.0100    0.0013
##      8        0.8737             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8604             nan     0.0100    0.0011
##     40        0.8415             nan     0.0100    0.0007
##     50        0.8331             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8746             nan     0.0100    0.0010
##      9        0.8733             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8610             nan     0.0100    0.0009
##     40        0.8413             nan     0.0100    0.0007
##     50        0.8332             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0010
##      5        0.8774             nan     0.0100    0.0014
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8606             nan     0.0100    0.0009
##     40        0.8418             nan     0.0100    0.0010
##     50        0.8335             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0014
##      5        0.8775             nan     0.0100    0.0011
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8728             nan     0.0100    0.0010
##     10        0.8715             nan     0.0100    0.0012
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8415             nan     0.0100    0.0010
##     50        0.8333             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0022
##      4        0.8767             nan     0.0100    0.0015
##      5        0.8745             nan     0.0100    0.0021
##      6        0.8731             nan     0.0100    0.0014
##      7        0.8710             nan     0.0100    0.0021
##      8        0.8695             nan     0.0100    0.0014
##      9        0.8681             nan     0.0100    0.0014
##     10        0.8668             nan     0.0100    0.0012
##     20        0.8505             nan     0.0100    0.0011
##     40        0.8237             nan     0.0100    0.0015
##     50        0.8124             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0020
##      2        0.8794             nan     0.0100    0.0021
##      3        0.8773             nan     0.0100    0.0021
##      4        0.8759             nan     0.0100    0.0015
##      5        0.8737             nan     0.0100    0.0020
##      6        0.8723             nan     0.0100    0.0014
##      7        0.8710             nan     0.0100    0.0014
##      8        0.8696             nan     0.0100    0.0014
##      9        0.8683             nan     0.0100    0.0013
##     10        0.8669             nan     0.0100    0.0013
##     20        0.8518             nan     0.0100    0.0012
##     40        0.8243             nan     0.0100    0.0009
##     50        0.8129             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0019
##      5        0.8748             nan     0.0100    0.0021
##      6        0.8728             nan     0.0100    0.0021
##      7        0.8709             nan     0.0100    0.0019
##      8        0.8695             nan     0.0100    0.0014
##      9        0.8674             nan     0.0100    0.0020
##     10        0.8659             nan     0.0100    0.0013
##     20        0.8503             nan     0.0100    0.0011
##     40        0.8232             nan     0.0100    0.0009
##     50        0.8125             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8774             nan     0.0100    0.0014
##      5        0.8761             nan     0.0100    0.0013
##      6        0.8740             nan     0.0100    0.0021
##      7        0.8719             nan     0.0100    0.0021
##      8        0.8706             nan     0.0100    0.0012
##      9        0.8684             nan     0.0100    0.0020
##     10        0.8664             nan     0.0100    0.0020
##     20        0.8517             nan     0.0100    0.0012
##     40        0.8243             nan     0.0100    0.0015
##     50        0.8122             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0024
##      4        0.8750             nan     0.0100    0.0017
##      5        0.8731             nan     0.0100    0.0017
##      6        0.8708             nan     0.0100    0.0024
##      7        0.8694             nan     0.0100    0.0014
##      8        0.8674             nan     0.0100    0.0021
##      9        0.8656             nan     0.0100    0.0017
##     10        0.8640             nan     0.0100    0.0016
##     20        0.8464             nan     0.0100    0.0020
##     40        0.8148             nan     0.0100    0.0009
##     50        0.8024             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0024
##      4        0.8737             nan     0.0100    0.0024
##      5        0.8714             nan     0.0100    0.0024
##      6        0.8696             nan     0.0100    0.0017
##      7        0.8679             nan     0.0100    0.0016
##      8        0.8656             nan     0.0100    0.0022
##      9        0.8640             nan     0.0100    0.0016
##     10        0.8618             nan     0.0100    0.0022
##     20        0.8442             nan     0.0100    0.0013
##     40        0.8137             nan     0.0100    0.0014
##     50        0.8015             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0017
##      4        0.8751             nan     0.0100    0.0017
##      5        0.8733             nan     0.0100    0.0017
##      6        0.8710             nan     0.0100    0.0024
##      7        0.8692             nan     0.0100    0.0017
##      8        0.8668             nan     0.0100    0.0023
##      9        0.8645             nan     0.0100    0.0022
##     10        0.8623             nan     0.0100    0.0022
##     20        0.8456             nan     0.0100    0.0013
##     40        0.8151             nan     0.0100    0.0015
##     50        0.8025             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8756             nan     0.0100    0.0024
##      5        0.8741             nan     0.0100    0.0013
##      6        0.8718             nan     0.0100    0.0024
##      7        0.8695             nan     0.0100    0.0023
##      8        0.8678             nan     0.0100    0.0016
##      9        0.8655             nan     0.0100    0.0023
##     10        0.8641             nan     0.0100    0.0013
##     20        0.8463             nan     0.0100    0.0013
##     40        0.8163             nan     0.0100    0.0015
##     50        0.8030             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8742             nan     0.0100    0.0023
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8702             nan     0.0100    0.0018
##      7        0.8678             nan     0.0100    0.0023
##      8        0.8654             nan     0.0100    0.0024
##      9        0.8633             nan     0.0100    0.0020
##     10        0.8611             nan     0.0100    0.0023
##     20        0.8427             nan     0.0100    0.0020
##     40        0.8103             nan     0.0100    0.0016
##     50        0.7972             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8745             nan     0.0100    0.0019
##      5        0.8721             nan     0.0100    0.0024
##      6        0.8699             nan     0.0100    0.0021
##      7        0.8678             nan     0.0100    0.0021
##      8        0.8658             nan     0.0100    0.0021
##      9        0.8637             nan     0.0100    0.0020
##     10        0.8616             nan     0.0100    0.0020
##     20        0.8425             nan     0.0100    0.0017
##     40        0.8112             nan     0.0100    0.0010
##     50        0.7979             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8784             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0022
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0024
##      7        0.8673             nan     0.0100    0.0020
##      8        0.8650             nan     0.0100    0.0023
##      9        0.8629             nan     0.0100    0.0020
##     10        0.8609             nan     0.0100    0.0021
##     20        0.8413             nan     0.0100    0.0016
##     40        0.8103             nan     0.0100    0.0010
##     50        0.7972             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8759             nan     0.0100    0.0025
##      4        0.8736             nan     0.0100    0.0024
##      5        0.8711             nan     0.0100    0.0024
##      6        0.8688             nan     0.0100    0.0024
##      7        0.8668             nan     0.0100    0.0021
##      8        0.8645             nan     0.0100    0.0023
##      9        0.8624             nan     0.0100    0.0021
##     10        0.8604             nan     0.0100    0.0020
##     20        0.8421             nan     0.0100    0.0017
##     40        0.8097             nan     0.0100    0.0016
##     50        0.7974             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8814             nan     0.0010    0.0001
##     40        0.8791             nan     0.0010    0.0001
##     50        0.8779             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8779             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0001
##     40        0.8770             nan     0.0010    0.0001
##     50        0.8754             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0001
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0003
##     20        0.8795             nan     0.0010    0.0003
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8745             nan     0.0010    0.0002
##     50        0.8723             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8731             nan     0.0100    0.0013
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8613             nan     0.0100    0.0012
##     40        0.8426             nan     0.0100    0.0010
##     50        0.8344             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8804             nan     0.0100    0.0010
##      4        0.8793             nan     0.0100    0.0010
##      5        0.8780             nan     0.0100    0.0013
##      6        0.8767             nan     0.0100    0.0013
##      7        0.8755             nan     0.0100    0.0013
##      8        0.8745             nan     0.0100    0.0010
##      9        0.8735             nan     0.0100    0.0010
##     10        0.8722             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0011
##     40        0.8428             nan     0.0100    0.0007
##     50        0.8345             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0013
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8728             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8606             nan     0.0100    0.0011
##     40        0.8422             nan     0.0100    0.0007
##     50        0.8340             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8611             nan     0.0100    0.0009
##     40        0.8423             nan     0.0100    0.0007
##     50        0.8341             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0021
##      4        0.8763             nan     0.0100    0.0021
##      5        0.8749             nan     0.0100    0.0015
##      6        0.8728             nan     0.0100    0.0021
##      7        0.8713             nan     0.0100    0.0014
##      8        0.8692             nan     0.0100    0.0021
##      9        0.8672             nan     0.0100    0.0020
##     10        0.8658             nan     0.0100    0.0013
##     20        0.8514             nan     0.0100    0.0018
##     40        0.8233             nan     0.0100    0.0015
##     50        0.8136             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0021
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8746             nan     0.0100    0.0021
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8717             nan     0.0100    0.0014
##      8        0.8703             nan     0.0100    0.0014
##      9        0.8681             nan     0.0100    0.0020
##     10        0.8667             nan     0.0100    0.0013
##     20        0.8509             nan     0.0100    0.0019
##     40        0.8238             nan     0.0100    0.0015
##     50        0.8134             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8778             nan     0.0100    0.0021
##      4        0.8763             nan     0.0100    0.0015
##      5        0.8748             nan     0.0100    0.0014
##      6        0.8726             nan     0.0100    0.0021
##      7        0.8706             nan     0.0100    0.0020
##      8        0.8692             nan     0.0100    0.0014
##      9        0.8671             nan     0.0100    0.0020
##     10        0.8658             nan     0.0100    0.0012
##     20        0.8510             nan     0.0100    0.0018
##     40        0.8234             nan     0.0100    0.0009
##     50        0.8138             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0015
##      2        0.8801             nan     0.0100    0.0022
##      3        0.8781             nan     0.0100    0.0021
##      4        0.8759             nan     0.0100    0.0021
##      5        0.8744             nan     0.0100    0.0015
##      6        0.8730             nan     0.0100    0.0014
##      7        0.8716             nan     0.0100    0.0014
##      8        0.8696             nan     0.0100    0.0020
##      9        0.8675             nan     0.0100    0.0020
##     10        0.8662             nan     0.0100    0.0012
##     20        0.8508             nan     0.0100    0.0018
##     40        0.8263             nan     0.0100    0.0008
##     50        0.8140             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8757             nan     0.0100    0.0017
##      5        0.8732             nan     0.0100    0.0024
##      6        0.8709             nan     0.0100    0.0023
##      7        0.8685             nan     0.0100    0.0024
##      8        0.8667             nan     0.0100    0.0017
##      9        0.8644             nan     0.0100    0.0023
##     10        0.8630             nan     0.0100    0.0014
##     20        0.8455             nan     0.0100    0.0020
##     40        0.8155             nan     0.0100    0.0009
##     50        0.8030             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8793             nan     0.0100    0.0025
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8750             nan     0.0100    0.0024
##      5        0.8732             nan     0.0100    0.0017
##      6        0.8714             nan     0.0100    0.0017
##      7        0.8697             nan     0.0100    0.0016
##      8        0.8680             nan     0.0100    0.0017
##      9        0.8656             nan     0.0100    0.0023
##     10        0.8640             nan     0.0100    0.0016
##     20        0.8446             nan     0.0100    0.0011
##     40        0.8141             nan     0.0100    0.0009
##     50        0.8022             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8794             nan     0.0100    0.0025
##      3        0.8769             nan     0.0100    0.0025
##      4        0.8752             nan     0.0100    0.0017
##      5        0.8736             nan     0.0100    0.0017
##      6        0.8719             nan     0.0100    0.0017
##      7        0.8702             nan     0.0100    0.0017
##      8        0.8678             nan     0.0100    0.0023
##      9        0.8655             nan     0.0100    0.0023
##     10        0.8631             nan     0.0100    0.0022
##     20        0.8462             nan     0.0100    0.0020
##     40        0.8154             nan     0.0100    0.0012
##     50        0.8021             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8781             nan     0.0100    0.0017
##      4        0.8762             nan     0.0100    0.0018
##      5        0.8739             nan     0.0100    0.0025
##      6        0.8715             nan     0.0100    0.0024
##      7        0.8698             nan     0.0100    0.0017
##      8        0.8682             nan     0.0100    0.0016
##      9        0.8658             nan     0.0100    0.0022
##     10        0.8635             nan     0.0100    0.0023
##     20        0.8450             nan     0.0100    0.0013
##     40        0.8152             nan     0.0100    0.0009
##     50        0.8022             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0021
##      7        0.8672             nan     0.0100    0.0024
##      8        0.8652             nan     0.0100    0.0021
##      9        0.8628             nan     0.0100    0.0024
##     10        0.8607             nan     0.0100    0.0020
##     20        0.8413             nan     0.0100    0.0020
##     40        0.8115             nan     0.0100    0.0013
##     50        0.7991             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8772             nan     0.0100    0.0020
##      4        0.8749             nan     0.0100    0.0023
##      5        0.8728             nan     0.0100    0.0022
##      6        0.8704             nan     0.0100    0.0024
##      7        0.8683             nan     0.0100    0.0021
##      8        0.8663             nan     0.0100    0.0021
##      9        0.8644             nan     0.0100    0.0019
##     10        0.8620             nan     0.0100    0.0022
##     20        0.8425             nan     0.0100    0.0020
##     40        0.8107             nan     0.0100    0.0016
##     50        0.7971             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0022
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8699             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0021
##      8        0.8657             nan     0.0100    0.0021
##      9        0.8638             nan     0.0100    0.0018
##     10        0.8616             nan     0.0100    0.0023
##     20        0.8423             nan     0.0100    0.0018
##     40        0.8100             nan     0.0100    0.0012
##     50        0.7974             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0022
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8745             nan     0.0100    0.0019
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8701             nan     0.0100    0.0022
##      7        0.8680             nan     0.0100    0.0021
##      8        0.8660             nan     0.0100    0.0020
##      9        0.8637             nan     0.0100    0.0023
##     10        0.8617             nan     0.0100    0.0020
##     20        0.8410             nan     0.0100    0.0020
##     40        0.8091             nan     0.0100    0.0013
##     50        0.7964             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0003
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8824             nan     0.0010    0.0003
##      5        0.8822             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8817             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8812             nan     0.0010    0.0002
##     10        0.8810             nan     0.0010    0.0002
##     20        0.8786             nan     0.0010    0.0003
##     40        0.8739             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8772             nan     0.0100    0.0013
##      6        0.8759             nan     0.0100    0.0013
##      7        0.8747             nan     0.0100    0.0010
##      8        0.8738             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0010
##     20        0.8605             nan     0.0100    0.0012
##     40        0.8418             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8784             nan     0.0100    0.0013
##      5        0.8772             nan     0.0100    0.0011
##      6        0.8761             nan     0.0100    0.0011
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8610             nan     0.0100    0.0012
##     40        0.8424             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8757             nan     0.0100    0.0010
##      8        0.8747             nan     0.0100    0.0010
##      9        0.8734             nan     0.0100    0.0013
##     10        0.8721             nan     0.0100    0.0013
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8417             nan     0.0100    0.0007
##     50        0.8329             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8783             nan     0.0100    0.0014
##      5        0.8772             nan     0.0100    0.0011
##      6        0.8762             nan     0.0100    0.0011
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8612             nan     0.0100    0.0009
##     40        0.8420             nan     0.0100    0.0011
##     50        0.8334             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0022
##      2        0.8795             nan     0.0100    0.0015
##      3        0.8780             nan     0.0100    0.0015
##      4        0.8758             nan     0.0100    0.0021
##      5        0.8738             nan     0.0100    0.0021
##      6        0.8723             nan     0.0100    0.0015
##      7        0.8702             nan     0.0100    0.0021
##      8        0.8681             nan     0.0100    0.0021
##      9        0.8666             nan     0.0100    0.0014
##     10        0.8652             nan     0.0100    0.0014
##     20        0.8495             nan     0.0100    0.0018
##     40        0.8224             nan     0.0100    0.0010
##     50        0.8122             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8785             nan     0.0100    0.0014
##      4        0.8770             nan     0.0100    0.0015
##      5        0.8755             nan     0.0100    0.0015
##      6        0.8735             nan     0.0100    0.0021
##      7        0.8720             nan     0.0100    0.0014
##      8        0.8699             nan     0.0100    0.0021
##      9        0.8685             nan     0.0100    0.0014
##     10        0.8671             nan     0.0100    0.0014
##     20        0.8516             nan     0.0100    0.0019
##     40        0.8230             nan     0.0100    0.0009
##     50        0.8124             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0014
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0022
##      5        0.8752             nan     0.0100    0.0015
##      6        0.8730             nan     0.0100    0.0021
##      7        0.8709             nan     0.0100    0.0021
##      8        0.8689             nan     0.0100    0.0021
##      9        0.8675             nan     0.0100    0.0014
##     10        0.8662             nan     0.0100    0.0012
##     20        0.8506             nan     0.0100    0.0012
##     40        0.8233             nan     0.0100    0.0015
##     50        0.8104             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0015
##      3        0.8781             nan     0.0100    0.0021
##      4        0.8767             nan     0.0100    0.0015
##      5        0.8753             nan     0.0100    0.0013
##      6        0.8738             nan     0.0100    0.0015
##      7        0.8725             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0021
##      9        0.8689             nan     0.0100    0.0014
##     10        0.8675             nan     0.0100    0.0013
##     20        0.8505             nan     0.0100    0.0019
##     40        0.8245             nan     0.0100    0.0009
##     50        0.8116             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8791             nan     0.0100    0.0018
##      3        0.8773             nan     0.0100    0.0018
##      4        0.8748             nan     0.0100    0.0025
##      5        0.8730             nan     0.0100    0.0017
##      6        0.8714             nan     0.0100    0.0017
##      7        0.8697             nan     0.0100    0.0017
##      8        0.8680             nan     0.0100    0.0016
##      9        0.8663             nan     0.0100    0.0017
##     10        0.8647             nan     0.0100    0.0016
##     20        0.8472             nan     0.0100    0.0014
##     40        0.8151             nan     0.0100    0.0016
##     50        0.8017             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8779             nan     0.0100    0.0018
##      4        0.8755             nan     0.0100    0.0025
##      5        0.8738             nan     0.0100    0.0018
##      6        0.8721             nan     0.0100    0.0017
##      7        0.8704             nan     0.0100    0.0017
##      8        0.8681             nan     0.0100    0.0023
##      9        0.8664             nan     0.0100    0.0016
##     10        0.8641             nan     0.0100    0.0023
##     20        0.8450             nan     0.0100    0.0020
##     40        0.8151             nan     0.0100    0.0016
##     50        0.8023             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8792             nan     0.0100    0.0025
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8749             nan     0.0100    0.0018
##      5        0.8732             nan     0.0100    0.0017
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8697             nan     0.0100    0.0017
##      8        0.8674             nan     0.0100    0.0023
##      9        0.8658             nan     0.0100    0.0016
##     10        0.8636             nan     0.0100    0.0022
##     20        0.8456             nan     0.0100    0.0020
##     40        0.8149             nan     0.0100    0.0012
##     50        0.8020             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8792             nan     0.0100    0.0025
##      3        0.8773             nan     0.0100    0.0018
##      4        0.8757             nan     0.0100    0.0015
##      5        0.8733             nan     0.0100    0.0025
##      6        0.8716             nan     0.0100    0.0017
##      7        0.8693             nan     0.0100    0.0024
##      8        0.8676             nan     0.0100    0.0016
##      9        0.8660             nan     0.0100    0.0016
##     10        0.8637             nan     0.0100    0.0023
##     20        0.8455             nan     0.0100    0.0020
##     40        0.8157             nan     0.0100    0.0008
##     50        0.8020             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0022
##      7        0.8674             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0021
##      9        0.8633             nan     0.0100    0.0020
##     10        0.8614             nan     0.0100    0.0020
##     20        0.8428             nan     0.0100    0.0018
##     40        0.8107             nan     0.0100    0.0013
##     50        0.7975             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8789             nan     0.0100    0.0022
##      3        0.8767             nan     0.0100    0.0022
##      4        0.8744             nan     0.0100    0.0022
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8702             nan     0.0100    0.0022
##      7        0.8681             nan     0.0100    0.0022
##      8        0.8660             nan     0.0100    0.0021
##      9        0.8637             nan     0.0100    0.0024
##     10        0.8612             nan     0.0100    0.0023
##     20        0.8417             nan     0.0100    0.0020
##     40        0.8103             nan     0.0100    0.0012
##     50        0.7986             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8737             nan     0.0100    0.0025
##      5        0.8715             nan     0.0100    0.0022
##      6        0.8693             nan     0.0100    0.0022
##      7        0.8669             nan     0.0100    0.0024
##      8        0.8653             nan     0.0100    0.0016
##      9        0.8632             nan     0.0100    0.0021
##     10        0.8608             nan     0.0100    0.0023
##     20        0.8419             nan     0.0100    0.0016
##     40        0.8082             nan     0.0100    0.0016
##     50        0.7949             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8763             nan     0.0100    0.0023
##      4        0.8746             nan     0.0100    0.0017
##      5        0.8721             nan     0.0100    0.0025
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8679             nan     0.0100    0.0021
##      8        0.8657             nan     0.0100    0.0021
##      9        0.8636             nan     0.0100    0.0021
##     10        0.8612             nan     0.0100    0.0023
##     20        0.8423             nan     0.0100    0.0015
##     40        0.8103             nan     0.0100    0.0012
##     50        0.7975             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8831             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0001
##      8        0.8824             nan     0.0010    0.0001
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8821             nan     0.0010    0.0002
##     20        0.8804             nan     0.0010    0.0001
##     40        0.8770             nan     0.0010    0.0001
##     50        0.8754             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8770             nan     0.0010    0.0001
##     50        0.8754             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8824             nan     0.0010    0.0002
##      9        0.8823             nan     0.0010    0.0001
##     10        0.8821             nan     0.0010    0.0002
##     20        0.8806             nan     0.0010    0.0001
##     40        0.8771             nan     0.0010    0.0001
##     50        0.8755             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0003
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0003
##      9        0.8820             nan     0.0010    0.0003
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0003
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0003
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0001
##     50        0.8741             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0003
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8759             nan     0.0010    0.0002
##     50        0.8739             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8747             nan     0.0010    0.0002
##     50        0.8724             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0003
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8724             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0010
##      3        0.8803             nan     0.0100    0.0010
##      4        0.8793             nan     0.0100    0.0010
##      5        0.8780             nan     0.0100    0.0013
##      6        0.8769             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0013
##      8        0.8746             nan     0.0100    0.0010
##      9        0.8736             nan     0.0100    0.0010
##     10        0.8723             nan     0.0100    0.0013
##     20        0.8614             nan     0.0100    0.0011
##     40        0.8426             nan     0.0100    0.0007
##     50        0.8337             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0013
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8613             nan     0.0100    0.0012
##     40        0.8428             nan     0.0100    0.0009
##     50        0.8348             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0013
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8774             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8733             nan     0.0100    0.0010
##     10        0.8724             nan     0.0100    0.0010
##     20        0.8616             nan     0.0100    0.0012
##     40        0.8420             nan     0.0100    0.0009
##     50        0.8343             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0013
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0013
##      5        0.8774             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8615             nan     0.0100    0.0011
##     40        0.8430             nan     0.0100    0.0010
##     50        0.8350             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8776             nan     0.0100    0.0015
##      5        0.8763             nan     0.0100    0.0013
##      6        0.8748             nan     0.0100    0.0014
##      7        0.8734             nan     0.0100    0.0014
##      8        0.8721             nan     0.0100    0.0014
##      9        0.8708             nan     0.0100    0.0012
##     10        0.8687             nan     0.0100    0.0021
##     20        0.8527             nan     0.0100    0.0019
##     40        0.8242             nan     0.0100    0.0009
##     50        0.8122             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8776             nan     0.0100    0.0021
##      4        0.8762             nan     0.0100    0.0013
##      5        0.8742             nan     0.0100    0.0021
##      6        0.8720             nan     0.0100    0.0021
##      7        0.8705             nan     0.0100    0.0014
##      8        0.8691             nan     0.0100    0.0014
##      9        0.8677             nan     0.0100    0.0014
##     10        0.8656             nan     0.0100    0.0020
##     20        0.8511             nan     0.0100    0.0018
##     40        0.8232             nan     0.0100    0.0015
##     50        0.8123             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0022
##      5        0.8753             nan     0.0100    0.0014
##      6        0.8732             nan     0.0100    0.0021
##      7        0.8719             nan     0.0100    0.0014
##      8        0.8698             nan     0.0100    0.0021
##      9        0.8677             nan     0.0100    0.0020
##     10        0.8658             nan     0.0100    0.0020
##     20        0.8514             nan     0.0100    0.0011
##     40        0.8247             nan     0.0100    0.0015
##     50        0.8150             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8763             nan     0.0100    0.0021
##      5        0.8750             nan     0.0100    0.0013
##      6        0.8735             nan     0.0100    0.0014
##      7        0.8721             nan     0.0100    0.0014
##      8        0.8707             nan     0.0100    0.0014
##      9        0.8687             nan     0.0100    0.0020
##     10        0.8667             nan     0.0100    0.0020
##     20        0.8514             nan     0.0100    0.0019
##     40        0.8244             nan     0.0100    0.0015
##     50        0.8123             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8794             nan     0.0100    0.0018
##      3        0.8769             nan     0.0100    0.0025
##      4        0.8746             nan     0.0100    0.0024
##      5        0.8722             nan     0.0100    0.0024
##      6        0.8699             nan     0.0100    0.0023
##      7        0.8682             nan     0.0100    0.0016
##      8        0.8665             nan     0.0100    0.0017
##      9        0.8643             nan     0.0100    0.0023
##     10        0.8627             nan     0.0100    0.0016
##     20        0.8469             nan     0.0100    0.0013
##     40        0.8156             nan     0.0100    0.0009
##     50        0.8030             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8776             nan     0.0100    0.0025
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8744             nan     0.0100    0.0017
##      6        0.8720             nan     0.0100    0.0024
##      7        0.8703             nan     0.0100    0.0016
##      8        0.8678             nan     0.0100    0.0023
##      9        0.8658             nan     0.0100    0.0020
##     10        0.8642             nan     0.0100    0.0015
##     20        0.8465             nan     0.0100    0.0013
##     40        0.8151             nan     0.0100    0.0015
##     50        0.8028             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0017
##      4        0.8758             nan     0.0100    0.0016
##      5        0.8734             nan     0.0100    0.0024
##      6        0.8718             nan     0.0100    0.0016
##      7        0.8703             nan     0.0100    0.0014
##      8        0.8689             nan     0.0100    0.0014
##      9        0.8673             nan     0.0100    0.0016
##     10        0.8657             nan     0.0100    0.0016
##     20        0.8481             nan     0.0100    0.0013
##     40        0.8185             nan     0.0100    0.0016
##     50        0.8048             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8792             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0024
##      4        0.8741             nan     0.0100    0.0024
##      5        0.8717             nan     0.0100    0.0024
##      6        0.8692             nan     0.0100    0.0023
##      7        0.8676             nan     0.0100    0.0017
##      8        0.8654             nan     0.0100    0.0023
##      9        0.8638             nan     0.0100    0.0016
##     10        0.8623             nan     0.0100    0.0016
##     20        0.8459             nan     0.0100    0.0011
##     40        0.8151             nan     0.0100    0.0015
##     50        0.8031             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8746             nan     0.0100    0.0019
##      5        0.8721             nan     0.0100    0.0024
##      6        0.8696             nan     0.0100    0.0025
##      7        0.8673             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0020
##      9        0.8631             nan     0.0100    0.0020
##     10        0.8615             nan     0.0100    0.0016
##     20        0.8416             nan     0.0100    0.0020
##     40        0.8110             nan     0.0100    0.0010
##     50        0.7983             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0023
##      4        0.8745             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0022
##      6        0.8698             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0021
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8636             nan     0.0100    0.0020
##     10        0.8613             nan     0.0100    0.0023
##     20        0.8429             nan     0.0100    0.0017
##     40        0.8114             nan     0.0100    0.0016
##     50        0.7993             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8768             nan     0.0100    0.0022
##      4        0.8744             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0024
##      6        0.8699             nan     0.0100    0.0021
##      7        0.8676             nan     0.0100    0.0024
##      8        0.8654             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0021
##     10        0.8615             nan     0.0100    0.0018
##     20        0.8425             nan     0.0100    0.0017
##     40        0.8107             nan     0.0100    0.0015
##     50        0.7984             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0020
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0022
##      4        0.8746             nan     0.0100    0.0022
##      5        0.8724             nan     0.0100    0.0022
##      6        0.8703             nan     0.0100    0.0021
##      7        0.8681             nan     0.0100    0.0020
##      8        0.8661             nan     0.0100    0.0021
##      9        0.8645             nan     0.0100    0.0015
##     10        0.8628             nan     0.0100    0.0018
##     20        0.8438             nan     0.0100    0.0017
##     40        0.8122             nan     0.0100    0.0016
##     50        0.7995             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8773             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8742             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8740             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8745             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0001
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0003
##     40        0.8748             nan     0.0010    0.0001
##     50        0.8726             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8749             nan     0.0010    0.0002
##     50        0.8728             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8747             nan     0.0010    0.0002
##     50        0.8727             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8791             nan     0.0010    0.0003
##     40        0.8747             nan     0.0010    0.0002
##     50        0.8726             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8786             nan     0.0010    0.0002
##     40        0.8738             nan     0.0010    0.0003
##     50        0.8715             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8786             nan     0.0010    0.0003
##     40        0.8739             nan     0.0010    0.0002
##     50        0.8715             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8822             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8817             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8810             nan     0.0010    0.0002
##     20        0.8786             nan     0.0010    0.0002
##     40        0.8739             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0010
##      3        0.8802             nan     0.0100    0.0010
##      4        0.8791             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0014
##      6        0.8763             nan     0.0100    0.0014
##      7        0.8750             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8714             nan     0.0100    0.0012
##     20        0.8605             nan     0.0100    0.0009
##     40        0.8412             nan     0.0100    0.0007
##     50        0.8320             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8796             nan     0.0100    0.0014
##      4        0.8785             nan     0.0100    0.0010
##      5        0.8772             nan     0.0100    0.0013
##      6        0.8758             nan     0.0100    0.0013
##      7        0.8748             nan     0.0100    0.0010
##      8        0.8735             nan     0.0100    0.0013
##      9        0.8725             nan     0.0100    0.0010
##     10        0.8714             nan     0.0100    0.0010
##     20        0.8603             nan     0.0100    0.0008
##     40        0.8416             nan     0.0100    0.0007
##     50        0.8327             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0010
##      4        0.8786             nan     0.0100    0.0014
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0014
##      8        0.8737             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0010
##     10        0.8714             nan     0.0100    0.0013
##     20        0.8597             nan     0.0100    0.0012
##     40        0.8404             nan     0.0100    0.0010
##     50        0.8324             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0010
##      2        0.8813             nan     0.0100    0.0010
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8785             nan     0.0100    0.0014
##      5        0.8771             nan     0.0100    0.0013
##      6        0.8757             nan     0.0100    0.0014
##      7        0.8744             nan     0.0100    0.0013
##      8        0.8733             nan     0.0100    0.0010
##      9        0.8723             nan     0.0100    0.0010
##     10        0.8713             nan     0.0100    0.0010
##     20        0.8601             nan     0.0100    0.0012
##     40        0.8407             nan     0.0100    0.0010
##     50        0.8327             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8797             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8761             nan     0.0100    0.0022
##      5        0.8746             nan     0.0100    0.0015
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8712             nan     0.0100    0.0021
##      8        0.8691             nan     0.0100    0.0021
##      9        0.8677             nan     0.0100    0.0014
##     10        0.8657             nan     0.0100    0.0020
##     20        0.8490             nan     0.0100    0.0018
##     40        0.8221             nan     0.0100    0.0015
##     50        0.8114             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8797             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0013
##      4        0.8763             nan     0.0100    0.0022
##      5        0.8741             nan     0.0100    0.0021
##      6        0.8727             nan     0.0100    0.0014
##      7        0.8715             nan     0.0100    0.0013
##      8        0.8700             nan     0.0100    0.0014
##      9        0.8687             nan     0.0100    0.0014
##     10        0.8666             nan     0.0100    0.0020
##     20        0.8504             nan     0.0100    0.0012
##     40        0.8230             nan     0.0100    0.0009
##     50        0.8122             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8790             nan     0.0100    0.0022
##      3        0.8767             nan     0.0100    0.0021
##      4        0.8752             nan     0.0100    0.0015
##      5        0.8731             nan     0.0100    0.0021
##      6        0.8710             nan     0.0100    0.0021
##      7        0.8689             nan     0.0100    0.0020
##      8        0.8675             nan     0.0100    0.0014
##      9        0.8661             nan     0.0100    0.0014
##     10        0.8640             nan     0.0100    0.0020
##     20        0.8486             nan     0.0100    0.0018
##     40        0.8227             nan     0.0100    0.0015
##     50        0.8094             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0022
##      4        0.8769             nan     0.0100    0.0015
##      5        0.8747             nan     0.0100    0.0022
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0014
##      9        0.8682             nan     0.0100    0.0021
##     10        0.8662             nan     0.0100    0.0021
##     20        0.8495             nan     0.0100    0.0019
##     40        0.8226             nan     0.0100    0.0008
##     50        0.8107             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8758             nan     0.0100    0.0025
##      4        0.8734             nan     0.0100    0.0025
##      5        0.8711             nan     0.0100    0.0024
##      6        0.8694             nan     0.0100    0.0017
##      7        0.8670             nan     0.0100    0.0023
##      8        0.8653             nan     0.0100    0.0016
##      9        0.8638             nan     0.0100    0.0016
##     10        0.8621             nan     0.0100    0.0016
##     20        0.8445             nan     0.0100    0.0020
##     40        0.8138             nan     0.0100    0.0008
##     50        0.8007             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8741             nan     0.0100    0.0025
##      5        0.8723             nan     0.0100    0.0017
##      6        0.8706             nan     0.0100    0.0017
##      7        0.8685             nan     0.0100    0.0022
##      8        0.8661             nan     0.0100    0.0024
##      9        0.8639             nan     0.0100    0.0023
##     10        0.8623             nan     0.0100    0.0015
##     20        0.8445             nan     0.0100    0.0020
##     40        0.8133             nan     0.0100    0.0010
##     50        0.8008             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8773             nan     0.0100    0.0018
##      4        0.8755             nan     0.0100    0.0018
##      5        0.8731             nan     0.0100    0.0023
##      6        0.8708             nan     0.0100    0.0024
##      7        0.8691             nan     0.0100    0.0017
##      8        0.8667             nan     0.0100    0.0024
##      9        0.8650             nan     0.0100    0.0016
##     10        0.8628             nan     0.0100    0.0023
##     20        0.8440             nan     0.0100    0.0020
##     40        0.8125             nan     0.0100    0.0015
##     50        0.8005             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0024
##      6        0.8694             nan     0.0100    0.0024
##      7        0.8671             nan     0.0100    0.0024
##      8        0.8654             nan     0.0100    0.0016
##      9        0.8632             nan     0.0100    0.0023
##     10        0.8610             nan     0.0100    0.0022
##     20        0.8427             nan     0.0100    0.0013
##     40        0.8132             nan     0.0100    0.0012
##     50        0.8001             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8760             nan     0.0100    0.0026
##      4        0.8738             nan     0.0100    0.0022
##      5        0.8715             nan     0.0100    0.0022
##      6        0.8690             nan     0.0100    0.0024
##      7        0.8669             nan     0.0100    0.0021
##      8        0.8648             nan     0.0100    0.0021
##      9        0.8623             nan     0.0100    0.0024
##     10        0.8600             nan     0.0100    0.0023
##     20        0.8411             nan     0.0100    0.0012
##     40        0.8087             nan     0.0100    0.0013
##     50        0.7953             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8785             nan     0.0100    0.0027
##      3        0.8763             nan     0.0100    0.0023
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8713             nan     0.0100    0.0025
##      6        0.8688             nan     0.0100    0.0024
##      7        0.8663             nan     0.0100    0.0024
##      8        0.8642             nan     0.0100    0.0021
##      9        0.8621             nan     0.0100    0.0021
##     10        0.8604             nan     0.0100    0.0016
##     20        0.8400             nan     0.0100    0.0020
##     40        0.8091             nan     0.0100    0.0015
##     50        0.7963             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0026
##      2        0.8789             nan     0.0100    0.0019
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8715             nan     0.0100    0.0025
##      6        0.8691             nan     0.0100    0.0022
##      7        0.8667             nan     0.0100    0.0024
##      8        0.8646             nan     0.0100    0.0021
##      9        0.8625             nan     0.0100    0.0021
##     10        0.8602             nan     0.0100    0.0023
##     20        0.8406             nan     0.0100    0.0018
##     40        0.8081             nan     0.0100    0.0016
##     50        0.7954             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8738             nan     0.0100    0.0022
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0022
##      7        0.8673             nan     0.0100    0.0022
##      8        0.8649             nan     0.0100    0.0024
##      9        0.8627             nan     0.0100    0.0023
##     10        0.8605             nan     0.0100    0.0020
##     20        0.8410             nan     0.0100    0.0015
##     40        0.8106             nan     0.0100    0.0009
##     50        0.7969             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0002
##     50        0.8750             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0002
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0003
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0003
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0003
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0001
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0003
##     50        0.8718             nan     0.0010    0.0003
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8786             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0011
##      6        0.8761             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0011
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8606             nan     0.0100    0.0012
##     40        0.8408             nan     0.0100    0.0011
##     50        0.8321             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0014
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8757             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8733             nan     0.0100    0.0010
##     10        0.8723             nan     0.0100    0.0010
##     20        0.8600             nan     0.0100    0.0013
##     40        0.8413             nan     0.0100    0.0011
##     50        0.8321             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0011
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8750             nan     0.0100    0.0014
##      8        0.8739             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8716             nan     0.0100    0.0014
##     20        0.8606             nan     0.0100    0.0009
##     40        0.8404             nan     0.0100    0.0007
##     50        0.8323             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8786             nan     0.0100    0.0014
##      5        0.8772             nan     0.0100    0.0014
##      6        0.8761             nan     0.0100    0.0011
##      7        0.8751             nan     0.0100    0.0011
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0014
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8408             nan     0.0100    0.0007
##     50        0.8320             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8776             nan     0.0100    0.0016
##      4        0.8762             nan     0.0100    0.0015
##      5        0.8747             nan     0.0100    0.0015
##      6        0.8732             nan     0.0100    0.0015
##      7        0.8717             nan     0.0100    0.0014
##      8        0.8697             nan     0.0100    0.0021
##      9        0.8676             nan     0.0100    0.0021
##     10        0.8655             nan     0.0100    0.0021
##     20        0.8498             nan     0.0100    0.0012
##     40        0.8221             nan     0.0100    0.0009
##     50        0.8111             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8807             nan     0.0100    0.0014
##      3        0.8792             nan     0.0100    0.0013
##      4        0.8777             nan     0.0100    0.0015
##      5        0.8762             nan     0.0100    0.0015
##      6        0.8740             nan     0.0100    0.0022
##      7        0.8726             nan     0.0100    0.0013
##      8        0.8704             nan     0.0100    0.0022
##      9        0.8691             nan     0.0100    0.0012
##     10        0.8670             nan     0.0100    0.0021
##     20        0.8510             nan     0.0100    0.0012
##     40        0.8234             nan     0.0100    0.0016
##     50        0.8115             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8774             nan     0.0100    0.0015
##      5        0.8759             nan     0.0100    0.0015
##      6        0.8736             nan     0.0100    0.0021
##      7        0.8721             nan     0.0100    0.0014
##      8        0.8699             nan     0.0100    0.0022
##      9        0.8686             nan     0.0100    0.0012
##     10        0.8672             nan     0.0100    0.0014
##     20        0.8501             nan     0.0100    0.0012
##     40        0.8214             nan     0.0100    0.0015
##     50        0.8096             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0016
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0015
##      5        0.8744             nan     0.0100    0.0021
##      6        0.8722             nan     0.0100    0.0021
##      7        0.8708             nan     0.0100    0.0015
##      8        0.8695             nan     0.0100    0.0014
##      9        0.8680             nan     0.0100    0.0014
##     10        0.8666             nan     0.0100    0.0014
##     20        0.8510             nan     0.0100    0.0011
##     40        0.8244             nan     0.0100    0.0008
##     50        0.8112             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0024
##      2        0.8795             nan     0.0100    0.0019
##      3        0.8776             nan     0.0100    0.0018
##      4        0.8751             nan     0.0100    0.0025
##      5        0.8733             nan     0.0100    0.0017
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8690             nan     0.0100    0.0024
##      8        0.8667             nan     0.0100    0.0023
##      9        0.8649             nan     0.0100    0.0016
##     10        0.8625             nan     0.0100    0.0023
##     20        0.8436             nan     0.0100    0.0020
##     40        0.8127             nan     0.0100    0.0013
##     50        0.8012             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8802             nan     0.0100    0.0016
##      3        0.8776             nan     0.0100    0.0026
##      4        0.8750             nan     0.0100    0.0026
##      5        0.8732             nan     0.0100    0.0018
##      6        0.8713             nan     0.0100    0.0018
##      7        0.8689             nan     0.0100    0.0024
##      8        0.8673             nan     0.0100    0.0017
##      9        0.8655             nan     0.0100    0.0017
##     10        0.8639             nan     0.0100    0.0016
##     20        0.8462             nan     0.0100    0.0014
##     40        0.8128             nan     0.0100    0.0016
##     50        0.7993             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8799             nan     0.0100    0.0019
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8764             nan     0.0100    0.0018
##      5        0.8745             nan     0.0100    0.0017
##      6        0.8720             nan     0.0100    0.0025
##      7        0.8697             nan     0.0100    0.0024
##      8        0.8673             nan     0.0100    0.0024
##      9        0.8656             nan     0.0100    0.0016
##     10        0.8632             nan     0.0100    0.0024
##     20        0.8459             nan     0.0100    0.0012
##     40        0.8145             nan     0.0100    0.0016
##     50        0.8020             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8802             nan     0.0100    0.0016
##      3        0.8784             nan     0.0100    0.0019
##      4        0.8766             nan     0.0100    0.0018
##      5        0.8751             nan     0.0100    0.0015
##      6        0.8733             nan     0.0100    0.0017
##      7        0.8714             nan     0.0100    0.0017
##      8        0.8698             nan     0.0100    0.0017
##      9        0.8674             nan     0.0100    0.0023
##     10        0.8651             nan     0.0100    0.0024
##     20        0.8458             nan     0.0100    0.0020
##     40        0.8137             nan     0.0100    0.0009
##     50        0.8018             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8783             nan     0.0100    0.0026
##      3        0.8760             nan     0.0100    0.0022
##      4        0.8736             nan     0.0100    0.0025
##      5        0.8714             nan     0.0100    0.0022
##      6        0.8692             nan     0.0100    0.0022
##      7        0.8667             nan     0.0100    0.0025
##      8        0.8644             nan     0.0100    0.0024
##      9        0.8622             nan     0.0100    0.0021
##     10        0.8598             nan     0.0100    0.0023
##     20        0.8410             nan     0.0100    0.0021
##     40        0.8086             nan     0.0100    0.0015
##     50        0.7953             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0023
##      5        0.8718             nan     0.0100    0.0025
##      6        0.8695             nan     0.0100    0.0022
##      7        0.8676             nan     0.0100    0.0019
##      8        0.8657             nan     0.0100    0.0018
##      9        0.8636             nan     0.0100    0.0021
##     10        0.8615             nan     0.0100    0.0021
##     20        0.8412             nan     0.0100    0.0021
##     40        0.8107             nan     0.0100    0.0016
##     50        0.7975             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8713             nan     0.0100    0.0025
##      6        0.8691             nan     0.0100    0.0021
##      7        0.8669             nan     0.0100    0.0021
##      8        0.8645             nan     0.0100    0.0024
##      9        0.8624             nan     0.0100    0.0021
##     10        0.8606             nan     0.0100    0.0017
##     20        0.8412             nan     0.0100    0.0021
##     40        0.8098             nan     0.0100    0.0014
##     50        0.7967             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0020
##      2        0.8789             nan     0.0100    0.0026
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8743             nan     0.0100    0.0023
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8698             nan     0.0100    0.0022
##      7        0.8674             nan     0.0100    0.0024
##      8        0.8652             nan     0.0100    0.0022
##      9        0.8631             nan     0.0100    0.0021
##     10        0.8615             nan     0.0100    0.0015
##     20        0.8419             nan     0.0100    0.0019
##     40        0.8083             nan     0.0100    0.0016
##     50        0.7949             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8814             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8820             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0002
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0001
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8748             nan     0.0010    0.0002
##     50        0.8726             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0003
##     10        0.8817             nan     0.0010    0.0003
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0003
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8809             nan     0.0100    0.0013
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0011
##      5        0.8774             nan     0.0100    0.0010
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0009
##     10        0.8720             nan     0.0100    0.0013
##     20        0.8608             nan     0.0100    0.0011
##     40        0.8420             nan     0.0100    0.0007
##     50        0.8337             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0013
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0014
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8728             nan     0.0100    0.0012
##     10        0.8716             nan     0.0100    0.0012
##     20        0.8605             nan     0.0100    0.0012
##     40        0.8421             nan     0.0100    0.0009
##     50        0.8350             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0010
##      4        0.8791             nan     0.0100    0.0010
##      5        0.8781             nan     0.0100    0.0010
##      6        0.8768             nan     0.0100    0.0013
##      7        0.8755             nan     0.0100    0.0013
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0009
##     20        0.8609             nan     0.0100    0.0011
##     40        0.8421             nan     0.0100    0.0010
##     50        0.8346             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8816             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8774             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8738             nan     0.0100    0.0012
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8615             nan     0.0100    0.0008
##     40        0.8425             nan     0.0100    0.0010
##     50        0.8347             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8799             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8770             nan     0.0100    0.0014
##      5        0.8748             nan     0.0100    0.0021
##      6        0.8727             nan     0.0100    0.0021
##      7        0.8705             nan     0.0100    0.0021
##      8        0.8690             nan     0.0100    0.0013
##      9        0.8677             nan     0.0100    0.0013
##     10        0.8664             nan     0.0100    0.0012
##     20        0.8515             nan     0.0100    0.0019
##     40        0.8249             nan     0.0100    0.0015
##     50        0.8134             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8808             nan     0.0100    0.0015
##      3        0.8793             nan     0.0100    0.0014
##      4        0.8771             nan     0.0100    0.0022
##      5        0.8758             nan     0.0100    0.0013
##      6        0.8736             nan     0.0100    0.0021
##      7        0.8715             nan     0.0100    0.0021
##      8        0.8695             nan     0.0100    0.0020
##      9        0.8674             nan     0.0100    0.0020
##     10        0.8654             nan     0.0100    0.0020
##     20        0.8500             nan     0.0100    0.0018
##     40        0.8242             nan     0.0100    0.0008
##     50        0.8132             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8800             nan     0.0100    0.0015
##      3        0.8779             nan     0.0100    0.0021
##      4        0.8757             nan     0.0100    0.0021
##      5        0.8735             nan     0.0100    0.0021
##      6        0.8721             nan     0.0100    0.0013
##      7        0.8707             nan     0.0100    0.0013
##      8        0.8693             nan     0.0100    0.0014
##      9        0.8681             nan     0.0100    0.0012
##     10        0.8668             nan     0.0100    0.0012
##     20        0.8502             nan     0.0100    0.0018
##     40        0.8231             nan     0.0100    0.0015
##     50        0.8130             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0015
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8786             nan     0.0100    0.0013
##      4        0.8764             nan     0.0100    0.0021
##      5        0.8750             nan     0.0100    0.0014
##      6        0.8737             nan     0.0100    0.0012
##      7        0.8723             nan     0.0100    0.0014
##      8        0.8710             nan     0.0100    0.0013
##      9        0.8696             nan     0.0100    0.0013
##     10        0.8683             nan     0.0100    0.0013
##     20        0.8514             nan     0.0100    0.0019
##     40        0.8246             nan     0.0100    0.0009
##     50        0.8132             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8794             nan     0.0100    0.0025
##      3        0.8776             nan     0.0100    0.0017
##      4        0.8751             nan     0.0100    0.0024
##      5        0.8734             nan     0.0100    0.0017
##      6        0.8719             nan     0.0100    0.0014
##      7        0.8701             nan     0.0100    0.0017
##      8        0.8678             nan     0.0100    0.0023
##      9        0.8655             nan     0.0100    0.0023
##     10        0.8633             nan     0.0100    0.0022
##     20        0.8438             nan     0.0100    0.0020
##     40        0.8147             nan     0.0100    0.0015
##     50        0.8022             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8792             nan     0.0100    0.0017
##      3        0.8775             nan     0.0100    0.0017
##      4        0.8750             nan     0.0100    0.0025
##      5        0.8725             nan     0.0100    0.0024
##      6        0.8703             nan     0.0100    0.0023
##      7        0.8688             nan     0.0100    0.0014
##      8        0.8673             nan     0.0100    0.0016
##      9        0.8650             nan     0.0100    0.0023
##     10        0.8634             nan     0.0100    0.0015
##     20        0.8459             nan     0.0100    0.0011
##     40        0.8147             nan     0.0100    0.0015
##     50        0.8022             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8794             nan     0.0100    0.0018
##      3        0.8769             nan     0.0100    0.0025
##      4        0.8744             nan     0.0100    0.0024
##      5        0.8730             nan     0.0100    0.0014
##      6        0.8713             nan     0.0100    0.0017
##      7        0.8697             nan     0.0100    0.0016
##      8        0.8673             nan     0.0100    0.0023
##      9        0.8650             nan     0.0100    0.0023
##     10        0.8628             nan     0.0100    0.0022
##     20        0.8459             nan     0.0100    0.0020
##     40        0.8157             nan     0.0100    0.0008
##     50        0.8024             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8801             nan     0.0100    0.0017
##      3        0.8777             nan     0.0100    0.0024
##      4        0.8759             nan     0.0100    0.0017
##      5        0.8734             nan     0.0100    0.0024
##      6        0.8711             nan     0.0100    0.0023
##      7        0.8687             nan     0.0100    0.0023
##      8        0.8670             nan     0.0100    0.0016
##      9        0.8647             nan     0.0100    0.0023
##     10        0.8633             nan     0.0100    0.0013
##     20        0.8444             nan     0.0100    0.0019
##     40        0.8139             nan     0.0100    0.0015
##     50        0.8019             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8719             nan     0.0100    0.0025
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8672             nan     0.0100    0.0024
##      8        0.8649             nan     0.0100    0.0023
##      9        0.8628             nan     0.0100    0.0020
##     10        0.8610             nan     0.0100    0.0018
##     20        0.8418             nan     0.0100    0.0017
##     40        0.8104             nan     0.0100    0.0014
##     50        0.7970             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0020
##      4        0.8745             nan     0.0100    0.0021
##      5        0.8720             nan     0.0100    0.0024
##      6        0.8698             nan     0.0100    0.0021
##      7        0.8677             nan     0.0100    0.0021
##      8        0.8655             nan     0.0100    0.0020
##      9        0.8634             nan     0.0100    0.0020
##     10        0.8611             nan     0.0100    0.0023
##     20        0.8425             nan     0.0100    0.0016
##     40        0.8111             nan     0.0100    0.0013
##     50        0.7989             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0024
##      5        0.8720             nan     0.0100    0.0019
##      6        0.8699             nan     0.0100    0.0021
##      7        0.8675             nan     0.0100    0.0024
##      8        0.8655             nan     0.0100    0.0020
##      9        0.8631             nan     0.0100    0.0023
##     10        0.8608             nan     0.0100    0.0023
##     20        0.8419             nan     0.0100    0.0015
##     40        0.8106             nan     0.0100    0.0015
##     50        0.7967             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8794             nan     0.0100    0.0019
##      3        0.8769             nan     0.0100    0.0025
##      4        0.8749             nan     0.0100    0.0020
##      5        0.8725             nan     0.0100    0.0025
##      6        0.8703             nan     0.0100    0.0021
##      7        0.8682             nan     0.0100    0.0021
##      8        0.8663             nan     0.0100    0.0019
##      9        0.8643             nan     0.0100    0.0021
##     10        0.8623             nan     0.0100    0.0020
##     20        0.8431             nan     0.0100    0.0020
##     40        0.8106             nan     0.0100    0.0012
##     50        0.7983             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8824             nan     0.0010    0.0001
##      9        0.8823             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8809             nan     0.0010    0.0001
##     40        0.8785             nan     0.0010    0.0001
##     50        0.8773             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8785             nan     0.0010    0.0001
##     50        0.8773             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8784             nan     0.0010    0.0001
##     50        0.8772             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0002
##     50        0.8744             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0001
##     50        0.8745             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0002
##     50        0.8745             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8743             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0003
##     40        0.8749             nan     0.0010    0.0002
##     50        0.8728             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8747             nan     0.0010    0.0002
##     50        0.8726             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0003
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8822             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8810             nan     0.0010    0.0003
##     20        0.8786             nan     0.0010    0.0003
##     40        0.8738             nan     0.0010    0.0002
##     50        0.8715             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8810             nan     0.0010    0.0003
##     20        0.8786             nan     0.0010    0.0002
##     40        0.8739             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8810             nan     0.0010    0.0003
##     20        0.8786             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8773             nan     0.0100    0.0014
##      6        0.8762             nan     0.0100    0.0010
##      7        0.8748             nan     0.0100    0.0013
##      8        0.8735             nan     0.0100    0.0013
##      9        0.8721             nan     0.0100    0.0013
##     10        0.8711             nan     0.0100    0.0010
##     20        0.8600             nan     0.0100    0.0012
##     40        0.8403             nan     0.0100    0.0010
##     50        0.8323             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0014
##      5        0.8775             nan     0.0100    0.0014
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0014
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8714             nan     0.0100    0.0013
##     20        0.8602             nan     0.0100    0.0009
##     40        0.8411             nan     0.0100    0.0010
##     50        0.8328             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8776             nan     0.0100    0.0014
##      6        0.8761             nan     0.0100    0.0014
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8737             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0010
##     10        0.8714             nan     0.0100    0.0013
##     20        0.8607             nan     0.0100    0.0012
##     40        0.8411             nan     0.0100    0.0007
##     50        0.8325             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8786             nan     0.0100    0.0014
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8760             nan     0.0100    0.0014
##      7        0.8750             nan     0.0100    0.0010
##      8        0.8736             nan     0.0100    0.0013
##      9        0.8726             nan     0.0100    0.0010
##     10        0.8712             nan     0.0100    0.0013
##     20        0.8602             nan     0.0100    0.0009
##     40        0.8404             nan     0.0100    0.0007
##     50        0.8318             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8781             nan     0.0100    0.0022
##      4        0.8759             nan     0.0100    0.0022
##      5        0.8745             nan     0.0100    0.0015
##      6        0.8729             nan     0.0100    0.0015
##      7        0.8716             nan     0.0100    0.0013
##      8        0.8701             nan     0.0100    0.0014
##      9        0.8680             nan     0.0100    0.0021
##     10        0.8660             nan     0.0100    0.0020
##     20        0.8500             nan     0.0100    0.0019
##     40        0.8234             nan     0.0100    0.0009
##     50        0.8126             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0016
##      3        0.8782             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0022
##      5        0.8746             nan     0.0100    0.0015
##      6        0.8724             nan     0.0100    0.0021
##      7        0.8710             nan     0.0100    0.0015
##      8        0.8695             nan     0.0100    0.0014
##      9        0.8680             nan     0.0100    0.0014
##     10        0.8659             nan     0.0100    0.0021
##     20        0.8497             nan     0.0100    0.0018
##     40        0.8234             nan     0.0100    0.0009
##     50        0.8115             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8798             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8761             nan     0.0100    0.0021
##      5        0.8741             nan     0.0100    0.0020
##      6        0.8726             nan     0.0100    0.0014
##      7        0.8711             nan     0.0100    0.0014
##      8        0.8697             nan     0.0100    0.0014
##      9        0.8682             nan     0.0100    0.0014
##     10        0.8670             nan     0.0100    0.0012
##     20        0.8499             nan     0.0100    0.0019
##     40        0.8228             nan     0.0100    0.0008
##     50        0.8108             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8804             nan     0.0100    0.0016
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8774             nan     0.0100    0.0015
##      5        0.8752             nan     0.0100    0.0021
##      6        0.8731             nan     0.0100    0.0021
##      7        0.8716             nan     0.0100    0.0014
##      8        0.8702             nan     0.0100    0.0014
##      9        0.8681             nan     0.0100    0.0021
##     10        0.8667             nan     0.0100    0.0014
##     20        0.8492             nan     0.0100    0.0012
##     40        0.8226             nan     0.0100    0.0009
##     50        0.8112             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0025
##      2        0.8790             nan     0.0100    0.0018
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8741             nan     0.0100    0.0024
##      5        0.8716             nan     0.0100    0.0024
##      6        0.8692             nan     0.0100    0.0024
##      7        0.8675             nan     0.0100    0.0017
##      8        0.8651             nan     0.0100    0.0023
##      9        0.8629             nan     0.0100    0.0023
##     10        0.8612             nan     0.0100    0.0015
##     20        0.8437             nan     0.0100    0.0014
##     40        0.8129             nan     0.0100    0.0015
##     50        0.8005             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8790             nan     0.0100    0.0025
##      3        0.8772             nan     0.0100    0.0018
##      4        0.8748             nan     0.0100    0.0024
##      5        0.8724             nan     0.0100    0.0024
##      6        0.8707             nan     0.0100    0.0017
##      7        0.8684             nan     0.0100    0.0024
##      8        0.8661             nan     0.0100    0.0023
##      9        0.8644             nan     0.0100    0.0016
##     10        0.8628             nan     0.0100    0.0016
##     20        0.8430             nan     0.0100    0.0020
##     40        0.8138             nan     0.0100    0.0015
##     50        0.8005             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8791             nan     0.0100    0.0018
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8741             nan     0.0100    0.0025
##      5        0.8726             nan     0.0100    0.0014
##      6        0.8709             nan     0.0100    0.0017
##      7        0.8685             nan     0.0100    0.0024
##      8        0.8662             nan     0.0100    0.0023
##      9        0.8645             nan     0.0100    0.0016
##     10        0.8628             nan     0.0100    0.0016
##     20        0.8440             nan     0.0100    0.0012
##     40        0.8129             nan     0.0100    0.0015
##     50        0.8007             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8801             nan     0.0100    0.0019
##      3        0.8782             nan     0.0100    0.0018
##      4        0.8765             nan     0.0100    0.0018
##      5        0.8740             nan     0.0100    0.0025
##      6        0.8722             nan     0.0100    0.0017
##      7        0.8698             nan     0.0100    0.0023
##      8        0.8675             nan     0.0100    0.0023
##      9        0.8659             nan     0.0100    0.0016
##     10        0.8636             nan     0.0100    0.0023
##     20        0.8453             nan     0.0100    0.0021
##     40        0.8130             nan     0.0100    0.0015
##     50        0.8007             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0026
##      2        0.8785             nan     0.0100    0.0023
##      3        0.8760             nan     0.0100    0.0026
##      4        0.8737             nan     0.0100    0.0022
##      5        0.8712             nan     0.0100    0.0025
##      6        0.8691             nan     0.0100    0.0020
##      7        0.8667             nan     0.0100    0.0024
##      8        0.8646             nan     0.0100    0.0021
##      9        0.8622             nan     0.0100    0.0023
##     10        0.8601             nan     0.0100    0.0020
##     20        0.8404             nan     0.0100    0.0017
##     40        0.8089             nan     0.0100    0.0010
##     50        0.7961             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0025
##      6        0.8698             nan     0.0100    0.0019
##      7        0.8676             nan     0.0100    0.0022
##      8        0.8652             nan     0.0100    0.0024
##      9        0.8631             nan     0.0100    0.0021
##     10        0.8608             nan     0.0100    0.0023
##     20        0.8402             nan     0.0100    0.0018
##     40        0.8092             nan     0.0100    0.0016
##     50        0.7959             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8763             nan     0.0100    0.0023
##      4        0.8740             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8693             nan     0.0100    0.0024
##      7        0.8670             nan     0.0100    0.0024
##      8        0.8647             nan     0.0100    0.0021
##      9        0.8624             nan     0.0100    0.0023
##     10        0.8603             nan     0.0100    0.0021
##     20        0.8409             nan     0.0100    0.0018
##     40        0.8091             nan     0.0100    0.0012
##     50        0.7968             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8766             nan     0.0100    0.0020
##      4        0.8742             nan     0.0100    0.0025
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8700             nan     0.0100    0.0019
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0023
##     10        0.8610             nan     0.0100    0.0024
##     20        0.8415             nan     0.0100    0.0014
##     40        0.8101             nan     0.0100    0.0016
##     50        0.7977             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8751             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0003
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0003
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0001
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8763             nan     0.0100    0.0013
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8736             nan     0.0100    0.0013
##      9        0.8725             nan     0.0100    0.0010
##     10        0.8712             nan     0.0100    0.0013
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8420             nan     0.0100    0.0010
##     50        0.8332             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0013
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8790             nan     0.0100    0.0011
##      5        0.8780             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0013
##      7        0.8754             nan     0.0100    0.0013
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0012
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8415             nan     0.0100    0.0010
##     50        0.8335             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0013
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8738             nan     0.0100    0.0013
##      9        0.8725             nan     0.0100    0.0013
##     10        0.8715             nan     0.0100    0.0010
##     20        0.8605             nan     0.0100    0.0009
##     40        0.8414             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8797             nan     0.0100    0.0014
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8773             nan     0.0100    0.0014
##      6        0.8762             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8738             nan     0.0100    0.0013
##      9        0.8728             nan     0.0100    0.0010
##     10        0.8714             nan     0.0100    0.0013
##     20        0.8598             nan     0.0100    0.0012
##     40        0.8412             nan     0.0100    0.0010
##     50        0.8327             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0014
##      5        0.8748             nan     0.0100    0.0021
##      6        0.8734             nan     0.0100    0.0015
##      7        0.8721             nan     0.0100    0.0014
##      8        0.8699             nan     0.0100    0.0021
##      9        0.8679             nan     0.0100    0.0021
##     10        0.8666             nan     0.0100    0.0013
##     20        0.8497             nan     0.0100    0.0018
##     40        0.8210             nan     0.0100    0.0015
##     50        0.8112             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8801             nan     0.0100    0.0014
##      3        0.8786             nan     0.0100    0.0015
##      4        0.8764             nan     0.0100    0.0022
##      5        0.8751             nan     0.0100    0.0013
##      6        0.8729             nan     0.0100    0.0021
##      7        0.8716             nan     0.0100    0.0013
##      8        0.8703             nan     0.0100    0.0013
##      9        0.8682             nan     0.0100    0.0021
##     10        0.8668             nan     0.0100    0.0012
##     20        0.8512             nan     0.0100    0.0012
##     40        0.8224             nan     0.0100    0.0009
##     50        0.8113             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0022
##      4        0.8763             nan     0.0100    0.0022
##      5        0.8741             nan     0.0100    0.0022
##      6        0.8719             nan     0.0100    0.0021
##      7        0.8704             nan     0.0100    0.0014
##      8        0.8690             nan     0.0100    0.0014
##      9        0.8668             nan     0.0100    0.0020
##     10        0.8655             nan     0.0100    0.0013
##     20        0.8487             nan     0.0100    0.0018
##     40        0.8224             nan     0.0100    0.0009
##     50        0.8118             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8800             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8762             nan     0.0100    0.0022
##      5        0.8749             nan     0.0100    0.0013
##      6        0.8727             nan     0.0100    0.0021
##      7        0.8712             nan     0.0100    0.0014
##      8        0.8691             nan     0.0100    0.0021
##      9        0.8677             nan     0.0100    0.0014
##     10        0.8664             nan     0.0100    0.0013
##     20        0.8501             nan     0.0100    0.0011
##     40        0.8235             nan     0.0100    0.0015
##     50        0.8117             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0018
##      4        0.8752             nan     0.0100    0.0015
##      5        0.8736             nan     0.0100    0.0015
##      6        0.8718             nan     0.0100    0.0017
##      7        0.8701             nan     0.0100    0.0017
##      8        0.8677             nan     0.0100    0.0024
##      9        0.8653             nan     0.0100    0.0023
##     10        0.8637             nan     0.0100    0.0016
##     20        0.8457             nan     0.0100    0.0014
##     40        0.8125             nan     0.0100    0.0015
##     50        0.8006             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0019
##      2        0.8793             nan     0.0100    0.0026
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8751             nan     0.0100    0.0025
##      5        0.8732             nan     0.0100    0.0018
##      6        0.8708             nan     0.0100    0.0024
##      7        0.8693             nan     0.0100    0.0014
##      8        0.8669             nan     0.0100    0.0024
##      9        0.8653             nan     0.0100    0.0016
##     10        0.8629             nan     0.0100    0.0023
##     20        0.8447             nan     0.0100    0.0020
##     40        0.8142             nan     0.0100    0.0013
##     50        0.8005             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8795             nan     0.0100    0.0025
##      3        0.8770             nan     0.0100    0.0025
##      4        0.8752             nan     0.0100    0.0018
##      5        0.8728             nan     0.0100    0.0025
##      6        0.8710             nan     0.0100    0.0017
##      7        0.8687             nan     0.0100    0.0024
##      8        0.8669             nan     0.0100    0.0017
##      9        0.8652             nan     0.0100    0.0016
##     10        0.8630             nan     0.0100    0.0023
##     20        0.8445             nan     0.0100    0.0012
##     40        0.8140             nan     0.0100    0.0009
##     50        0.8017             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8747             nan     0.0100    0.0018
##      5        0.8729             nan     0.0100    0.0018
##      6        0.8712             nan     0.0100    0.0017
##      7        0.8688             nan     0.0100    0.0024
##      8        0.8664             nan     0.0100    0.0023
##      9        0.8641             nan     0.0100    0.0023
##     10        0.8626             nan     0.0100    0.0014
##     20        0.8446             nan     0.0100    0.0020
##     40        0.8134             nan     0.0100    0.0010
##     50        0.8003             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0027
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0020
##      6        0.8693             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0016
##      8        0.8655             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0020
##     10        0.8613             nan     0.0100    0.0021
##     20        0.8418             nan     0.0100    0.0013
##     40        0.8095             nan     0.0100    0.0008
##     50        0.7956             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0021
##      2        0.8791             nan     0.0100    0.0026
##      3        0.8765             nan     0.0100    0.0026
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0020
##      6        0.8700             nan     0.0100    0.0021
##      7        0.8675             nan     0.0100    0.0024
##      8        0.8653             nan     0.0100    0.0021
##      9        0.8632             nan     0.0100    0.0021
##     10        0.8611             nan     0.0100    0.0020
##     20        0.8425             nan     0.0100    0.0018
##     40        0.8095             nan     0.0100    0.0016
##     50        0.7967             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0021
##      2        0.8793             nan     0.0100    0.0024
##      3        0.8770             nan     0.0100    0.0023
##      4        0.8749             nan     0.0100    0.0020
##      5        0.8724             nan     0.0100    0.0025
##      6        0.8701             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0024
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8637             nan     0.0100    0.0018
##     10        0.8620             nan     0.0100    0.0016
##     20        0.8417             nan     0.0100    0.0021
##     40        0.8096             nan     0.0100    0.0016
##     50        0.7957             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0023
##      5        0.8716             nan     0.0100    0.0025
##      6        0.8696             nan     0.0100    0.0019
##      7        0.8671             nan     0.0100    0.0024
##      8        0.8650             nan     0.0100    0.0021
##      9        0.8629             nan     0.0100    0.0020
##     10        0.8606             nan     0.0100    0.0023
##     20        0.8417             nan     0.0100    0.0018
##     40        0.8099             nan     0.0100    0.0012
##     50        0.7957             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8773             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8760             nan     0.0010    0.0001
##     50        0.8743             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8742             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8761             nan     0.0010    0.0001
##     50        0.8744             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0001
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8744             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0003
##     40        0.8749             nan     0.0010    0.0002
##     50        0.8727             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8749             nan     0.0010    0.0002
##     50        0.8728             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0003
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8750             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0010
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8784             nan     0.0100    0.0014
##      5        0.8773             nan     0.0100    0.0010
##      6        0.8762             nan     0.0100    0.0010
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8736             nan     0.0100    0.0013
##      9        0.8723             nan     0.0100    0.0013
##     10        0.8713             nan     0.0100    0.0010
##     20        0.8605             nan     0.0100    0.0012
##     40        0.8411             nan     0.0100    0.0010
##     50        0.8335             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0010
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8784             nan     0.0100    0.0013
##      5        0.8770             nan     0.0100    0.0013
##      6        0.8760             nan     0.0100    0.0010
##      7        0.8746             nan     0.0100    0.0013
##      8        0.8733             nan     0.0100    0.0013
##      9        0.8721             nan     0.0100    0.0012
##     10        0.8711             nan     0.0100    0.0010
##     20        0.8604             nan     0.0100    0.0008
##     40        0.8418             nan     0.0100    0.0010
##     50        0.8330             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0010
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8801             nan     0.0100    0.0010
##      4        0.8790             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0014
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8736             nan     0.0100    0.0013
##      9        0.8726             nan     0.0100    0.0010
##     10        0.8716             nan     0.0100    0.0009
##     20        0.8607             nan     0.0100    0.0012
##     40        0.8407             nan     0.0100    0.0010
##     50        0.8332             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8809             nan     0.0100    0.0014
##      3        0.8795             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0010
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8761             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0013
##     10        0.8715             nan     0.0100    0.0013
##     20        0.8605             nan     0.0100    0.0012
##     40        0.8416             nan     0.0100    0.0010
##     50        0.8339             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0022
##      4        0.8769             nan     0.0100    0.0014
##      5        0.8747             nan     0.0100    0.0021
##      6        0.8726             nan     0.0100    0.0021
##      7        0.8713             nan     0.0100    0.0012
##      8        0.8699             nan     0.0100    0.0014
##      9        0.8678             nan     0.0100    0.0021
##     10        0.8658             nan     0.0100    0.0020
##     20        0.8501             nan     0.0100    0.0010
##     40        0.8227             nan     0.0100    0.0015
##     50        0.8120             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8777             nan     0.0100    0.0022
##      4        0.8762             nan     0.0100    0.0014
##      5        0.8747             nan     0.0100    0.0014
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8721             nan     0.0100    0.0012
##      8        0.8699             nan     0.0100    0.0021
##      9        0.8681             nan     0.0100    0.0018
##     10        0.8667             nan     0.0100    0.0013
##     20        0.8506             nan     0.0100    0.0018
##     40        0.8228             nan     0.0100    0.0015
##     50        0.8116             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8800             nan     0.0100    0.0015
##      3        0.8778             nan     0.0100    0.0022
##      4        0.8757             nan     0.0100    0.0021
##      5        0.8742             nan     0.0100    0.0014
##      6        0.8721             nan     0.0100    0.0021
##      7        0.8706             nan     0.0100    0.0014
##      8        0.8686             nan     0.0100    0.0020
##      9        0.8665             nan     0.0100    0.0020
##     10        0.8652             nan     0.0100    0.0014
##     20        0.8492             nan     0.0100    0.0018
##     40        0.8230             nan     0.0100    0.0009
##     50        0.8113             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8800             nan     0.0100    0.0015
##      3        0.8786             nan     0.0100    0.0015
##      4        0.8771             nan     0.0100    0.0014
##      5        0.8757             nan     0.0100    0.0014
##      6        0.8735             nan     0.0100    0.0021
##      7        0.8715             nan     0.0100    0.0021
##      8        0.8694             nan     0.0100    0.0021
##      9        0.8675             nan     0.0100    0.0018
##     10        0.8655             nan     0.0100    0.0020
##     20        0.8492             nan     0.0100    0.0018
##     40        0.8246             nan     0.0100    0.0008
##     50        0.8121             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0024
##      4        0.8737             nan     0.0100    0.0024
##      5        0.8720             nan     0.0100    0.0016
##      6        0.8697             nan     0.0100    0.0024
##      7        0.8680             nan     0.0100    0.0016
##      8        0.8656             nan     0.0100    0.0023
##      9        0.8636             nan     0.0100    0.0021
##     10        0.8613             nan     0.0100    0.0022
##     20        0.8442             nan     0.0100    0.0017
##     40        0.8134             nan     0.0100    0.0015
##     50        0.8013             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8794             nan     0.0100    0.0017
##      3        0.8777             nan     0.0100    0.0017
##      4        0.8751             nan     0.0100    0.0025
##      5        0.8730             nan     0.0100    0.0021
##      6        0.8706             nan     0.0100    0.0023
##      7        0.8689             nan     0.0100    0.0016
##      8        0.8666             nan     0.0100    0.0023
##      9        0.8643             nan     0.0100    0.0023
##     10        0.8619             nan     0.0100    0.0022
##     20        0.8433             nan     0.0100    0.0013
##     40        0.8140             nan     0.0100    0.0008
##     50        0.8006             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8801             nan     0.0100    0.0017
##      3        0.8783             nan     0.0100    0.0018
##      4        0.8759             nan     0.0100    0.0025
##      5        0.8741             nan     0.0100    0.0017
##      6        0.8724             nan     0.0100    0.0016
##      7        0.8700             nan     0.0100    0.0024
##      8        0.8682             nan     0.0100    0.0016
##      9        0.8658             nan     0.0100    0.0023
##     10        0.8637             nan     0.0100    0.0023
##     20        0.8451             nan     0.0100    0.0020
##     40        0.8146             nan     0.0100    0.0008
##     50        0.8019             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8773             nan     0.0100    0.0017
##      4        0.8755             nan     0.0100    0.0017
##      5        0.8730             nan     0.0100    0.0024
##      6        0.8713             nan     0.0100    0.0017
##      7        0.8697             nan     0.0100    0.0016
##      8        0.8674             nan     0.0100    0.0023
##      9        0.8650             nan     0.0100    0.0022
##     10        0.8628             nan     0.0100    0.0022
##     20        0.8439             nan     0.0100    0.0020
##     40        0.8138             nan     0.0100    0.0014
##     50        0.8012             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0024
##      6        0.8697             nan     0.0100    0.0021
##      7        0.8674             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0023
##      9        0.8627             nan     0.0100    0.0023
##     10        0.8607             nan     0.0100    0.0020
##     20        0.8410             nan     0.0100    0.0017
##     40        0.8082             nan     0.0100    0.0014
##     50        0.7962             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0021
##      6        0.8698             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0021
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8632             nan     0.0100    0.0023
##     10        0.8610             nan     0.0100    0.0023
##     20        0.8411             nan     0.0100    0.0020
##     40        0.8088             nan     0.0100    0.0009
##     50        0.7964             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0024
##      5        0.8714             nan     0.0100    0.0024
##      6        0.8694             nan     0.0100    0.0021
##      7        0.8670             nan     0.0100    0.0024
##      8        0.8647             nan     0.0100    0.0023
##      9        0.8631             nan     0.0100    0.0015
##     10        0.8608             nan     0.0100    0.0023
##     20        0.8406             nan     0.0100    0.0015
##     40        0.8091             nan     0.0100    0.0013
##     50        0.7959             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8788             nan     0.0100    0.0025
##      3        0.8766             nan     0.0100    0.0022
##      4        0.8742             nan     0.0100    0.0024
##      5        0.8717             nan     0.0100    0.0025
##      6        0.8698             nan     0.0100    0.0019
##      7        0.8677             nan     0.0100    0.0021
##      8        0.8653             nan     0.0100    0.0023
##      9        0.8631             nan     0.0100    0.0023
##     10        0.8607             nan     0.0100    0.0023
##     20        0.8406             nan     0.0100    0.0019
##     40        0.8084             nan     0.0100    0.0012
##     50        0.7960             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0001
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0001
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0001
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8791             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8420             nan     0.0100    0.0010
##     50        0.8340             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8610             nan     0.0100    0.0009
##     40        0.8420             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0013
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8764             nan     0.0100    0.0014
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8615             nan     0.0100    0.0009
##     40        0.8422             nan     0.0100    0.0010
##     50        0.8335             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0014
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8734             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0013
##     20        0.8610             nan     0.0100    0.0009
##     40        0.8419             nan     0.0100    0.0007
##     50        0.8338             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8797             nan     0.0100    0.0015
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8747             nan     0.0100    0.0013
##      6        0.8724             nan     0.0100    0.0022
##      7        0.8710             nan     0.0100    0.0014
##      8        0.8696             nan     0.0100    0.0013
##      9        0.8683             nan     0.0100    0.0014
##     10        0.8670             nan     0.0100    0.0012
##     20        0.8516             nan     0.0100    0.0019
##     40        0.8240             nan     0.0100    0.0008
##     50        0.8114             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8807             nan     0.0100    0.0013
##      3        0.8792             nan     0.0100    0.0015
##      4        0.8778             nan     0.0100    0.0013
##      5        0.8764             nan     0.0100    0.0015
##      6        0.8750             nan     0.0100    0.0014
##      7        0.8736             nan     0.0100    0.0012
##      8        0.8723             nan     0.0100    0.0012
##      9        0.8701             nan     0.0100    0.0022
##     10        0.8688             nan     0.0100    0.0013
##     20        0.8519             nan     0.0100    0.0019
##     40        0.8232             nan     0.0100    0.0009
##     50        0.8117             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0022
##      5        0.8752             nan     0.0100    0.0014
##      6        0.8738             nan     0.0100    0.0014
##      7        0.8724             nan     0.0100    0.0014
##      8        0.8702             nan     0.0100    0.0021
##      9        0.8690             nan     0.0100    0.0012
##     10        0.8669             nan     0.0100    0.0021
##     20        0.8510             nan     0.0100    0.0011
##     40        0.8233             nan     0.0100    0.0009
##     50        0.8131             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8791             nan     0.0100    0.0013
##      4        0.8777             nan     0.0100    0.0015
##      5        0.8764             nan     0.0100    0.0013
##      6        0.8742             nan     0.0100    0.0022
##      7        0.8728             nan     0.0100    0.0014
##      8        0.8706             nan     0.0100    0.0022
##      9        0.8685             nan     0.0100    0.0021
##     10        0.8672             nan     0.0100    0.0012
##     20        0.8506             nan     0.0100    0.0019
##     40        0.8232             nan     0.0100    0.0015
##     50        0.8128             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8764             nan     0.0100    0.0017
##      5        0.8739             nan     0.0100    0.0024
##      6        0.8716             nan     0.0100    0.0024
##      7        0.8698             nan     0.0100    0.0016
##      8        0.8674             nan     0.0100    0.0023
##      9        0.8660             nan     0.0100    0.0014
##     10        0.8646             nan     0.0100    0.0013
##     20        0.8470             nan     0.0100    0.0020
##     40        0.8159             nan     0.0100    0.0010
##     50        0.8023             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0025
##      5        0.8727             nan     0.0100    0.0014
##      6        0.8703             nan     0.0100    0.0024
##      7        0.8679             nan     0.0100    0.0024
##      8        0.8662             nan     0.0100    0.0017
##      9        0.8647             nan     0.0100    0.0014
##     10        0.8630             nan     0.0100    0.0016
##     20        0.8452             nan     0.0100    0.0013
##     40        0.8151             nan     0.0100    0.0009
##     50        0.8031             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8763             nan     0.0100    0.0017
##      5        0.8739             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0024
##      7        0.8697             nan     0.0100    0.0017
##      8        0.8674             nan     0.0100    0.0024
##      9        0.8651             nan     0.0100    0.0023
##     10        0.8636             nan     0.0100    0.0016
##     20        0.8470             nan     0.0100    0.0013
##     40        0.8152             nan     0.0100    0.0010
##     50        0.8025             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8791             nan     0.0100    0.0018
##      3        0.8777             nan     0.0100    0.0015
##      4        0.8759             nan     0.0100    0.0018
##      5        0.8741             nan     0.0100    0.0017
##      6        0.8717             nan     0.0100    0.0024
##      7        0.8700             nan     0.0100    0.0017
##      8        0.8683             nan     0.0100    0.0018
##      9        0.8666             nan     0.0100    0.0016
##     10        0.8644             nan     0.0100    0.0023
##     20        0.8456             nan     0.0100    0.0013
##     40        0.8151             nan     0.0100    0.0009
##     50        0.8021             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8770             nan     0.0100    0.0016
##      4        0.8745             nan     0.0100    0.0025
##      5        0.8723             nan     0.0100    0.0021
##      6        0.8706             nan     0.0100    0.0016
##      7        0.8685             nan     0.0100    0.0021
##      8        0.8666             nan     0.0100    0.0018
##      9        0.8642             nan     0.0100    0.0024
##     10        0.8621             nan     0.0100    0.0021
##     20        0.8428             nan     0.0100    0.0018
##     40        0.8101             nan     0.0100    0.0016
##     50        0.7979             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0022
##      4        0.8745             nan     0.0100    0.0022
##      5        0.8720             nan     0.0100    0.0025
##      6        0.8698             nan     0.0100    0.0022
##      7        0.8677             nan     0.0100    0.0021
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8632             nan     0.0100    0.0024
##     10        0.8613             nan     0.0100    0.0018
##     20        0.8422             nan     0.0100    0.0017
##     40        0.8101             nan     0.0100    0.0012
##     50        0.7977             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8766             nan     0.0100    0.0019
##      4        0.8744             nan     0.0100    0.0022
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8702             nan     0.0100    0.0022
##      7        0.8685             nan     0.0100    0.0015
##      8        0.8664             nan     0.0100    0.0021
##      9        0.8639             nan     0.0100    0.0024
##     10        0.8619             nan     0.0100    0.0020
##     20        0.8424             nan     0.0100    0.0018
##     40        0.8115             nan     0.0100    0.0013
##     50        0.7979             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8737             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0019
##      6        0.8696             nan     0.0100    0.0021
##      7        0.8675             nan     0.0100    0.0021
##      8        0.8653             nan     0.0100    0.0020
##      9        0.8630             nan     0.0100    0.0023
##     10        0.8610             nan     0.0100    0.0020
##     20        0.8423             nan     0.0100    0.0018
##     40        0.8105             nan     0.0100    0.0016
##     50        0.7985             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0002
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0003
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8786             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0003
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0003
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8790             nan     0.0100    0.0011
##      5        0.8779             nan     0.0100    0.0011
##      6        0.8766             nan     0.0100    0.0014
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8716             nan     0.0100    0.0013
##     20        0.8605             nan     0.0100    0.0009
##     40        0.8415             nan     0.0100    0.0010
##     50        0.8331             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0011
##      6        0.8766             nan     0.0100    0.0011
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8722             nan     0.0100    0.0010
##     20        0.8603             nan     0.0100    0.0012
##     40        0.8407             nan     0.0100    0.0010
##     50        0.8332             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8809             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0011
##      6        0.8763             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0011
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8728             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0010
##     20        0.8607             nan     0.0100    0.0012
##     40        0.8411             nan     0.0100    0.0010
##     50        0.8327             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0011
##      6        0.8763             nan     0.0100    0.0014
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0013
##     10        0.8715             nan     0.0100    0.0013
##     20        0.8604             nan     0.0100    0.0009
##     40        0.8412             nan     0.0100    0.0007
##     50        0.8332             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0016
##      3        0.8788             nan     0.0100    0.0014
##      4        0.8773             nan     0.0100    0.0015
##      5        0.8751             nan     0.0100    0.0022
##      6        0.8728             nan     0.0100    0.0021
##      7        0.8714             nan     0.0100    0.0014
##      8        0.8700             nan     0.0100    0.0015
##      9        0.8686             nan     0.0100    0.0014
##     10        0.8672             nan     0.0100    0.0014
##     20        0.8522             nan     0.0100    0.0011
##     40        0.8241             nan     0.0100    0.0016
##     50        0.8115             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0016
##      3        0.8781             nan     0.0100    0.0022
##      4        0.8765             nan     0.0100    0.0015
##      5        0.8751             nan     0.0100    0.0015
##      6        0.8736             nan     0.0100    0.0015
##      7        0.8714             nan     0.0100    0.0021
##      8        0.8693             nan     0.0100    0.0021
##      9        0.8678             nan     0.0100    0.0014
##     10        0.8656             nan     0.0100    0.0020
##     20        0.8505             nan     0.0100    0.0019
##     40        0.8234             nan     0.0100    0.0009
##     50        0.8112             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0014
##      2        0.8805             nan     0.0100    0.0016
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8774             nan     0.0100    0.0015
##      5        0.8759             nan     0.0100    0.0015
##      6        0.8744             nan     0.0100    0.0015
##      7        0.8723             nan     0.0100    0.0021
##      8        0.8704             nan     0.0100    0.0019
##      9        0.8684             nan     0.0100    0.0021
##     10        0.8662             nan     0.0100    0.0021
##     20        0.8509             nan     0.0100    0.0011
##     40        0.8224             nan     0.0100    0.0015
##     50        0.8112             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0016
##      3        0.8787             nan     0.0100    0.0016
##      4        0.8772             nan     0.0100    0.0015
##      5        0.8757             nan     0.0100    0.0015
##      6        0.8735             nan     0.0100    0.0022
##      7        0.8721             nan     0.0100    0.0013
##      8        0.8700             nan     0.0100    0.0021
##      9        0.8679             nan     0.0100    0.0021
##     10        0.8658             nan     0.0100    0.0021
##     20        0.8503             nan     0.0100    0.0012
##     40        0.8234             nan     0.0100    0.0015
##     50        0.8119             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8797             nan     0.0100    0.0019
##      3        0.8777             nan     0.0100    0.0018
##      4        0.8752             nan     0.0100    0.0025
##      5        0.8735             nan     0.0100    0.0018
##      6        0.8711             nan     0.0100    0.0024
##      7        0.8686             nan     0.0100    0.0024
##      8        0.8663             nan     0.0100    0.0023
##      9        0.8640             nan     0.0100    0.0023
##     10        0.8623             nan     0.0100    0.0016
##     20        0.8451             nan     0.0100    0.0016
##     40        0.8154             nan     0.0100    0.0016
##     50        0.8027             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8779             nan     0.0100    0.0018
##      4        0.8762             nan     0.0100    0.0018
##      5        0.8737             nan     0.0100    0.0025
##      6        0.8719             nan     0.0100    0.0017
##      7        0.8701             nan     0.0100    0.0017
##      8        0.8683             nan     0.0100    0.0017
##      9        0.8666             nan     0.0100    0.0016
##     10        0.8652             nan     0.0100    0.0014
##     20        0.8462             nan     0.0100    0.0021
##     40        0.8152             nan     0.0100    0.0016
##     50        0.8027             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8772             nan     0.0100    0.0018
##      4        0.8747             nan     0.0100    0.0025
##      5        0.8730             nan     0.0100    0.0018
##      6        0.8711             nan     0.0100    0.0018
##      7        0.8694             nan     0.0100    0.0017
##      8        0.8679             nan     0.0100    0.0014
##      9        0.8661             nan     0.0100    0.0016
##     10        0.8638             nan     0.0100    0.0023
##     20        0.8447             nan     0.0100    0.0020
##     40        0.8141             nan     0.0100    0.0009
##     50        0.8013             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0019
##      2        0.8789             nan     0.0100    0.0025
##      3        0.8771             nan     0.0100    0.0018
##      4        0.8756             nan     0.0100    0.0015
##      5        0.8738             nan     0.0100    0.0018
##      6        0.8714             nan     0.0100    0.0024
##      7        0.8697             nan     0.0100    0.0017
##      8        0.8680             nan     0.0100    0.0017
##      9        0.8657             nan     0.0100    0.0023
##     10        0.8633             nan     0.0100    0.0023
##     20        0.8468             nan     0.0100    0.0011
##     40        0.8147             nan     0.0100    0.0010
##     50        0.8009             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8715             nan     0.0100    0.0025
##      6        0.8693             nan     0.0100    0.0022
##      7        0.8670             nan     0.0100    0.0021
##      8        0.8649             nan     0.0100    0.0021
##      9        0.8629             nan     0.0100    0.0020
##     10        0.8608             nan     0.0100    0.0020
##     20        0.8412             nan     0.0100    0.0021
##     40        0.8102             nan     0.0100    0.0010
##     50        0.7978             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8788             nan     0.0100    0.0020
##      3        0.8762             nan     0.0100    0.0026
##      4        0.8737             nan     0.0100    0.0025
##      5        0.8712             nan     0.0100    0.0025
##      6        0.8689             nan     0.0100    0.0022
##      7        0.8671             nan     0.0100    0.0019
##      8        0.8650             nan     0.0100    0.0021
##      9        0.8631             nan     0.0100    0.0018
##     10        0.8610             nan     0.0100    0.0021
##     20        0.8410             nan     0.0100    0.0020
##     40        0.8093             nan     0.0100    0.0016
##     50        0.7971             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0021
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8769             nan     0.0100    0.0019
##      4        0.8746             nan     0.0100    0.0023
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8701             nan     0.0100    0.0022
##      7        0.8680             nan     0.0100    0.0022
##      8        0.8658             nan     0.0100    0.0021
##      9        0.8637             nan     0.0100    0.0021
##     10        0.8616             nan     0.0100    0.0021
##     20        0.8424             nan     0.0100    0.0018
##     40        0.8097             nan     0.0100    0.0016
##     50        0.7977             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0020
##      2        0.8790             nan     0.0100    0.0024
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0025
##      6        0.8694             nan     0.0100    0.0022
##      7        0.8672             nan     0.0100    0.0022
##      8        0.8649             nan     0.0100    0.0024
##      9        0.8625             nan     0.0100    0.0023
##     10        0.8605             nan     0.0100    0.0021
##     20        0.8408             nan     0.0100    0.0018
##     40        0.8106             nan     0.0100    0.0011
##     50        0.7983             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8745             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8745             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0003
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0003
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0010
##      3        0.8801             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0014
##      5        0.8776             nan     0.0100    0.0013
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8422             nan     0.0100    0.0007
##     50        0.8344             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0010
##      3        0.8801             nan     0.0100    0.0014
##      4        0.8791             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8757             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0014
##      9        0.8733             nan     0.0100    0.0009
##     10        0.8721             nan     0.0100    0.0013
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8415             nan     0.0100    0.0009
##     50        0.8338             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0010
##      4        0.8791             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0013
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0012
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0012
##     40        0.8416             nan     0.0100    0.0007
##     50        0.8337             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0010
##      2        0.8812             nan     0.0100    0.0013
##      3        0.8802             nan     0.0100    0.0010
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8779             nan     0.0100    0.0010
##      6        0.8769             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0014
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8716             nan     0.0100    0.0012
##     20        0.8614             nan     0.0100    0.0009
##     40        0.8423             nan     0.0100    0.0007
##     50        0.8342             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8800             nan     0.0100    0.0021
##      3        0.8778             nan     0.0100    0.0022
##      4        0.8757             nan     0.0100    0.0021
##      5        0.8743             nan     0.0100    0.0015
##      6        0.8730             nan     0.0100    0.0012
##      7        0.8709             nan     0.0100    0.0020
##      8        0.8689             nan     0.0100    0.0020
##      9        0.8675             nan     0.0100    0.0014
##     10        0.8662             nan     0.0100    0.0013
##     20        0.8517             nan     0.0100    0.0018
##     40        0.8237             nan     0.0100    0.0015
##     50        0.8132             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8794             nan     0.0100    0.0021
##      3        0.8772             nan     0.0100    0.0021
##      4        0.8750             nan     0.0100    0.0021
##      5        0.8737             nan     0.0100    0.0013
##      6        0.8722             nan     0.0100    0.0015
##      7        0.8708             nan     0.0100    0.0014
##      8        0.8693             nan     0.0100    0.0014
##      9        0.8673             nan     0.0100    0.0021
##     10        0.8655             nan     0.0100    0.0018
##     20        0.8491             nan     0.0100    0.0012
##     40        0.8230             nan     0.0100    0.0015
##     50        0.8121             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0015
##      2        0.8800             nan     0.0100    0.0021
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8770             nan     0.0100    0.0014
##      5        0.8749             nan     0.0100    0.0021
##      6        0.8735             nan     0.0100    0.0014
##      7        0.8714             nan     0.0100    0.0021
##      8        0.8699             nan     0.0100    0.0014
##      9        0.8678             nan     0.0100    0.0021
##     10        0.8658             nan     0.0100    0.0020
##     20        0.8520             nan     0.0100    0.0011
##     40        0.8236             nan     0.0100    0.0009
##     50        0.8125             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8785             nan     0.0100    0.0014
##      4        0.8770             nan     0.0100    0.0014
##      5        0.8756             nan     0.0100    0.0014
##      6        0.8734             nan     0.0100    0.0021
##      7        0.8713             nan     0.0100    0.0020
##      8        0.8692             nan     0.0100    0.0021
##      9        0.8678             nan     0.0100    0.0014
##     10        0.8665             nan     0.0100    0.0013
##     20        0.8513             nan     0.0100    0.0012
##     40        0.8240             nan     0.0100    0.0008
##     50        0.8123             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8794             nan     0.0100    0.0025
##      3        0.8776             nan     0.0100    0.0018
##      4        0.8751             nan     0.0100    0.0025
##      5        0.8728             nan     0.0100    0.0024
##      6        0.8704             nan     0.0100    0.0024
##      7        0.8686             nan     0.0100    0.0017
##      8        0.8662             nan     0.0100    0.0023
##      9        0.8645             nan     0.0100    0.0016
##     10        0.8629             nan     0.0100    0.0015
##     20        0.8437             nan     0.0100    0.0020
##     40        0.8129             nan     0.0100    0.0015
##     50        0.8020             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0017
##      4        0.8762             nan     0.0100    0.0018
##      5        0.8746             nan     0.0100    0.0015
##      6        0.8729             nan     0.0100    0.0016
##      7        0.8707             nan     0.0100    0.0023
##      8        0.8683             nan     0.0100    0.0024
##      9        0.8660             nan     0.0100    0.0023
##     10        0.8643             nan     0.0100    0.0017
##     20        0.8446             nan     0.0100    0.0018
##     40        0.8142             nan     0.0100    0.0009
##     50        0.8012             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8803             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0022
##      4        0.8763             nan     0.0100    0.0018
##      5        0.8740             nan     0.0100    0.0023
##      6        0.8723             nan     0.0100    0.0017
##      7        0.8699             nan     0.0100    0.0024
##      8        0.8681             nan     0.0100    0.0017
##      9        0.8658             nan     0.0100    0.0023
##     10        0.8637             nan     0.0100    0.0023
##     20        0.8453             nan     0.0100    0.0020
##     40        0.8139             nan     0.0100    0.0015
##     50        0.8015             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8801             nan     0.0100    0.0015
##      3        0.8777             nan     0.0100    0.0025
##      4        0.8753             nan     0.0100    0.0025
##      5        0.8738             nan     0.0100    0.0015
##      6        0.8714             nan     0.0100    0.0024
##      7        0.8697             nan     0.0100    0.0016
##      8        0.8680             nan     0.0100    0.0016
##      9        0.8657             nan     0.0100    0.0023
##     10        0.8642             nan     0.0100    0.0016
##     20        0.8452             nan     0.0100    0.0019
##     40        0.8148             nan     0.0100    0.0015
##     50        0.8015             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8759             nan     0.0100    0.0025
##      4        0.8737             nan     0.0100    0.0022
##      5        0.8713             nan     0.0100    0.0024
##      6        0.8691             nan     0.0100    0.0021
##      7        0.8668             nan     0.0100    0.0024
##      8        0.8647             nan     0.0100    0.0020
##      9        0.8626             nan     0.0100    0.0020
##     10        0.8603             nan     0.0100    0.0022
##     20        0.8409             nan     0.0100    0.0017
##     40        0.8106             nan     0.0100    0.0010
##     50        0.7979             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8788             nan     0.0100    0.0022
##      3        0.8766             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0021
##      6        0.8697             nan     0.0100    0.0020
##      7        0.8678             nan     0.0100    0.0019
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8636             nan     0.0100    0.0020
##     10        0.8619             nan     0.0100    0.0018
##     20        0.8419             nan     0.0100    0.0020
##     40        0.8115             nan     0.0100    0.0013
##     50        0.7988             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0025
##      6        0.8694             nan     0.0100    0.0024
##      7        0.8672             nan     0.0100    0.0021
##      8        0.8648             nan     0.0100    0.0022
##      9        0.8625             nan     0.0100    0.0024
##     10        0.8605             nan     0.0100    0.0019
##     20        0.8416             nan     0.0100    0.0018
##     40        0.8103             nan     0.0100    0.0013
##     50        0.7970             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8788             nan     0.0100    0.0022
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8719             nan     0.0100    0.0024
##      6        0.8697             nan     0.0100    0.0022
##      7        0.8673             nan     0.0100    0.0024
##      8        0.8653             nan     0.0100    0.0020
##      9        0.8634             nan     0.0100    0.0018
##     10        0.8615             nan     0.0100    0.0020
##     20        0.8409             nan     0.0100    0.0020
##     40        0.8091             nan     0.0100    0.0015
##     50        0.7965             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8825             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8747             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0003
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0013
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8773             nan     0.0100    0.0013
##      6        0.8760             nan     0.0100    0.0013
##      7        0.8749             nan     0.0100    0.0010
##      8        0.8739             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0012
##     20        0.8615             nan     0.0100    0.0008
##     40        0.8429             nan     0.0100    0.0010
##     50        0.8346             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0010
##      2        0.8814             nan     0.0100    0.0010
##      3        0.8804             nan     0.0100    0.0010
##      4        0.8790             nan     0.0100    0.0014
##      5        0.8780             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0013
##      7        0.8754             nan     0.0100    0.0013
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0009
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8429             nan     0.0100    0.0007
##     50        0.8344             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8801             nan     0.0100    0.0010
##      4        0.8791             nan     0.0100    0.0010
##      5        0.8780             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0013
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8428             nan     0.0100    0.0007
##     50        0.8341             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0010
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8752             nan     0.0100    0.0013
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0012
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8616             nan     0.0100    0.0008
##     40        0.8425             nan     0.0100    0.0010
##     50        0.8343             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0015
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8786             nan     0.0100    0.0021
##      4        0.8771             nan     0.0100    0.0014
##      5        0.8751             nan     0.0100    0.0021
##      6        0.8736             nan     0.0100    0.0014
##      7        0.8723             nan     0.0100    0.0012
##      8        0.8710             nan     0.0100    0.0012
##      9        0.8698             nan     0.0100    0.0012
##     10        0.8678             nan     0.0100    0.0020
##     20        0.8507             nan     0.0100    0.0011
##     40        0.8246             nan     0.0100    0.0015
##     50        0.8120             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8800             nan     0.0100    0.0021
##      3        0.8785             nan     0.0100    0.0014
##      4        0.8763             nan     0.0100    0.0022
##      5        0.8742             nan     0.0100    0.0021
##      6        0.8728             nan     0.0100    0.0014
##      7        0.8707             nan     0.0100    0.0020
##      8        0.8693             nan     0.0100    0.0012
##      9        0.8680             nan     0.0100    0.0014
##     10        0.8665             nan     0.0100    0.0013
##     20        0.8507             nan     0.0100    0.0018
##     40        0.8229             nan     0.0100    0.0015
##     50        0.8118             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8807             nan     0.0100    0.0015
##      3        0.8785             nan     0.0100    0.0022
##      4        0.8763             nan     0.0100    0.0021
##      5        0.8743             nan     0.0100    0.0021
##      6        0.8728             nan     0.0100    0.0014
##      7        0.8708             nan     0.0100    0.0020
##      8        0.8694             nan     0.0100    0.0014
##      9        0.8680             nan     0.0100    0.0013
##     10        0.8668             nan     0.0100    0.0012
##     20        0.8517             nan     0.0100    0.0018
##     40        0.8243             nan     0.0100    0.0009
##     50        0.8132             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8771             nan     0.0100    0.0013
##      5        0.8750             nan     0.0100    0.0021
##      6        0.8729             nan     0.0100    0.0021
##      7        0.8715             nan     0.0100    0.0014
##      8        0.8695             nan     0.0100    0.0020
##      9        0.8675             nan     0.0100    0.0021
##     10        0.8661             nan     0.0100    0.0014
##     20        0.8504             nan     0.0100    0.0018
##     40        0.8249             nan     0.0100    0.0007
##     50        0.8136             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8802             nan     0.0100    0.0015
##      3        0.8788             nan     0.0100    0.0014
##      4        0.8763             nan     0.0100    0.0024
##      5        0.8739             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0023
##      7        0.8699             nan     0.0100    0.0017
##      8        0.8676             nan     0.0100    0.0024
##      9        0.8660             nan     0.0100    0.0016
##     10        0.8644             nan     0.0100    0.0016
##     20        0.8455             nan     0.0100    0.0011
##     40        0.8146             nan     0.0100    0.0012
##     50        0.8025             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8794             nan     0.0100    0.0025
##      3        0.8769             nan     0.0100    0.0024
##      4        0.8755             nan     0.0100    0.0014
##      5        0.8737             nan     0.0100    0.0016
##      6        0.8721             nan     0.0100    0.0016
##      7        0.8697             nan     0.0100    0.0023
##      8        0.8681             nan     0.0100    0.0016
##      9        0.8658             nan     0.0100    0.0022
##     10        0.8642             nan     0.0100    0.0015
##     20        0.8452             nan     0.0100    0.0019
##     40        0.8155             nan     0.0100    0.0008
##     50        0.8028             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8779             nan     0.0100    0.0025
##      4        0.8757             nan     0.0100    0.0022
##      5        0.8733             nan     0.0100    0.0024
##      6        0.8716             nan     0.0100    0.0017
##      7        0.8694             nan     0.0100    0.0023
##      8        0.8670             nan     0.0100    0.0023
##      9        0.8647             nan     0.0100    0.0023
##     10        0.8625             nan     0.0100    0.0022
##     20        0.8446             nan     0.0100    0.0013
##     40        0.8156             nan     0.0100    0.0015
##     50        0.8037             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0024
##      4        0.8738             nan     0.0100    0.0024
##      5        0.8715             nan     0.0100    0.0023
##      6        0.8691             nan     0.0100    0.0023
##      7        0.8667             nan     0.0100    0.0022
##      8        0.8651             nan     0.0100    0.0015
##      9        0.8629             nan     0.0100    0.0023
##     10        0.8607             nan     0.0100    0.0022
##     20        0.8434             nan     0.0100    0.0019
##     40        0.8143             nan     0.0100    0.0009
##     50        0.8010             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8723             nan     0.0100    0.0018
##      6        0.8699             nan     0.0100    0.0024
##      7        0.8676             nan     0.0100    0.0023
##      8        0.8653             nan     0.0100    0.0023
##      9        0.8630             nan     0.0100    0.0023
##     10        0.8607             nan     0.0100    0.0023
##     20        0.8418             nan     0.0100    0.0017
##     40        0.8102             nan     0.0100    0.0015
##     50        0.7970             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0024
##      6        0.8696             nan     0.0100    0.0021
##      7        0.8673             nan     0.0100    0.0024
##      8        0.8652             nan     0.0100    0.0020
##      9        0.8632             nan     0.0100    0.0020
##     10        0.8612             nan     0.0100    0.0020
##     20        0.8421             nan     0.0100    0.0017
##     40        0.8100             nan     0.0100    0.0008
##     50        0.7980             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8771             nan     0.0100    0.0019
##      4        0.8748             nan     0.0100    0.0022
##      5        0.8726             nan     0.0100    0.0022
##      6        0.8709             nan     0.0100    0.0015
##      7        0.8685             nan     0.0100    0.0024
##      8        0.8665             nan     0.0100    0.0021
##      9        0.8645             nan     0.0100    0.0021
##     10        0.8621             nan     0.0100    0.0023
##     20        0.8423             nan     0.0100    0.0016
##     40        0.8121             nan     0.0100    0.0015
##     50        0.7997             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8737             nan     0.0100    0.0024
##      5        0.8713             nan     0.0100    0.0024
##      6        0.8691             nan     0.0100    0.0024
##      7        0.8668             nan     0.0100    0.0023
##      8        0.8645             nan     0.0100    0.0023
##      9        0.8627             nan     0.0100    0.0018
##     10        0.8604             nan     0.0100    0.0022
##     20        0.8412             nan     0.0100    0.0018
##     40        0.8103             nan     0.0100    0.0016
##     50        0.7967             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8745             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8802             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8747             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8792             nan     0.0010    0.0003
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0001
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0003
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8748             nan     0.0010    0.0002
##     50        0.8727             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8787             nan     0.0100    0.0010
##      5        0.8774             nan     0.0100    0.0013
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0012
##     20        0.8614             nan     0.0100    0.0008
##     40        0.8416             nan     0.0100    0.0010
##     50        0.8340             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8798             nan     0.0100    0.0011
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8774             nan     0.0100    0.0010
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8750             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0012
##     20        0.8609             nan     0.0100    0.0011
##     40        0.8421             nan     0.0100    0.0010
##     50        0.8340             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8800             nan     0.0100    0.0010
##      4        0.8790             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8609             nan     0.0100    0.0009
##     40        0.8425             nan     0.0100    0.0007
##     50        0.8338             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8779             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0013
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8615             nan     0.0100    0.0011
##     40        0.8422             nan     0.0100    0.0007
##     50        0.8340             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8798             nan     0.0100    0.0015
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8740             nan     0.0100    0.0021
##      6        0.8726             nan     0.0100    0.0013
##      7        0.8711             nan     0.0100    0.0014
##      8        0.8698             nan     0.0100    0.0013
##      9        0.8677             nan     0.0100    0.0020
##     10        0.8665             nan     0.0100    0.0012
##     20        0.8512             nan     0.0100    0.0019
##     40        0.8234             nan     0.0100    0.0009
##     50        0.8123             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8797             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0013
##      4        0.8769             nan     0.0100    0.0013
##      5        0.8747             nan     0.0100    0.0021
##      6        0.8727             nan     0.0100    0.0021
##      7        0.8706             nan     0.0100    0.0021
##      8        0.8692             nan     0.0100    0.0014
##      9        0.8678             nan     0.0100    0.0014
##     10        0.8664             nan     0.0100    0.0013
##     20        0.8504             nan     0.0100    0.0012
##     40        0.8235             nan     0.0100    0.0009
##     50        0.8126             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8797             nan     0.0100    0.0022
##      3        0.8775             nan     0.0100    0.0021
##      4        0.8760             nan     0.0100    0.0015
##      5        0.8740             nan     0.0100    0.0021
##      6        0.8725             nan     0.0100    0.0014
##      7        0.8704             nan     0.0100    0.0020
##      8        0.8691             nan     0.0100    0.0013
##      9        0.8678             nan     0.0100    0.0014
##     10        0.8657             nan     0.0100    0.0020
##     20        0.8491             nan     0.0100    0.0018
##     40        0.8250             nan     0.0100    0.0009
##     50        0.8129             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8791             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0022
##      5        0.8748             nan     0.0100    0.0022
##      6        0.8726             nan     0.0100    0.0021
##      7        0.8712             nan     0.0100    0.0014
##      8        0.8698             nan     0.0100    0.0014
##      9        0.8684             nan     0.0100    0.0014
##     10        0.8671             nan     0.0100    0.0013
##     20        0.8518             nan     0.0100    0.0011
##     40        0.8257             nan     0.0100    0.0016
##     50        0.8141             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0015
##      3        0.8775             nan     0.0100    0.0025
##      4        0.8757             nan     0.0100    0.0017
##      5        0.8739             nan     0.0100    0.0018
##      6        0.8716             nan     0.0100    0.0024
##      7        0.8699             nan     0.0100    0.0017
##      8        0.8685             nan     0.0100    0.0014
##      9        0.8670             nan     0.0100    0.0013
##     10        0.8648             nan     0.0100    0.0023
##     20        0.8452             nan     0.0100    0.0020
##     40        0.8144             nan     0.0100    0.0012
##     50        0.8025             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8791             nan     0.0100    0.0018
##      3        0.8767             nan     0.0100    0.0025
##      4        0.8749             nan     0.0100    0.0018
##      5        0.8732             nan     0.0100    0.0017
##      6        0.8707             nan     0.0100    0.0024
##      7        0.8684             nan     0.0100    0.0023
##      8        0.8661             nan     0.0100    0.0023
##      9        0.8647             nan     0.0100    0.0014
##     10        0.8630             nan     0.0100    0.0016
##     20        0.8459             nan     0.0100    0.0020
##     40        0.8149             nan     0.0100    0.0016
##     50        0.8018             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8760             nan     0.0100    0.0025
##      4        0.8736             nan     0.0100    0.0025
##      5        0.8711             nan     0.0100    0.0024
##      6        0.8687             nan     0.0100    0.0024
##      7        0.8672             nan     0.0100    0.0014
##      8        0.8657             nan     0.0100    0.0014
##      9        0.8640             nan     0.0100    0.0017
##     10        0.8626             nan     0.0100    0.0013
##     20        0.8431             nan     0.0100    0.0020
##     40        0.8143             nan     0.0100    0.0016
##     50        0.8014             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0018
##      4        0.8757             nan     0.0100    0.0025
##      5        0.8742             nan     0.0100    0.0015
##      6        0.8718             nan     0.0100    0.0024
##      7        0.8694             nan     0.0100    0.0024
##      8        0.8670             nan     0.0100    0.0024
##      9        0.8653             nan     0.0100    0.0016
##     10        0.8636             nan     0.0100    0.0015
##     20        0.8448             nan     0.0100    0.0021
##     40        0.8151             nan     0.0100    0.0016
##     50        0.8020             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8785             nan     0.0100    0.0026
##      3        0.8759             nan     0.0100    0.0026
##      4        0.8739             nan     0.0100    0.0020
##      5        0.8717             nan     0.0100    0.0022
##      6        0.8693             nan     0.0100    0.0024
##      7        0.8671             nan     0.0100    0.0021
##      8        0.8651             nan     0.0100    0.0021
##      9        0.8630             nan     0.0100    0.0021
##     10        0.8609             nan     0.0100    0.0020
##     20        0.8417             nan     0.0100    0.0015
##     40        0.8102             nan     0.0100    0.0012
##     50        0.7975             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0017
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8772             nan     0.0100    0.0020
##      4        0.8746             nan     0.0100    0.0025
##      5        0.8722             nan     0.0100    0.0024
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0021
##      8        0.8660             nan     0.0100    0.0017
##      9        0.8639             nan     0.0100    0.0020
##     10        0.8616             nan     0.0100    0.0023
##     20        0.8418             nan     0.0100    0.0018
##     40        0.8086             nan     0.0100    0.0010
##     50        0.7957             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8717             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0021
##      7        0.8671             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0020
##      9        0.8631             nan     0.0100    0.0021
##     10        0.8607             nan     0.0100    0.0023
##     20        0.8424             nan     0.0100    0.0018
##     40        0.8115             nan     0.0100    0.0016
##     50        0.7991             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0020
##      2        0.8798             nan     0.0100    0.0017
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8753             nan     0.0100    0.0022
##      5        0.8734             nan     0.0100    0.0018
##      6        0.8710             nan     0.0100    0.0024
##      7        0.8688             nan     0.0100    0.0021
##      8        0.8668             nan     0.0100    0.0021
##      9        0.8645             nan     0.0100    0.0023
##     10        0.8624             nan     0.0100    0.0021
##     20        0.8439             nan     0.0100    0.0014
##     40        0.8108             nan     0.0100    0.0015
##     50        0.7979             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0001
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0002
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8769             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0001
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0003
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0003
##     40        0.8760             nan     0.0010    0.0002
##     50        0.8741             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0003
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0014
##      5        0.8778             nan     0.0100    0.0011
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8609             nan     0.0100    0.0009
##     40        0.8420             nan     0.0100    0.0007
##     50        0.8335             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8791             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0014
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8414             nan     0.0100    0.0007
##     50        0.8336             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8774             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0011
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8607             nan     0.0100    0.0012
##     40        0.8422             nan     0.0100    0.0007
##     50        0.8333             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8808             nan     0.0100    0.0014
##      3        0.8797             nan     0.0100    0.0011
##      4        0.8786             nan     0.0100    0.0011
##      5        0.8775             nan     0.0100    0.0011
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8606             nan     0.0100    0.0012
##     40        0.8417             nan     0.0100    0.0007
##     50        0.8328             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0015
##      5        0.8754             nan     0.0100    0.0014
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8717             nan     0.0100    0.0021
##      8        0.8703             nan     0.0100    0.0014
##      9        0.8681             nan     0.0100    0.0021
##     10        0.8661             nan     0.0100    0.0021
##     20        0.8517             nan     0.0100    0.0011
##     40        0.8257             nan     0.0100    0.0016
##     50        0.8146             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8797             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8754             nan     0.0100    0.0015
##      6        0.8740             nan     0.0100    0.0013
##      7        0.8727             nan     0.0100    0.0013
##      8        0.8714             nan     0.0100    0.0012
##      9        0.8693             nan     0.0100    0.0021
##     10        0.8671             nan     0.0100    0.0021
##     20        0.8512             nan     0.0100    0.0011
##     40        0.8249             nan     0.0100    0.0008
##     50        0.8120             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0014
##      3        0.8791             nan     0.0100    0.0015
##      4        0.8775             nan     0.0100    0.0015
##      5        0.8752             nan     0.0100    0.0022
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8724             nan     0.0100    0.0014
##      8        0.8701             nan     0.0100    0.0021
##      9        0.8689             nan     0.0100    0.0012
##     10        0.8669             nan     0.0100    0.0020
##     20        0.8517             nan     0.0100    0.0012
##     40        0.8247             nan     0.0100    0.0008
##     50        0.8137             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8791             nan     0.0100    0.0015
##      4        0.8775             nan     0.0100    0.0015
##      5        0.8760             nan     0.0100    0.0014
##      6        0.8748             nan     0.0100    0.0013
##      7        0.8733             nan     0.0100    0.0014
##      8        0.8720             nan     0.0100    0.0014
##      9        0.8707             nan     0.0100    0.0012
##     10        0.8686             nan     0.0100    0.0021
##     20        0.8516             nan     0.0100    0.0019
##     40        0.8241             nan     0.0100    0.0015
##     50        0.8119             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8748             nan     0.0100    0.0018
##      5        0.8731             nan     0.0100    0.0018
##      6        0.8707             nan     0.0100    0.0024
##      7        0.8683             nan     0.0100    0.0024
##      8        0.8667             nan     0.0100    0.0017
##      9        0.8653             nan     0.0100    0.0014
##     10        0.8639             nan     0.0100    0.0014
##     20        0.8468             nan     0.0100    0.0013
##     40        0.8144             nan     0.0100    0.0016
##     50        0.8018             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0018
##      4        0.8762             nan     0.0100    0.0018
##      5        0.8738             nan     0.0100    0.0024
##      6        0.8721             nan     0.0100    0.0017
##      7        0.8704             nan     0.0100    0.0017
##      8        0.8688             nan     0.0100    0.0017
##      9        0.8671             nan     0.0100    0.0016
##     10        0.8655             nan     0.0100    0.0016
##     20        0.8464             nan     0.0100    0.0020
##     40        0.8157             nan     0.0100    0.0016
##     50        0.8026             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8772             nan     0.0100    0.0025
##      4        0.8755             nan     0.0100    0.0018
##      5        0.8737             nan     0.0100    0.0017
##      6        0.8720             nan     0.0100    0.0017
##      7        0.8703             nan     0.0100    0.0017
##      8        0.8679             nan     0.0100    0.0024
##      9        0.8655             nan     0.0100    0.0024
##     10        0.8640             nan     0.0100    0.0016
##     20        0.8453             nan     0.0100    0.0020
##     40        0.8162             nan     0.0100    0.0008
##     50        0.8028             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8802             nan     0.0100    0.0016
##      3        0.8776             nan     0.0100    0.0025
##      4        0.8759             nan     0.0100    0.0018
##      5        0.8734             nan     0.0100    0.0025
##      6        0.8710             nan     0.0100    0.0024
##      7        0.8693             nan     0.0100    0.0017
##      8        0.8676             nan     0.0100    0.0016
##      9        0.8653             nan     0.0100    0.0023
##     10        0.8638             nan     0.0100    0.0016
##     20        0.8450             nan     0.0100    0.0020
##     40        0.8149             nan     0.0100    0.0012
##     50        0.8025             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0027
##      2        0.8784             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0023
##      4        0.8736             nan     0.0100    0.0025
##      5        0.8714             nan     0.0100    0.0022
##      6        0.8690             nan     0.0100    0.0024
##      7        0.8667             nan     0.0100    0.0024
##      8        0.8645             nan     0.0100    0.0021
##      9        0.8627             nan     0.0100    0.0018
##     10        0.8606             nan     0.0100    0.0021
##     20        0.8417             nan     0.0100    0.0020
##     40        0.8100             nan     0.0100    0.0016
##     50        0.7974             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0026
##      4        0.8743             nan     0.0100    0.0019
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8699             nan     0.0100    0.0022
##      7        0.8677             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0024
##      9        0.8635             nan     0.0100    0.0018
##     10        0.8614             nan     0.0100    0.0020
##     20        0.8421             nan     0.0100    0.0018
##     40        0.8110             nan     0.0100    0.0014
##     50        0.7976             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8744             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0022
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0020
##      8        0.8658             nan     0.0100    0.0018
##      9        0.8637             nan     0.0100    0.0020
##     10        0.8617             nan     0.0100    0.0020
##     20        0.8420             nan     0.0100    0.0017
##     40        0.8088             nan     0.0100    0.0016
##     50        0.7969             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0026
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8692             nan     0.0100    0.0025
##      7        0.8670             nan     0.0100    0.0021
##      8        0.8649             nan     0.0100    0.0021
##      9        0.8628             nan     0.0100    0.0021
##     10        0.8608             nan     0.0100    0.0021
##     20        0.8420             nan     0.0100    0.0016
##     40        0.8111             nan     0.0100    0.0016
##     50        0.7984             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0003
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8422             nan     0.0100    0.0010
##     50        0.8344             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8792             nan     0.0100    0.0010
##      5        0.8778             nan     0.0100    0.0013
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8611             nan     0.0100    0.0009
##     40        0.8422             nan     0.0100    0.0010
##     50        0.8342             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8775             nan     0.0100    0.0014
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0013
##     20        0.8611             nan     0.0100    0.0012
##     40        0.8422             nan     0.0100    0.0010
##     50        0.8331             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8772             nan     0.0100    0.0013
##      6        0.8761             nan     0.0100    0.0010
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0012
##     20        0.8612             nan     0.0100    0.0009
##     40        0.8420             nan     0.0100    0.0010
##     50        0.8338             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0022
##      5        0.8752             nan     0.0100    0.0014
##      6        0.8738             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0021
##      8        0.8705             nan     0.0100    0.0013
##      9        0.8685             nan     0.0100    0.0021
##     10        0.8665             nan     0.0100    0.0021
##     20        0.8520             nan     0.0100    0.0011
##     40        0.8251             nan     0.0100    0.0008
##     50        0.8123             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8775             nan     0.0100    0.0022
##      4        0.8760             nan     0.0100    0.0015
##      5        0.8746             nan     0.0100    0.0015
##      6        0.8732             nan     0.0100    0.0013
##      7        0.8717             nan     0.0100    0.0014
##      8        0.8697             nan     0.0100    0.0021
##      9        0.8676             nan     0.0100    0.0021
##     10        0.8664             nan     0.0100    0.0012
##     20        0.8515             nan     0.0100    0.0011
##     40        0.8237             nan     0.0100    0.0015
##     50        0.8129             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8797             nan     0.0100    0.0022
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8766             nan     0.0100    0.0015
##      5        0.8745             nan     0.0100    0.0021
##      6        0.8724             nan     0.0100    0.0021
##      7        0.8709             nan     0.0100    0.0014
##      8        0.8695             nan     0.0100    0.0014
##      9        0.8674             nan     0.0100    0.0020
##     10        0.8660             nan     0.0100    0.0014
##     20        0.8507             nan     0.0100    0.0019
##     40        0.8240             nan     0.0100    0.0009
##     50        0.8118             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0022
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8746             nan     0.0100    0.0021
##      6        0.8728             nan     0.0100    0.0018
##      7        0.8707             nan     0.0100    0.0021
##      8        0.8692             nan     0.0100    0.0014
##      9        0.8678             nan     0.0100    0.0014
##     10        0.8663             nan     0.0100    0.0013
##     20        0.8496             nan     0.0100    0.0018
##     40        0.8223             nan     0.0100    0.0015
##     50        0.8115             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8797             nan     0.0100    0.0018
##      3        0.8779             nan     0.0100    0.0018
##      4        0.8761             nan     0.0100    0.0017
##      5        0.8744             nan     0.0100    0.0017
##      6        0.8720             nan     0.0100    0.0025
##      7        0.8703             nan     0.0100    0.0016
##      8        0.8679             nan     0.0100    0.0024
##      9        0.8662             nan     0.0100    0.0015
##     10        0.8646             nan     0.0100    0.0016
##     20        0.8447             nan     0.0100    0.0020
##     40        0.8137             nan     0.0100    0.0015
##     50        0.8021             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8763             nan     0.0100    0.0018
##      5        0.8746             nan     0.0100    0.0017
##      6        0.8722             nan     0.0100    0.0025
##      7        0.8703             nan     0.0100    0.0019
##      8        0.8680             nan     0.0100    0.0023
##      9        0.8657             nan     0.0100    0.0023
##     10        0.8640             nan     0.0100    0.0016
##     20        0.8447             nan     0.0100    0.0013
##     40        0.8126             nan     0.0100    0.0015
##     50        0.8013             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8791             nan     0.0100    0.0026
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8750             nan     0.0100    0.0015
##      5        0.8733             nan     0.0100    0.0017
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8698             nan     0.0100    0.0017
##      8        0.8675             nan     0.0100    0.0024
##      9        0.8660             nan     0.0100    0.0016
##     10        0.8642             nan     0.0100    0.0016
##     20        0.8452             nan     0.0100    0.0020
##     40        0.8149             nan     0.0100    0.0012
##     50        0.8017             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0014
##      5        0.8749             nan     0.0100    0.0018
##      6        0.8724             nan     0.0100    0.0024
##      7        0.8707             nan     0.0100    0.0017
##      8        0.8683             nan     0.0100    0.0023
##      9        0.8660             nan     0.0100    0.0023
##     10        0.8637             nan     0.0100    0.0023
##     20        0.8454             nan     0.0100    0.0020
##     40        0.8155             nan     0.0100    0.0010
##     50        0.8031             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0022
##      7        0.8676             nan     0.0100    0.0022
##      8        0.8659             nan     0.0100    0.0017
##      9        0.8638             nan     0.0100    0.0020
##     10        0.8618             nan     0.0100    0.0021
##     20        0.8423             nan     0.0100    0.0018
##     40        0.8102             nan     0.0100    0.0012
##     50        0.7975             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8717             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0021
##      7        0.8673             nan     0.0100    0.0021
##      8        0.8649             nan     0.0100    0.0024
##      9        0.8626             nan     0.0100    0.0023
##     10        0.8610             nan     0.0100    0.0015
##     20        0.8411             nan     0.0100    0.0020
##     40        0.8099             nan     0.0100    0.0012
##     50        0.7969             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0027
##      2        0.8784             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0022
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8714             nan     0.0100    0.0025
##      6        0.8692             nan     0.0100    0.0022
##      7        0.8670             nan     0.0100    0.0021
##      8        0.8650             nan     0.0100    0.0021
##      9        0.8628             nan     0.0100    0.0020
##     10        0.8605             nan     0.0100    0.0023
##     20        0.8413             nan     0.0100    0.0018
##     40        0.8098             nan     0.0100    0.0016
##     50        0.7976             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0026
##      2        0.8788             nan     0.0100    0.0020
##      3        0.8766             nan     0.0100    0.0022
##      4        0.8744             nan     0.0100    0.0022
##      5        0.8720             nan     0.0100    0.0025
##      6        0.8699             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0021
##      8        0.8657             nan     0.0100    0.0021
##      9        0.8635             nan     0.0100    0.0021
##     10        0.8615             nan     0.0100    0.0021
##     20        0.8425             nan     0.0100    0.0017
##     40        0.8106             nan     0.0100    0.0013
##     50        0.7976             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8750             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8798             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0013
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8713             nan     0.0100    0.0012
##     20        0.8607             nan     0.0100    0.0012
##     40        0.8413             nan     0.0100    0.0010
##     50        0.8335             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8738             nan     0.0100    0.0010
##      9        0.8725             nan     0.0100    0.0013
##     10        0.8715             nan     0.0100    0.0010
##     20        0.8607             nan     0.0100    0.0009
##     40        0.8409             nan     0.0100    0.0010
##     50        0.8330             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0011
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8761             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8607             nan     0.0100    0.0009
##     40        0.8414             nan     0.0100    0.0010
##     50        0.8331             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0013
##      4        0.8790             nan     0.0100    0.0011
##      5        0.8776             nan     0.0100    0.0014
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8745             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0013
##     10        0.8722             nan     0.0100    0.0010
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8417             nan     0.0100    0.0010
##     50        0.8329             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8788             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0021
##      5        0.8748             nan     0.0100    0.0019
##      6        0.8726             nan     0.0100    0.0021
##      7        0.8711             nan     0.0100    0.0014
##      8        0.8697             nan     0.0100    0.0014
##      9        0.8684             nan     0.0100    0.0013
##     10        0.8671             nan     0.0100    0.0013
##     20        0.8506             nan     0.0100    0.0018
##     40        0.8234             nan     0.0100    0.0008
##     50        0.8128             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8775             nan     0.0100    0.0015
##      5        0.8753             nan     0.0100    0.0021
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8725             nan     0.0100    0.0014
##      8        0.8711             nan     0.0100    0.0013
##      9        0.8697             nan     0.0100    0.0013
##     10        0.8685             nan     0.0100    0.0012
##     20        0.8519             nan     0.0100    0.0018
##     40        0.8246             nan     0.0100    0.0015
##     50        0.8125             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0021
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8762             nan     0.0100    0.0021
##      5        0.8742             nan     0.0100    0.0021
##      6        0.8727             nan     0.0100    0.0015
##      7        0.8713             nan     0.0100    0.0014
##      8        0.8698             nan     0.0100    0.0014
##      9        0.8678             nan     0.0100    0.0020
##     10        0.8659             nan     0.0100    0.0020
##     20        0.8507             nan     0.0100    0.0018
##     40        0.8239             nan     0.0100    0.0009
##     50        0.8127             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8803             nan     0.0100    0.0015
##      3        0.8788             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0021
##      5        0.8753             nan     0.0100    0.0014
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8726             nan     0.0100    0.0013
##      8        0.8705             nan     0.0100    0.0021
##      9        0.8692             nan     0.0100    0.0014
##     10        0.8671             nan     0.0100    0.0020
##     20        0.8522             nan     0.0100    0.0011
##     40        0.8251             nan     0.0100    0.0015
##     50        0.8127             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8773             nan     0.0100    0.0025
##      4        0.8756             nan     0.0100    0.0017
##      5        0.8732             nan     0.0100    0.0024
##      6        0.8708             nan     0.0100    0.0024
##      7        0.8687             nan     0.0100    0.0021
##      8        0.8673             nan     0.0100    0.0014
##      9        0.8650             nan     0.0100    0.0023
##     10        0.8634             nan     0.0100    0.0016
##     20        0.8455             nan     0.0100    0.0013
##     40        0.8139             nan     0.0100    0.0012
##     50        0.8027             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8793             nan     0.0100    0.0025
##      3        0.8777             nan     0.0100    0.0015
##      4        0.8760             nan     0.0100    0.0017
##      5        0.8745             nan     0.0100    0.0013
##      6        0.8721             nan     0.0100    0.0024
##      7        0.8705             nan     0.0100    0.0016
##      8        0.8690             nan     0.0100    0.0014
##      9        0.8674             nan     0.0100    0.0016
##     10        0.8650             nan     0.0100    0.0023
##     20        0.8464             nan     0.0100    0.0020
##     40        0.8153             nan     0.0100    0.0015
##     50        0.8024             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8791             nan     0.0100    0.0024
##      3        0.8767             nan     0.0100    0.0024
##      4        0.8743             nan     0.0100    0.0024
##      5        0.8726             nan     0.0100    0.0017
##      6        0.8703             nan     0.0100    0.0024
##      7        0.8680             nan     0.0100    0.0024
##      8        0.8657             nan     0.0100    0.0023
##      9        0.8636             nan     0.0100    0.0022
##     10        0.8620             nan     0.0100    0.0016
##     20        0.8464             nan     0.0100    0.0020
##     40        0.8160             nan     0.0100    0.0015
##     50        0.8027             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8801             nan     0.0100    0.0014
##      3        0.8782             nan     0.0100    0.0018
##      4        0.8759             nan     0.0100    0.0024
##      5        0.8735             nan     0.0100    0.0024
##      6        0.8718             nan     0.0100    0.0017
##      7        0.8702             nan     0.0100    0.0016
##      8        0.8686             nan     0.0100    0.0016
##      9        0.8661             nan     0.0100    0.0023
##     10        0.8646             nan     0.0100    0.0016
##     20        0.8449             nan     0.0100    0.0020
##     40        0.8155             nan     0.0100    0.0009
##     50        0.8035             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8717             nan     0.0100    0.0021
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8671             nan     0.0100    0.0023
##      8        0.8650             nan     0.0100    0.0021
##      9        0.8626             nan     0.0100    0.0023
##     10        0.8606             nan     0.0100    0.0021
##     20        0.8410             nan     0.0100    0.0017
##     40        0.8102             nan     0.0100    0.0016
##     50        0.7971             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8745             nan     0.0100    0.0019
##      5        0.8720             nan     0.0100    0.0025
##      6        0.8699             nan     0.0100    0.0022
##      7        0.8675             nan     0.0100    0.0024
##      8        0.8654             nan     0.0100    0.0021
##      9        0.8630             nan     0.0100    0.0023
##     10        0.8610             nan     0.0100    0.0020
##     20        0.8421             nan     0.0100    0.0016
##     40        0.8113             nan     0.0100    0.0013
##     50        0.7981             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8720             nan     0.0100    0.0021
##      6        0.8699             nan     0.0100    0.0022
##      7        0.8680             nan     0.0100    0.0019
##      8        0.8659             nan     0.0100    0.0021
##      9        0.8636             nan     0.0100    0.0024
##     10        0.8621             nan     0.0100    0.0015
##     20        0.8422             nan     0.0100    0.0017
##     40        0.8116             nan     0.0100    0.0012
##     50        0.7979             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0022
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0019
##      8        0.8655             nan     0.0100    0.0021
##      9        0.8637             nan     0.0100    0.0019
##     10        0.8614             nan     0.0100    0.0023
##     20        0.8420             nan     0.0100    0.0020
##     40        0.8106             nan     0.0100    0.0016
##     50        0.7976             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8771             nan     0.0010    0.0001
##     50        0.8755             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0001
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0001
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0003
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0001
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0003
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8725             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8747             nan     0.0010    0.0002
##     50        0.8725             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0003
##     40        0.8745             nan     0.0010    0.0002
##     50        0.8724             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8745             nan     0.0010    0.0002
##     50        0.8723             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0014
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8758             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0013
##      9        0.8735             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0013
##     20        0.8611             nan     0.0100    0.0009
##     40        0.8422             nan     0.0100    0.0007
##     50        0.8343             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0013
##      3        0.8801             nan     0.0100    0.0010
##      4        0.8791             nan     0.0100    0.0010
##      5        0.8778             nan     0.0100    0.0013
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8757             nan     0.0100    0.0010
##      8        0.8747             nan     0.0100    0.0010
##      9        0.8738             nan     0.0100    0.0009
##     10        0.8728             nan     0.0100    0.0009
##     20        0.8623             nan     0.0100    0.0008
##     40        0.8423             nan     0.0100    0.0010
##     50        0.8344             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0013
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8722             nan     0.0100    0.0009
##     20        0.8613             nan     0.0100    0.0008
##     40        0.8417             nan     0.0100    0.0007
##     50        0.8336             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0013
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0013
##      9        0.8734             nan     0.0100    0.0010
##     10        0.8724             nan     0.0100    0.0009
##     20        0.8611             nan     0.0100    0.0012
##     40        0.8424             nan     0.0100    0.0010
##     50        0.8344             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8800             nan     0.0100    0.0014
##      3        0.8779             nan     0.0100    0.0022
##      4        0.8758             nan     0.0100    0.0021
##      5        0.8743             nan     0.0100    0.0014
##      6        0.8728             nan     0.0100    0.0014
##      7        0.8714             nan     0.0100    0.0014
##      8        0.8694             nan     0.0100    0.0020
##      9        0.8673             nan     0.0100    0.0020
##     10        0.8660             nan     0.0100    0.0013
##     20        0.8523             nan     0.0100    0.0011
##     40        0.8230             nan     0.0100    0.0014
##     50        0.8124             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8801             nan     0.0100    0.0021
##      3        0.8787             nan     0.0100    0.0015
##      4        0.8766             nan     0.0100    0.0021
##      5        0.8750             nan     0.0100    0.0015
##      6        0.8729             nan     0.0100    0.0020
##      7        0.8716             nan     0.0100    0.0014
##      8        0.8702             nan     0.0100    0.0013
##      9        0.8682             nan     0.0100    0.0020
##     10        0.8662             nan     0.0100    0.0020
##     20        0.8519             nan     0.0100    0.0018
##     40        0.8272             nan     0.0100    0.0009
##     50        0.8149             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8807             nan     0.0100    0.0015
##      3        0.8792             nan     0.0100    0.0015
##      4        0.8777             nan     0.0100    0.0014
##      5        0.8756             nan     0.0100    0.0021
##      6        0.8735             nan     0.0100    0.0021
##      7        0.8721             nan     0.0100    0.0014
##      8        0.8708             nan     0.0100    0.0013
##      9        0.8696             nan     0.0100    0.0011
##     10        0.8677             nan     0.0100    0.0020
##     20        0.8522             nan     0.0100    0.0018
##     40        0.8236             nan     0.0100    0.0015
##     50        0.8130             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8785             nan     0.0100    0.0022
##      4        0.8763             nan     0.0100    0.0021
##      5        0.8748             nan     0.0100    0.0014
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8712             nan     0.0100    0.0020
##      8        0.8692             nan     0.0100    0.0020
##      9        0.8672             nan     0.0100    0.0020
##     10        0.8659             nan     0.0100    0.0012
##     20        0.8502             nan     0.0100    0.0018
##     40        0.8248             nan     0.0100    0.0015
##     50        0.8130             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8769             nan     0.0100    0.0024
##      4        0.8751             nan     0.0100    0.0017
##      5        0.8726             nan     0.0100    0.0024
##      6        0.8710             nan     0.0100    0.0017
##      7        0.8693             nan     0.0100    0.0016
##      8        0.8670             nan     0.0100    0.0023
##      9        0.8648             nan     0.0100    0.0023
##     10        0.8626             nan     0.0100    0.0022
##     20        0.8449             nan     0.0100    0.0020
##     40        0.8158             nan     0.0100    0.0015
##     50        0.8026             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8803             nan     0.0100    0.0018
##      3        0.8778             nan     0.0100    0.0025
##      4        0.8754             nan     0.0100    0.0024
##      5        0.8736             nan     0.0100    0.0017
##      6        0.8722             nan     0.0100    0.0014
##      7        0.8698             nan     0.0100    0.0023
##      8        0.8681             nan     0.0100    0.0016
##      9        0.8664             nan     0.0100    0.0016
##     10        0.8642             nan     0.0100    0.0022
##     20        0.8462             nan     0.0100    0.0013
##     40        0.8150             nan     0.0100    0.0015
##     50        0.8023             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8794             nan     0.0100    0.0018
##      3        0.8769             nan     0.0100    0.0024
##      4        0.8750             nan     0.0100    0.0017
##      5        0.8728             nan     0.0100    0.0024
##      6        0.8711             nan     0.0100    0.0017
##      7        0.8697             nan     0.0100    0.0013
##      8        0.8674             nan     0.0100    0.0023
##      9        0.8651             nan     0.0100    0.0023
##     10        0.8629             nan     0.0100    0.0022
##     20        0.8450             nan     0.0100    0.0019
##     40        0.8144             nan     0.0100    0.0015
##     50        0.8022             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0017
##      4        0.8753             nan     0.0100    0.0014
##      5        0.8729             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0014
##      7        0.8692             nan     0.0100    0.0023
##      8        0.8678             nan     0.0100    0.0013
##      9        0.8661             nan     0.0100    0.0016
##     10        0.8639             nan     0.0100    0.0022
##     20        0.8454             nan     0.0100    0.0012
##     40        0.8158             nan     0.0100    0.0010
##     50        0.8035             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0020
##      2        0.8793             nan     0.0100    0.0023
##      3        0.8776             nan     0.0100    0.0016
##      4        0.8750             nan     0.0100    0.0025
##      5        0.8728             nan     0.0100    0.0022
##      6        0.8709             nan     0.0100    0.0019
##      7        0.8686             nan     0.0100    0.0024
##      8        0.8662             nan     0.0100    0.0023
##      9        0.8641             nan     0.0100    0.0021
##     10        0.8623             nan     0.0100    0.0017
##     20        0.8425             nan     0.0100    0.0018
##     40        0.8106             nan     0.0100    0.0011
##     50        0.7987             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8715             nan     0.0100    0.0024
##      6        0.8693             nan     0.0100    0.0021
##      7        0.8669             nan     0.0100    0.0023
##      8        0.8646             nan     0.0100    0.0023
##      9        0.8623             nan     0.0100    0.0023
##     10        0.8607             nan     0.0100    0.0015
##     20        0.8419             nan     0.0100    0.0018
##     40        0.8098             nan     0.0100    0.0015
##     50        0.7965             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0019
##      4        0.8746             nan     0.0100    0.0021
##      5        0.8721             nan     0.0100    0.0025
##      6        0.8697             nan     0.0100    0.0024
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8653             nan     0.0100    0.0023
##      9        0.8630             nan     0.0100    0.0023
##     10        0.8610             nan     0.0100    0.0020
##     20        0.8417             nan     0.0100    0.0017
##     40        0.8095             nan     0.0100    0.0016
##     50        0.7964             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0020
##      2        0.8796             nan     0.0100    0.0020
##      3        0.8774             nan     0.0100    0.0022
##      4        0.8752             nan     0.0100    0.0022
##      5        0.8728             nan     0.0100    0.0025
##      6        0.8705             nan     0.0100    0.0024
##      7        0.8684             nan     0.0100    0.0021
##      8        0.8664             nan     0.0100    0.0021
##      9        0.8643             nan     0.0100    0.0020
##     10        0.8620             nan     0.0100    0.0023
##     20        0.8422             nan     0.0100    0.0017
##     40        0.8108             nan     0.0100    0.0015
##     50        0.7976             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8834             nan     0.0010    0.0001
##      4        0.8833             nan     0.0010    0.0001
##      5        0.8832             nan     0.0010    0.0001
##      6        0.8831             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8827             nan     0.0010    0.0001
##     10        0.8826             nan     0.0010    0.0001
##     20        0.8815             nan     0.0010    0.0001
##     40        0.8791             nan     0.0010    0.0001
##     50        0.8779             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8814             nan     0.0010    0.0001
##     40        0.8792             nan     0.0010    0.0001
##     50        0.8779             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8834             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8827             nan     0.0010    0.0001
##     10        0.8826             nan     0.0010    0.0001
##     20        0.8814             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8779             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8834             nan     0.0010    0.0001
##      4        0.8833             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8828             nan     0.0010    0.0001
##      9        0.8827             nan     0.0010    0.0001
##     10        0.8826             nan     0.0010    0.0001
##     20        0.8814             nan     0.0010    0.0001
##     40        0.8792             nan     0.0010    0.0001
##     50        0.8781             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8824             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0001
##     20        0.8804             nan     0.0010    0.0001
##     40        0.8769             nan     0.0010    0.0002
##     50        0.8752             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0001
##     20        0.8804             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0001
##      8        0.8824             nan     0.0010    0.0001
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8820             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0001
##     10        0.8816             nan     0.0010    0.0001
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8761             nan     0.0010    0.0001
##     50        0.8742             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0003
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8760             nan     0.0010    0.0002
##     50        0.8740             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8760             nan     0.0010    0.0002
##     50        0.8740             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8724             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8723             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8725             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8745             nan     0.0010    0.0002
##     50        0.8723             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8733             nan     0.0100    0.0009
##     10        0.8724             nan     0.0100    0.0009
##     20        0.8616             nan     0.0100    0.0008
##     40        0.8434             nan     0.0100    0.0010
##     50        0.8351             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8827             nan     0.0100    0.0010
##      2        0.8816             nan     0.0100    0.0010
##      3        0.8802             nan     0.0100    0.0013
##      4        0.8792             nan     0.0100    0.0010
##      5        0.8779             nan     0.0100    0.0014
##      6        0.8769             nan     0.0100    0.0010
##      7        0.8760             nan     0.0100    0.0010
##      8        0.8747             nan     0.0100    0.0013
##      9        0.8738             nan     0.0100    0.0009
##     10        0.8725             nan     0.0100    0.0012
##     20        0.8619             nan     0.0100    0.0011
##     40        0.8430             nan     0.0100    0.0007
##     50        0.8351             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8816             nan     0.0100    0.0010
##      3        0.8805             nan     0.0100    0.0010
##      4        0.8792             nan     0.0100    0.0013
##      5        0.8779             nan     0.0100    0.0013
##      6        0.8768             nan     0.0100    0.0010
##      7        0.8758             nan     0.0100    0.0010
##      8        0.8745             nan     0.0100    0.0013
##      9        0.8733             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0012
##     20        0.8611             nan     0.0100    0.0011
##     40        0.8423             nan     0.0100    0.0009
##     50        0.8353             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0013
##      3        0.8799             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0013
##     20        0.8612             nan     0.0100    0.0011
##     40        0.8431             nan     0.0100    0.0007
##     50        0.8351             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0022
##      2        0.8801             nan     0.0100    0.0014
##      3        0.8787             nan     0.0100    0.0014
##      4        0.8773             nan     0.0100    0.0014
##      5        0.8760             nan     0.0100    0.0012
##      6        0.8738             nan     0.0100    0.0021
##      7        0.8717             nan     0.0100    0.0021
##      8        0.8704             nan     0.0100    0.0012
##      9        0.8691             nan     0.0100    0.0013
##     10        0.8679             nan     0.0100    0.0011
##     20        0.8513             nan     0.0100    0.0018
##     40        0.8252             nan     0.0100    0.0015
##     50        0.8146             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0022
##      2        0.8802             nan     0.0100    0.0015
##      3        0.8780             nan     0.0100    0.0021
##      4        0.8766             nan     0.0100    0.0014
##      5        0.8752             nan     0.0100    0.0012
##      6        0.8738             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0020
##      8        0.8696             nan     0.0100    0.0020
##      9        0.8683             nan     0.0100    0.0013
##     10        0.8670             nan     0.0100    0.0013
##     20        0.8512             nan     0.0100    0.0018
##     40        0.8251             nan     0.0100    0.0008
##     50        0.8146             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0015
##      2        0.8801             nan     0.0100    0.0022
##      3        0.8786             nan     0.0100    0.0014
##      4        0.8764             nan     0.0100    0.0021
##      5        0.8750             nan     0.0100    0.0014
##      6        0.8736             nan     0.0100    0.0014
##      7        0.8715             nan     0.0100    0.0020
##      8        0.8695             nan     0.0100    0.0021
##      9        0.8683             nan     0.0100    0.0012
##     10        0.8668             nan     0.0100    0.0013
##     20        0.8527             nan     0.0100    0.0010
##     40        0.8246             nan     0.0100    0.0015
##     50        0.8141             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0015
##      2        0.8801             nan     0.0100    0.0022
##      3        0.8787             nan     0.0100    0.0014
##      4        0.8773             nan     0.0100    0.0014
##      5        0.8759             nan     0.0100    0.0014
##      6        0.8747             nan     0.0100    0.0012
##      7        0.8734             nan     0.0100    0.0013
##      8        0.8712             nan     0.0100    0.0021
##      9        0.8692             nan     0.0100    0.0021
##     10        0.8680             nan     0.0100    0.0012
##     20        0.8533             nan     0.0100    0.0010
##     40        0.8238             nan     0.0100    0.0014
##     50        0.8143             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8795             nan     0.0100    0.0017
##      3        0.8770             nan     0.0100    0.0024
##      4        0.8753             nan     0.0100    0.0017
##      5        0.8731             nan     0.0100    0.0024
##      6        0.8714             nan     0.0100    0.0016
##      7        0.8700             nan     0.0100    0.0013
##      8        0.8677             nan     0.0100    0.0022
##      9        0.8655             nan     0.0100    0.0022
##     10        0.8640             nan     0.0100    0.0015
##     20        0.8469             nan     0.0100    0.0015
##     40        0.8171             nan     0.0100    0.0015
##     50        0.8046             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0017
##      2        0.8794             nan     0.0100    0.0025
##      3        0.8770             nan     0.0100    0.0024
##      4        0.8746             nan     0.0100    0.0024
##      5        0.8729             nan     0.0100    0.0016
##      6        0.8705             nan     0.0100    0.0023
##      7        0.8692             nan     0.0100    0.0014
##      8        0.8676             nan     0.0100    0.0015
##      9        0.8654             nan     0.0100    0.0023
##     10        0.8632             nan     0.0100    0.0022
##     20        0.8446             nan     0.0100    0.0019
##     40        0.8171             nan     0.0100    0.0009
##     50        0.8053             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0025
##      2        0.8794             nan     0.0100    0.0017
##      3        0.8771             nan     0.0100    0.0024
##      4        0.8754             nan     0.0100    0.0017
##      5        0.8730             nan     0.0100    0.0024
##      6        0.8706             nan     0.0100    0.0023
##      7        0.8683             nan     0.0100    0.0022
##      8        0.8661             nan     0.0100    0.0023
##      9        0.8645             nan     0.0100    0.0015
##     10        0.8631             nan     0.0100    0.0013
##     20        0.8462             nan     0.0100    0.0013
##     40        0.8156             nan     0.0100    0.0008
##     50        0.8038             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0017
##      2        0.8796             nan     0.0100    0.0024
##      3        0.8781             nan     0.0100    0.0014
##      4        0.8764             nan     0.0100    0.0017
##      5        0.8740             nan     0.0100    0.0024
##      6        0.8717             nan     0.0100    0.0024
##      7        0.8693             nan     0.0100    0.0023
##      8        0.8677             nan     0.0100    0.0016
##      9        0.8655             nan     0.0100    0.0022
##     10        0.8633             nan     0.0100    0.0022
##     20        0.8449             nan     0.0100    0.0013
##     40        0.8162             nan     0.0100    0.0009
##     50        0.8041             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8792             nan     0.0100    0.0022
##      3        0.8770             nan     0.0100    0.0022
##      4        0.8748             nan     0.0100    0.0022
##      5        0.8729             nan     0.0100    0.0019
##      6        0.8709             nan     0.0100    0.0018
##      7        0.8688             nan     0.0100    0.0021
##      8        0.8665             nan     0.0100    0.0023
##      9        0.8642             nan     0.0100    0.0023
##     10        0.8624             nan     0.0100    0.0018
##     20        0.8432             nan     0.0100    0.0017
##     40        0.8117             nan     0.0100    0.0009
##     50        0.7983             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0022
##      2        0.8795             nan     0.0100    0.0019
##      3        0.8773             nan     0.0100    0.0022
##      4        0.8752             nan     0.0100    0.0022
##      5        0.8731             nan     0.0100    0.0021
##      6        0.8706             nan     0.0100    0.0023
##      7        0.8685             nan     0.0100    0.0021
##      8        0.8661             nan     0.0100    0.0024
##      9        0.8641             nan     0.0100    0.0020
##     10        0.8619             nan     0.0100    0.0022
##     20        0.8426             nan     0.0100    0.0017
##     40        0.8126             nan     0.0100    0.0010
##     50        0.7996             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8789             nan     0.0100    0.0022
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8741             nan     0.0100    0.0024
##      5        0.8717             nan     0.0100    0.0024
##      6        0.8696             nan     0.0100    0.0021
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8656             nan     0.0100    0.0020
##      9        0.8636             nan     0.0100    0.0020
##     10        0.8617             nan     0.0100    0.0020
##     20        0.8429             nan     0.0100    0.0017
##     40        0.8129             nan     0.0100    0.0011
##     50        0.8002             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8794             nan     0.0100    0.0019
##      3        0.8768             nan     0.0100    0.0025
##      4        0.8747             nan     0.0100    0.0022
##      5        0.8724             nan     0.0100    0.0021
##      6        0.8703             nan     0.0100    0.0021
##      7        0.8679             nan     0.0100    0.0024
##      8        0.8659             nan     0.0100    0.0020
##      9        0.8638             nan     0.0100    0.0020
##     10        0.8617             nan     0.0100    0.0023
##     20        0.8418             nan     0.0100    0.0019
##     40        0.8114             nan     0.0100    0.0014
##     50        0.7986             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8824             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8831             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0002
##     50        0.8750             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0003
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0014
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8722             nan     0.0100    0.0010
##     20        0.8610             nan     0.0100    0.0009
##     40        0.8407             nan     0.0100    0.0010
##     50        0.8325             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8798             nan     0.0100    0.0013
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8773             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8716             nan     0.0100    0.0012
##     20        0.8609             nan     0.0100    0.0012
##     40        0.8411             nan     0.0100    0.0007
##     50        0.8335             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8791             nan     0.0100    0.0011
##      5        0.8780             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0013
##      7        0.8754             nan     0.0100    0.0013
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8611             nan     0.0100    0.0009
##     40        0.8417             nan     0.0100    0.0010
##     50        0.8329             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8798             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8771             nan     0.0100    0.0013
##      6        0.8760             nan     0.0100    0.0011
##      7        0.8746             nan     0.0100    0.0013
##      8        0.8736             nan     0.0100    0.0010
##      9        0.8723             nan     0.0100    0.0012
##     10        0.8713             nan     0.0100    0.0010
##     20        0.8604             nan     0.0100    0.0012
##     40        0.8415             nan     0.0100    0.0010
##     50        0.8333             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8808             nan     0.0100    0.0015
##      3        0.8786             nan     0.0100    0.0022
##      4        0.8764             nan     0.0100    0.0022
##      5        0.8748             nan     0.0100    0.0015
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8711             nan     0.0100    0.0021
##      8        0.8696             nan     0.0100    0.0014
##      9        0.8675             nan     0.0100    0.0021
##     10        0.8661             nan     0.0100    0.0014
##     20        0.8500             nan     0.0100    0.0018
##     40        0.8229             nan     0.0100    0.0008
##     50        0.8114             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8740             nan     0.0100    0.0021
##      6        0.8726             nan     0.0100    0.0015
##      7        0.8706             nan     0.0100    0.0021
##      8        0.8692             nan     0.0100    0.0014
##      9        0.8672             nan     0.0100    0.0020
##     10        0.8657             nan     0.0100    0.0014
##     20        0.8504             nan     0.0100    0.0019
##     40        0.8239             nan     0.0100    0.0015
##     50        0.8121             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0022
##      5        0.8739             nan     0.0100    0.0021
##      6        0.8726             nan     0.0100    0.0013
##      7        0.8713             nan     0.0100    0.0014
##      8        0.8698             nan     0.0100    0.0014
##      9        0.8683             nan     0.0100    0.0014
##     10        0.8662             nan     0.0100    0.0020
##     20        0.8493             nan     0.0100    0.0019
##     40        0.8225             nan     0.0100    0.0015
##     50        0.8117             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8799             nan     0.0100    0.0015
##      3        0.8777             nan     0.0100    0.0022
##      4        0.8762             nan     0.0100    0.0013
##      5        0.8747             nan     0.0100    0.0015
##      6        0.8726             nan     0.0100    0.0021
##      7        0.8705             nan     0.0100    0.0020
##      8        0.8684             nan     0.0100    0.0020
##      9        0.8664             nan     0.0100    0.0020
##     10        0.8649             nan     0.0100    0.0014
##     20        0.8496             nan     0.0100    0.0018
##     40        0.8237             nan     0.0100    0.0009
##     50        0.8118             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8794             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8750             nan     0.0100    0.0025
##      5        0.8726             nan     0.0100    0.0025
##      6        0.8701             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8661             nan     0.0100    0.0016
##      9        0.8644             nan     0.0100    0.0016
##     10        0.8620             nan     0.0100    0.0023
##     20        0.8436             nan     0.0100    0.0013
##     40        0.8147             nan     0.0100    0.0015
##     50        0.8011             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8768             nan     0.0100    0.0025
##      4        0.8750             nan     0.0100    0.0017
##      5        0.8732             nan     0.0100    0.0017
##      6        0.8707             nan     0.0100    0.0024
##      7        0.8684             nan     0.0100    0.0024
##      8        0.8660             nan     0.0100    0.0024
##      9        0.8644             nan     0.0100    0.0016
##     10        0.8621             nan     0.0100    0.0023
##     20        0.8431             nan     0.0100    0.0019
##     40        0.8143             nan     0.0100    0.0015
##     50        0.8010             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0026
##      3        0.8771             nan     0.0100    0.0018
##      4        0.8746             nan     0.0100    0.0024
##      5        0.8729             nan     0.0100    0.0017
##      6        0.8712             nan     0.0100    0.0017
##      7        0.8687             nan     0.0100    0.0024
##      8        0.8671             nan     0.0100    0.0016
##      9        0.8648             nan     0.0100    0.0023
##     10        0.8633             nan     0.0100    0.0015
##     20        0.8437             nan     0.0100    0.0020
##     40        0.8154             nan     0.0100    0.0009
##     50        0.8025             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0019
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8756             nan     0.0100    0.0025
##      5        0.8732             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8698             nan     0.0100    0.0016
##      8        0.8681             nan     0.0100    0.0016
##      9        0.8658             nan     0.0100    0.0023
##     10        0.8642             nan     0.0100    0.0016
##     20        0.8459             nan     0.0100    0.0020
##     40        0.8150             nan     0.0100    0.0012
##     50        0.8019             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0024
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8692             nan     0.0100    0.0025
##      7        0.8671             nan     0.0100    0.0021
##      8        0.8652             nan     0.0100    0.0018
##      9        0.8629             nan     0.0100    0.0023
##     10        0.8608             nan     0.0100    0.0021
##     20        0.8409             nan     0.0100    0.0018
##     40        0.8086             nan     0.0100    0.0014
##     50        0.7975             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8717             nan     0.0100    0.0022
##      6        0.8693             nan     0.0100    0.0025
##      7        0.8669             nan     0.0100    0.0024
##      8        0.8648             nan     0.0100    0.0021
##      9        0.8627             nan     0.0100    0.0020
##     10        0.8606             nan     0.0100    0.0021
##     20        0.8404             nan     0.0100    0.0021
##     40        0.8083             nan     0.0100    0.0010
##     50        0.7957             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0022
##      3        0.8768             nan     0.0100    0.0021
##      4        0.8746             nan     0.0100    0.0022
##      5        0.8724             nan     0.0100    0.0022
##      6        0.8701             nan     0.0100    0.0021
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8635             nan     0.0100    0.0020
##     10        0.8620             nan     0.0100    0.0014
##     20        0.8413             nan     0.0100    0.0017
##     40        0.8097             nan     0.0100    0.0014
##     50        0.7972             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8698             nan     0.0100    0.0021
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0020
##     10        0.8615             nan     0.0100    0.0021
##     20        0.8416             nan     0.0100    0.0018
##     40        0.8088             nan     0.0100    0.0014
##     50        0.7973             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0001
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0001
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0011
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8771             nan     0.0100    0.0013
##      6        0.8761             nan     0.0100    0.0010
##      7        0.8747             nan     0.0100    0.0013
##      8        0.8737             nan     0.0100    0.0010
##      9        0.8724             nan     0.0100    0.0013
##     10        0.8711             nan     0.0100    0.0013
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8420             nan     0.0100    0.0007
##     50        0.8336             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0010
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8768             nan     0.0100    0.0010
##      7        0.8757             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0014
##     10        0.8720             nan     0.0100    0.0009
##     20        0.8607             nan     0.0100    0.0011
##     40        0.8412             nan     0.0100    0.0007
##     50        0.8331             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8734             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0013
##     20        0.8612             nan     0.0100    0.0009
##     40        0.8416             nan     0.0100    0.0009
##     50        0.8334             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8752             nan     0.0100    0.0013
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8716             nan     0.0100    0.0013
##     20        0.8606             nan     0.0100    0.0009
##     40        0.8420             nan     0.0100    0.0010
##     50        0.8346             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8774             nan     0.0100    0.0014
##      5        0.8752             nan     0.0100    0.0022
##      6        0.8737             nan     0.0100    0.0014
##      7        0.8724             nan     0.0100    0.0013
##      8        0.8704             nan     0.0100    0.0021
##      9        0.8684             nan     0.0100    0.0021
##     10        0.8670             nan     0.0100    0.0013
##     20        0.8513             nan     0.0100    0.0019
##     40        0.8243             nan     0.0100    0.0015
##     50        0.8118             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8791             nan     0.0100    0.0021
##      3        0.8776             nan     0.0100    0.0015
##      4        0.8755             nan     0.0100    0.0021
##      5        0.8740             nan     0.0100    0.0015
##      6        0.8726             nan     0.0100    0.0014
##      7        0.8712             nan     0.0100    0.0013
##      8        0.8699             nan     0.0100    0.0012
##      9        0.8679             nan     0.0100    0.0020
##     10        0.8666             nan     0.0100    0.0012
##     20        0.8515             nan     0.0100    0.0010
##     40        0.8233             nan     0.0100    0.0015
##     50        0.8124             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0014
##      4        0.8774             nan     0.0100    0.0014
##      5        0.8752             nan     0.0100    0.0022
##      6        0.8731             nan     0.0100    0.0021
##      7        0.8710             nan     0.0100    0.0020
##      8        0.8697             nan     0.0100    0.0012
##      9        0.8676             nan     0.0100    0.0020
##     10        0.8655             nan     0.0100    0.0020
##     20        0.8506             nan     0.0100    0.0018
##     40        0.8242             nan     0.0100    0.0015
##     50        0.8129             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8775             nan     0.0100    0.0014
##      5        0.8761             nan     0.0100    0.0014
##      6        0.8739             nan     0.0100    0.0021
##      7        0.8717             nan     0.0100    0.0021
##      8        0.8697             nan     0.0100    0.0021
##      9        0.8676             nan     0.0100    0.0020
##     10        0.8663             nan     0.0100    0.0013
##     20        0.8523             nan     0.0100    0.0011
##     40        0.8237             nan     0.0100    0.0015
##     50        0.8116             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0017
##      4        0.8763             nan     0.0100    0.0017
##      5        0.8745             nan     0.0100    0.0017
##      6        0.8728             nan     0.0100    0.0017
##      7        0.8705             nan     0.0100    0.0023
##      8        0.8682             nan     0.0100    0.0023
##      9        0.8666             nan     0.0100    0.0016
##     10        0.8643             nan     0.0100    0.0022
##     20        0.8467             nan     0.0100    0.0013
##     40        0.8142             nan     0.0100    0.0012
##     50        0.8017             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8768             nan     0.0100    0.0024
##      4        0.8750             nan     0.0100    0.0017
##      5        0.8732             nan     0.0100    0.0017
##      6        0.8716             nan     0.0100    0.0015
##      7        0.8693             nan     0.0100    0.0023
##      8        0.8670             nan     0.0100    0.0023
##      9        0.8653             nan     0.0100    0.0016
##     10        0.8631             nan     0.0100    0.0023
##     20        0.8437             nan     0.0100    0.0015
##     40        0.8150             nan     0.0100    0.0010
##     50        0.8018             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8782             nan     0.0100    0.0018
##      4        0.8758             nan     0.0100    0.0024
##      5        0.8735             nan     0.0100    0.0024
##      6        0.8710             nan     0.0100    0.0024
##      7        0.8687             nan     0.0100    0.0023
##      8        0.8664             nan     0.0100    0.0023
##      9        0.8642             nan     0.0100    0.0023
##     10        0.8627             nan     0.0100    0.0014
##     20        0.8444             nan     0.0100    0.0019
##     40        0.8148             nan     0.0100    0.0015
##     50        0.8020             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8767             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0024
##      5        0.8718             nan     0.0100    0.0024
##      6        0.8700             nan     0.0100    0.0017
##      7        0.8677             nan     0.0100    0.0023
##      8        0.8660             nan     0.0100    0.0016
##      9        0.8637             nan     0.0100    0.0022
##     10        0.8620             nan     0.0100    0.0017
##     20        0.8452             nan     0.0100    0.0011
##     40        0.8150             nan     0.0100    0.0015
##     50        0.8020             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0021
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0024
##      6        0.8695             nan     0.0100    0.0022
##      7        0.8676             nan     0.0100    0.0019
##      8        0.8656             nan     0.0100    0.0018
##      9        0.8641             nan     0.0100    0.0015
##     10        0.8617             nan     0.0100    0.0023
##     20        0.8423             nan     0.0100    0.0020
##     40        0.8089             nan     0.0100    0.0016
##     50        0.7965             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0021
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8769             nan     0.0100    0.0023
##      4        0.8746             nan     0.0100    0.0022
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8701             nan     0.0100    0.0021
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8657             nan     0.0100    0.0018
##      9        0.8634             nan     0.0100    0.0023
##     10        0.8616             nan     0.0100    0.0017
##     20        0.8418             nan     0.0100    0.0016
##     40        0.8113             nan     0.0100    0.0010
##     50        0.7988             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0022
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8744             nan     0.0100    0.0023
##      5        0.8719             nan     0.0100    0.0024
##      6        0.8694             nan     0.0100    0.0024
##      7        0.8673             nan     0.0100    0.0021
##      8        0.8652             nan     0.0100    0.0020
##      9        0.8628             nan     0.0100    0.0023
##     10        0.8606             nan     0.0100    0.0023
##     20        0.8405             nan     0.0100    0.0020
##     40        0.8096             nan     0.0100    0.0013
##     50        0.7973             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0023
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8671             nan     0.0100    0.0023
##      8        0.8647             nan     0.0100    0.0024
##      9        0.8632             nan     0.0100    0.0015
##     10        0.8611             nan     0.0100    0.0020
##     20        0.8417             nan     0.0100    0.0019
##     40        0.8088             nan     0.0100    0.0014
##     50        0.7960             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0001
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8759             nan     0.0010    0.0002
##     50        0.8740             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8760             nan     0.0010    0.0002
##     50        0.8740             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8792             nan     0.0100    0.0010
##      5        0.8779             nan     0.0100    0.0013
##      6        0.8768             nan     0.0100    0.0010
##      7        0.8757             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0012
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8611             nan     0.0100    0.0012
##     40        0.8424             nan     0.0100    0.0010
##     50        0.8341             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8790             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8607             nan     0.0100    0.0009
##     40        0.8417             nan     0.0100    0.0007
##     50        0.8330             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0013
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8726             nan     0.0100    0.0013
##     10        0.8716             nan     0.0100    0.0010
##     20        0.8607             nan     0.0100    0.0009
##     40        0.8425             nan     0.0100    0.0007
##     50        0.8337             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0011
##      4        0.8784             nan     0.0100    0.0013
##      5        0.8772             nan     0.0100    0.0011
##      6        0.8762             nan     0.0100    0.0011
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8607             nan     0.0100    0.0009
##     40        0.8418             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8799             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0013
##      5        0.8754             nan     0.0100    0.0014
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8726             nan     0.0100    0.0013
##      8        0.8704             nan     0.0100    0.0021
##      9        0.8683             nan     0.0100    0.0021
##     10        0.8669             nan     0.0100    0.0014
##     20        0.8524             nan     0.0100    0.0011
##     40        0.8253             nan     0.0100    0.0008
##     50        0.8137             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0021
##      4        0.8769             nan     0.0100    0.0013
##      5        0.8754             nan     0.0100    0.0014
##      6        0.8733             nan     0.0100    0.0021
##      7        0.8718             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0014
##      9        0.8689             nan     0.0100    0.0014
##     10        0.8675             nan     0.0100    0.0013
##     20        0.8525             nan     0.0100    0.0011
##     40        0.8239             nan     0.0100    0.0009
##     50        0.8132             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0022
##      5        0.8753             nan     0.0100    0.0015
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8725             nan     0.0100    0.0014
##      8        0.8712             nan     0.0100    0.0013
##      9        0.8698             nan     0.0100    0.0014
##     10        0.8684             nan     0.0100    0.0013
##     20        0.8537             nan     0.0100    0.0011
##     40        0.8263             nan     0.0100    0.0008
##     50        0.8138             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0014
##      3        0.8784             nan     0.0100    0.0022
##      4        0.8769             nan     0.0100    0.0015
##      5        0.8755             nan     0.0100    0.0013
##      6        0.8733             nan     0.0100    0.0021
##      7        0.8720             nan     0.0100    0.0013
##      8        0.8707             nan     0.0100    0.0014
##      9        0.8693             nan     0.0100    0.0014
##     10        0.8678             nan     0.0100    0.0013
##     20        0.8525             nan     0.0100    0.0011
##     40        0.8244             nan     0.0100    0.0015
##     50        0.8132             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8762             nan     0.0100    0.0018
##      5        0.8745             nan     0.0100    0.0018
##      6        0.8720             nan     0.0100    0.0024
##      7        0.8696             nan     0.0100    0.0024
##      8        0.8678             nan     0.0100    0.0017
##      9        0.8662             nan     0.0100    0.0016
##     10        0.8645             nan     0.0100    0.0016
##     20        0.8473             nan     0.0100    0.0012
##     40        0.8161             nan     0.0100    0.0016
##     50        0.8029             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8797             nan     0.0100    0.0018
##      3        0.8779             nan     0.0100    0.0018
##      4        0.8761             nan     0.0100    0.0018
##      5        0.8744             nan     0.0100    0.0017
##      6        0.8725             nan     0.0100    0.0018
##      7        0.8701             nan     0.0100    0.0024
##      8        0.8684             nan     0.0100    0.0016
##      9        0.8661             nan     0.0100    0.0024
##     10        0.8638             nan     0.0100    0.0023
##     20        0.8454             nan     0.0100    0.0020
##     40        0.8157             nan     0.0100    0.0012
##     50        0.8035             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8797             nan     0.0100    0.0018
##      3        0.8779             nan     0.0100    0.0017
##      4        0.8755             nan     0.0100    0.0025
##      5        0.8739             nan     0.0100    0.0015
##      6        0.8723             nan     0.0100    0.0017
##      7        0.8699             nan     0.0100    0.0024
##      8        0.8682             nan     0.0100    0.0017
##      9        0.8659             nan     0.0100    0.0024
##     10        0.8638             nan     0.0100    0.0023
##     20        0.8446             nan     0.0100    0.0020
##     40        0.8137             nan     0.0100    0.0015
##     50        0.8025             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0018
##      4        0.8762             nan     0.0100    0.0018
##      5        0.8737             nan     0.0100    0.0024
##      6        0.8720             nan     0.0100    0.0017
##      7        0.8702             nan     0.0100    0.0017
##      8        0.8685             nan     0.0100    0.0016
##      9        0.8669             nan     0.0100    0.0016
##     10        0.8653             nan     0.0100    0.0016
##     20        0.8465             nan     0.0100    0.0016
##     40        0.8149             nan     0.0100    0.0014
##     50        0.8020             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0022
##      3        0.8767             nan     0.0100    0.0023
##      4        0.8747             nan     0.0100    0.0020
##      5        0.8725             nan     0.0100    0.0022
##      6        0.8701             nan     0.0100    0.0024
##      7        0.8685             nan     0.0100    0.0016
##      8        0.8663             nan     0.0100    0.0021
##      9        0.8639             nan     0.0100    0.0023
##     10        0.8618             nan     0.0100    0.0020
##     20        0.8420             nan     0.0100    0.0021
##     40        0.8107             nan     0.0100    0.0016
##     50        0.7978             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0019
##      2        0.8792             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0025
##      4        0.8745             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0022
##      6        0.8700             nan     0.0100    0.0021
##      7        0.8681             nan     0.0100    0.0019
##      8        0.8657             nan     0.0100    0.0024
##      9        0.8637             nan     0.0100    0.0021
##     10        0.8617             nan     0.0100    0.0021
##     20        0.8423             nan     0.0100    0.0016
##     40        0.8112             nan     0.0100    0.0012
##     50        0.7988             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0020
##      4        0.8747             nan     0.0100    0.0020
##      5        0.8725             nan     0.0100    0.0022
##      6        0.8703             nan     0.0100    0.0021
##      7        0.8682             nan     0.0100    0.0021
##      8        0.8658             nan     0.0100    0.0024
##      9        0.8638             nan     0.0100    0.0021
##     10        0.8618             nan     0.0100    0.0018
##     20        0.8433             nan     0.0100    0.0017
##     40        0.8113             nan     0.0100    0.0012
##     50        0.7975             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0020
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8744             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0020
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8681             nan     0.0100    0.0019
##      8        0.8659             nan     0.0100    0.0021
##      9        0.8639             nan     0.0100    0.0020
##     10        0.8615             nan     0.0100    0.0023
##     20        0.8420             nan     0.0100    0.0018
##     40        0.8094             nan     0.0100    0.0016
##     50        0.7969             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0002
##     50        0.8753             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0001
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0001
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8815             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8810             nan     0.0010    0.0003
##     20        0.8786             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8783             nan     0.0100    0.0013
##      5        0.8770             nan     0.0100    0.0014
##      6        0.8757             nan     0.0100    0.0013
##      7        0.8746             nan     0.0100    0.0011
##      8        0.8733             nan     0.0100    0.0013
##      9        0.8722             nan     0.0100    0.0010
##     10        0.8713             nan     0.0100    0.0010
##     20        0.8606             nan     0.0100    0.0009
##     40        0.8420             nan     0.0100    0.0007
##     50        0.8345             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8422             nan     0.0100    0.0006
##     50        0.8340             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8776             nan     0.0100    0.0013
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0012
##     20        0.8612             nan     0.0100    0.0009
##     40        0.8421             nan     0.0100    0.0007
##     50        0.8334             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8768             nan     0.0100    0.0010
##      7        0.8758             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0013
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0011
##     40        0.8419             nan     0.0100    0.0007
##     50        0.8343             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8796             nan     0.0100    0.0016
##      3        0.8782             nan     0.0100    0.0014
##      4        0.8760             nan     0.0100    0.0021
##      5        0.8740             nan     0.0100    0.0021
##      6        0.8719             nan     0.0100    0.0021
##      7        0.8704             nan     0.0100    0.0015
##      8        0.8690             nan     0.0100    0.0013
##      9        0.8676             nan     0.0100    0.0014
##     10        0.8662             nan     0.0100    0.0014
##     20        0.8507             nan     0.0100    0.0019
##     40        0.8240             nan     0.0100    0.0015
##     50        0.8113             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8803             nan     0.0100    0.0015
##      3        0.8788             nan     0.0100    0.0015
##      4        0.8765             nan     0.0100    0.0022
##      5        0.8743             nan     0.0100    0.0022
##      6        0.8730             nan     0.0100    0.0013
##      7        0.8709             nan     0.0100    0.0021
##      8        0.8688             nan     0.0100    0.0021
##      9        0.8674             nan     0.0100    0.0012
##     10        0.8660             nan     0.0100    0.0014
##     20        0.8498             nan     0.0100    0.0012
##     40        0.8236             nan     0.0100    0.0015
##     50        0.8109             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8799             nan     0.0100    0.0020
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8755             nan     0.0100    0.0013
##      6        0.8734             nan     0.0100    0.0021
##      7        0.8712             nan     0.0100    0.0021
##      8        0.8691             nan     0.0100    0.0021
##      9        0.8672             nan     0.0100    0.0020
##     10        0.8651             nan     0.0100    0.0020
##     20        0.8508             nan     0.0100    0.0011
##     40        0.8230             nan     0.0100    0.0015
##     50        0.8124             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8797             nan     0.0100    0.0022
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8746             nan     0.0100    0.0015
##      6        0.8731             nan     0.0100    0.0015
##      7        0.8716             nan     0.0100    0.0014
##      8        0.8701             nan     0.0100    0.0014
##      9        0.8680             nan     0.0100    0.0021
##     10        0.8660             nan     0.0100    0.0021
##     20        0.8501             nan     0.0100    0.0018
##     40        0.8237             nan     0.0100    0.0015
##     50        0.8120             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8797             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0018
##      4        0.8755             nan     0.0100    0.0024
##      5        0.8738             nan     0.0100    0.0017
##      6        0.8714             nan     0.0100    0.0024
##      7        0.8691             nan     0.0100    0.0023
##      8        0.8675             nan     0.0100    0.0016
##      9        0.8652             nan     0.0100    0.0024
##     10        0.8629             nan     0.0100    0.0023
##     20        0.8447             nan     0.0100    0.0020
##     40        0.8150             nan     0.0100    0.0015
##     50        0.8026             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0018
##      4        0.8756             nan     0.0100    0.0025
##      5        0.8731             nan     0.0100    0.0025
##      6        0.8714             nan     0.0100    0.0017
##      7        0.8697             nan     0.0100    0.0017
##      8        0.8681             nan     0.0100    0.0016
##      9        0.8664             nan     0.0100    0.0016
##     10        0.8651             nan     0.0100    0.0013
##     20        0.8458             nan     0.0100    0.0020
##     40        0.8167             nan     0.0100    0.0009
##     50        0.8026             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8791             nan     0.0100    0.0018
##      3        0.8772             nan     0.0100    0.0018
##      4        0.8755             nan     0.0100    0.0017
##      5        0.8730             nan     0.0100    0.0024
##      6        0.8714             nan     0.0100    0.0017
##      7        0.8689             nan     0.0100    0.0024
##      8        0.8665             nan     0.0100    0.0023
##      9        0.8648             nan     0.0100    0.0017
##     10        0.8625             nan     0.0100    0.0023
##     20        0.8445             nan     0.0100    0.0020
##     40        0.8158             nan     0.0100    0.0015
##     50        0.8030             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8792             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0025
##      4        0.8743             nan     0.0100    0.0024
##      5        0.8719             nan     0.0100    0.0024
##      6        0.8696             nan     0.0100    0.0024
##      7        0.8672             nan     0.0100    0.0024
##      8        0.8656             nan     0.0100    0.0016
##      9        0.8639             nan     0.0100    0.0016
##     10        0.8617             nan     0.0100    0.0022
##     20        0.8446             nan     0.0100    0.0020
##     40        0.8148             nan     0.0100    0.0015
##     50        0.8023             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8673             nan     0.0100    0.0022
##      8        0.8655             nan     0.0100    0.0018
##      9        0.8635             nan     0.0100    0.0021
##     10        0.8612             nan     0.0100    0.0023
##     20        0.8415             nan     0.0100    0.0015
##     40        0.8111             nan     0.0100    0.0009
##     50        0.7985             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0023
##      4        0.8745             nan     0.0100    0.0023
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8702             nan     0.0100    0.0022
##      7        0.8680             nan     0.0100    0.0021
##      8        0.8656             nan     0.0100    0.0024
##      9        0.8633             nan     0.0100    0.0023
##     10        0.8612             nan     0.0100    0.0020
##     20        0.8418             nan     0.0100    0.0018
##     40        0.8109             nan     0.0100    0.0012
##     50        0.7972             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8783             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0019
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8671             nan     0.0100    0.0024
##      8        0.8650             nan     0.0100    0.0020
##      9        0.8627             nan     0.0100    0.0023
##     10        0.8604             nan     0.0100    0.0023
##     20        0.8407             nan     0.0100    0.0018
##     40        0.8092             nan     0.0100    0.0013
##     50        0.7960             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8763             nan     0.0100    0.0023
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8717             nan     0.0100    0.0021
##      6        0.8696             nan     0.0100    0.0022
##      7        0.8672             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0021
##      9        0.8630             nan     0.0100    0.0020
##     10        0.8609             nan     0.0100    0.0020
##     20        0.8420             nan     0.0100    0.0020
##     40        0.8101             nan     0.0100    0.0009
##     50        0.7974             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8785             nan     0.0010    0.0001
##     50        0.8773             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0001
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0001
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8761             nan     0.0010    0.0002
##     50        0.8743             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0001
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0003
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0003
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8755             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8786             nan     0.0010    0.0002
##     40        0.8739             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0003
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8822             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8815             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8810             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8798             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8773             nan     0.0100    0.0014
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8739             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8715             nan     0.0100    0.0013
##     20        0.8602             nan     0.0100    0.0012
##     40        0.8414             nan     0.0100    0.0010
##     50        0.8331             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8790             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0014
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8752             nan     0.0100    0.0013
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0013
##     10        0.8714             nan     0.0100    0.0013
##     20        0.8607             nan     0.0100    0.0012
##     40        0.8411             nan     0.0100    0.0010
##     50        0.8328             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0014
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8726             nan     0.0100    0.0013
##     10        0.8716             nan     0.0100    0.0010
##     20        0.8601             nan     0.0100    0.0012
##     40        0.8410             nan     0.0100    0.0007
##     50        0.8324             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0013
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8750             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8601             nan     0.0100    0.0012
##     40        0.8408             nan     0.0100    0.0010
##     50        0.8322             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8797             nan     0.0100    0.0015
##      3        0.8781             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0013
##      5        0.8753             nan     0.0100    0.0015
##      6        0.8738             nan     0.0100    0.0014
##      7        0.8717             nan     0.0100    0.0021
##      8        0.8696             nan     0.0100    0.0021
##      9        0.8682             nan     0.0100    0.0014
##     10        0.8661             nan     0.0100    0.0021
##     20        0.8510             nan     0.0100    0.0019
##     40        0.8227             nan     0.0100    0.0015
##     50        0.8113             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8805             nan     0.0100    0.0014
##      3        0.8783             nan     0.0100    0.0022
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8754             nan     0.0100    0.0013
##      6        0.8733             nan     0.0100    0.0021
##      7        0.8711             nan     0.0100    0.0021
##      8        0.8696             nan     0.0100    0.0014
##      9        0.8682             nan     0.0100    0.0014
##     10        0.8669             nan     0.0100    0.0012
##     20        0.8506             nan     0.0100    0.0011
##     40        0.8235             nan     0.0100    0.0015
##     50        0.8112             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0023
##      4        0.8761             nan     0.0100    0.0022
##      5        0.8747             nan     0.0100    0.0013
##      6        0.8732             nan     0.0100    0.0015
##      7        0.8717             nan     0.0100    0.0014
##      8        0.8695             nan     0.0100    0.0021
##      9        0.8674             nan     0.0100    0.0021
##     10        0.8661             nan     0.0100    0.0012
##     20        0.8507             nan     0.0100    0.0012
##     40        0.8238             nan     0.0100    0.0016
##     50        0.8121             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8791             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0022
##      5        0.8756             nan     0.0100    0.0013
##      6        0.8734             nan     0.0100    0.0021
##      7        0.8713             nan     0.0100    0.0021
##      8        0.8693             nan     0.0100    0.0021
##      9        0.8680             nan     0.0100    0.0013
##     10        0.8666             nan     0.0100    0.0014
##     20        0.8499             nan     0.0100    0.0019
##     40        0.8226             nan     0.0100    0.0015
##     50        0.8111             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8774             nan     0.0100    0.0018
##      4        0.8749             nan     0.0100    0.0024
##      5        0.8731             nan     0.0100    0.0017
##      6        0.8713             nan     0.0100    0.0017
##      7        0.8690             nan     0.0100    0.0024
##      8        0.8673             nan     0.0100    0.0016
##      9        0.8651             nan     0.0100    0.0023
##     10        0.8635             nan     0.0100    0.0015
##     20        0.8451             nan     0.0100    0.0013
##     40        0.8135             nan     0.0100    0.0010
##     50        0.8020             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0025
##      4        0.8757             nan     0.0100    0.0017
##      5        0.8733             nan     0.0100    0.0025
##      6        0.8717             nan     0.0100    0.0015
##      7        0.8693             nan     0.0100    0.0024
##      8        0.8676             nan     0.0100    0.0016
##      9        0.8653             nan     0.0100    0.0023
##     10        0.8637             nan     0.0100    0.0016
##     20        0.8450             nan     0.0100    0.0015
##     40        0.8134             nan     0.0100    0.0009
##     50        0.8011             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0016
##      2        0.8801             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0025
##      4        0.8757             nan     0.0100    0.0018
##      5        0.8732             nan     0.0100    0.0025
##      6        0.8710             nan     0.0100    0.0022
##      7        0.8694             nan     0.0100    0.0016
##      8        0.8677             nan     0.0100    0.0017
##      9        0.8663             nan     0.0100    0.0014
##     10        0.8647             nan     0.0100    0.0016
##     20        0.8465             nan     0.0100    0.0020
##     40        0.8144             nan     0.0100    0.0015
##     50        0.8014             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0025
##      4        0.8756             nan     0.0100    0.0018
##      5        0.8732             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8691             nan     0.0100    0.0024
##      8        0.8667             nan     0.0100    0.0024
##      9        0.8649             nan     0.0100    0.0017
##     10        0.8633             nan     0.0100    0.0016
##     20        0.8446             nan     0.0100    0.0012
##     40        0.8137             nan     0.0100    0.0010
##     50        0.8015             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8693             nan     0.0100    0.0024
##      7        0.8672             nan     0.0100    0.0022
##      8        0.8651             nan     0.0100    0.0021
##      9        0.8631             nan     0.0100    0.0019
##     10        0.8614             nan     0.0100    0.0018
##     20        0.8416             nan     0.0100    0.0018
##     40        0.8093             nan     0.0100    0.0016
##     50        0.7963             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0020
##      4        0.8745             nan     0.0100    0.0022
##      5        0.8723             nan     0.0100    0.0021
##      6        0.8702             nan     0.0100    0.0022
##      7        0.8679             nan     0.0100    0.0022
##      8        0.8658             nan     0.0100    0.0021
##      9        0.8637             nan     0.0100    0.0021
##     10        0.8618             nan     0.0100    0.0018
##     20        0.8420             nan     0.0100    0.0020
##     40        0.8097             nan     0.0100    0.0012
##     50        0.7969             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0025
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8716             nan     0.0100    0.0023
##      6        0.8694             nan     0.0100    0.0022
##      7        0.8673             nan     0.0100    0.0022
##      8        0.8652             nan     0.0100    0.0021
##      9        0.8630             nan     0.0100    0.0021
##     10        0.8610             nan     0.0100    0.0020
##     20        0.8414             nan     0.0100    0.0019
##     40        0.8090             nan     0.0100    0.0012
##     50        0.7958             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8737             nan     0.0100    0.0025
##      5        0.8714             nan     0.0100    0.0021
##      6        0.8692             nan     0.0100    0.0022
##      7        0.8672             nan     0.0100    0.0021
##      8        0.8650             nan     0.0100    0.0021
##      9        0.8627             nan     0.0100    0.0023
##     10        0.8606             nan     0.0100    0.0020
##     20        0.8410             nan     0.0100    0.0017
##     40        0.8085             nan     0.0100    0.0016
##     50        0.7960             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0001
##     40        0.8761             nan     0.0010    0.0002
##     50        0.8743             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8761             nan     0.0010    0.0002
##     50        0.8743             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8758             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0003
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0003
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8726             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0003
##     40        0.8748             nan     0.0010    0.0002
##     50        0.8727             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8791             nan     0.0010    0.0003
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8725             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0003
##     40        0.8749             nan     0.0010    0.0002
##     50        0.8728             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0003
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8739             nan     0.0010    0.0003
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8739             nan     0.0010    0.0002
##     50        0.8715             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8790             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0014
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8746             nan     0.0100    0.0010
##      9        0.8731             nan     0.0100    0.0014
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8601             nan     0.0100    0.0009
##     40        0.8405             nan     0.0100    0.0007
##     50        0.8321             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8784             nan     0.0100    0.0014
##      5        0.8773             nan     0.0100    0.0010
##      6        0.8759             nan     0.0100    0.0014
##      7        0.8746             nan     0.0100    0.0013
##      8        0.8735             nan     0.0100    0.0010
##      9        0.8725             nan     0.0100    0.0010
##     10        0.8712             nan     0.0100    0.0013
##     20        0.8604             nan     0.0100    0.0012
##     40        0.8418             nan     0.0100    0.0007
##     50        0.8331             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0014
##      5        0.8773             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8749             nan     0.0100    0.0014
##      8        0.8736             nan     0.0100    0.0013
##      9        0.8726             nan     0.0100    0.0010
##     10        0.8716             nan     0.0100    0.0010
##     20        0.8602             nan     0.0100    0.0012
##     40        0.8410             nan     0.0100    0.0010
##     50        0.8320             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8763             nan     0.0100    0.0014
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0014
##     10        0.8718             nan     0.0100    0.0010
##     20        0.8605             nan     0.0100    0.0012
##     40        0.8407             nan     0.0100    0.0011
##     50        0.8325             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8807             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0022
##      4        0.8762             nan     0.0100    0.0022
##      5        0.8741             nan     0.0100    0.0021
##      6        0.8726             nan     0.0100    0.0015
##      7        0.8712             nan     0.0100    0.0015
##      8        0.8691             nan     0.0100    0.0021
##      9        0.8677             nan     0.0100    0.0014
##     10        0.8662             nan     0.0100    0.0014
##     20        0.8506             nan     0.0100    0.0019
##     40        0.8225             nan     0.0100    0.0016
##     50        0.8110             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8777             nan     0.0100    0.0022
##      4        0.8755             nan     0.0100    0.0021
##      5        0.8740             nan     0.0100    0.0015
##      6        0.8725             nan     0.0100    0.0015
##      7        0.8703             nan     0.0100    0.0021
##      8        0.8682             nan     0.0100    0.0021
##      9        0.8661             nan     0.0100    0.0020
##     10        0.8641             nan     0.0100    0.0020
##     20        0.8489             nan     0.0100    0.0012
##     40        0.8216             nan     0.0100    0.0015
##     50        0.8104             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8798             nan     0.0100    0.0016
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8739             nan     0.0100    0.0022
##      6        0.8718             nan     0.0100    0.0021
##      7        0.8697             nan     0.0100    0.0021
##      8        0.8682             nan     0.0100    0.0014
##      9        0.8660             nan     0.0100    0.0021
##     10        0.8640             nan     0.0100    0.0020
##     20        0.8496             nan     0.0100    0.0019
##     40        0.8217             nan     0.0100    0.0008
##     50        0.8103             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0023
##      2        0.8799             nan     0.0100    0.0016
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0015
##      5        0.8746             nan     0.0100    0.0022
##      6        0.8724             nan     0.0100    0.0021
##      7        0.8704             nan     0.0100    0.0021
##      8        0.8689             nan     0.0100    0.0014
##      9        0.8675             nan     0.0100    0.0014
##     10        0.8654             nan     0.0100    0.0020
##     20        0.8497             nan     0.0100    0.0018
##     40        0.8223             nan     0.0100    0.0015
##     50        0.8109             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8792             nan     0.0100    0.0026
##      3        0.8767             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0025
##      5        0.8725             nan     0.0100    0.0018
##      6        0.8701             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8653             nan     0.0100    0.0023
##      9        0.8636             nan     0.0100    0.0016
##     10        0.8613             nan     0.0100    0.0023
##     20        0.8427             nan     0.0100    0.0018
##     40        0.8124             nan     0.0100    0.0016
##     50        0.8010             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8772             nan     0.0100    0.0025
##      4        0.8747             nan     0.0100    0.0025
##      5        0.8722             nan     0.0100    0.0025
##      6        0.8705             nan     0.0100    0.0018
##      7        0.8688             nan     0.0100    0.0017
##      8        0.8664             nan     0.0100    0.0024
##      9        0.8640             nan     0.0100    0.0023
##     10        0.8624             nan     0.0100    0.0016
##     20        0.8441             nan     0.0100    0.0020
##     40        0.8124             nan     0.0100    0.0012
##     50        0.7995             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0019
##      2        0.8793             nan     0.0100    0.0026
##      3        0.8769             nan     0.0100    0.0025
##      4        0.8750             nan     0.0100    0.0017
##      5        0.8732             nan     0.0100    0.0017
##      6        0.8708             nan     0.0100    0.0024
##      7        0.8684             nan     0.0100    0.0024
##      8        0.8668             nan     0.0100    0.0017
##      9        0.8653             nan     0.0100    0.0013
##     10        0.8630             nan     0.0100    0.0023
##     20        0.8439             nan     0.0100    0.0020
##     40        0.8127             nan     0.0100    0.0015
##     50        0.7997             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0027
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8760             nan     0.0100    0.0025
##      4        0.8743             nan     0.0100    0.0018
##      5        0.8719             nan     0.0100    0.0025
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8676             nan     0.0100    0.0017
##      8        0.8658             nan     0.0100    0.0017
##      9        0.8641             nan     0.0100    0.0016
##     10        0.8618             nan     0.0100    0.0023
##     20        0.8429             nan     0.0100    0.0020
##     40        0.8128             nan     0.0100    0.0010
##     50        0.7999             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8782             nan     0.0100    0.0025
##      3        0.8758             nan     0.0100    0.0023
##      4        0.8733             nan     0.0100    0.0026
##      5        0.8710             nan     0.0100    0.0022
##      6        0.8687             nan     0.0100    0.0022
##      7        0.8665             nan     0.0100    0.0022
##      8        0.8644             nan     0.0100    0.0022
##      9        0.8621             nan     0.0100    0.0023
##     10        0.8597             nan     0.0100    0.0023
##     20        0.8395             nan     0.0100    0.0017
##     40        0.8077             nan     0.0100    0.0014
##     50        0.7955             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0026
##      4        0.8739             nan     0.0100    0.0023
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0022
##      7        0.8673             nan     0.0100    0.0022
##      8        0.8649             nan     0.0100    0.0024
##      9        0.8628             nan     0.0100    0.0021
##     10        0.8604             nan     0.0100    0.0023
##     20        0.8407             nan     0.0100    0.0016
##     40        0.8085             nan     0.0100    0.0015
##     50        0.7953             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0026
##      3        0.8758             nan     0.0100    0.0026
##      4        0.8733             nan     0.0100    0.0025
##      5        0.8708             nan     0.0100    0.0025
##      6        0.8683             nan     0.0100    0.0024
##      7        0.8663             nan     0.0100    0.0019
##      8        0.8639             nan     0.0100    0.0024
##      9        0.8617             nan     0.0100    0.0020
##     10        0.8597             nan     0.0100    0.0020
##     20        0.8395             nan     0.0100    0.0021
##     40        0.8073             nan     0.0100    0.0016
##     50        0.7949             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8760             nan     0.0100    0.0025
##      4        0.8734             nan     0.0100    0.0025
##      5        0.8709             nan     0.0100    0.0025
##      6        0.8686             nan     0.0100    0.0021
##      7        0.8662             nan     0.0100    0.0024
##      8        0.8638             nan     0.0100    0.0024
##      9        0.8614             nan     0.0100    0.0023
##     10        0.8594             nan     0.0100    0.0021
##     20        0.8399             nan     0.0100    0.0018
##     40        0.8071             nan     0.0100    0.0016
##     50        0.7945             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0001
##     50        0.8750             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0003
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0003
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0011
##      5        0.8771             nan     0.0100    0.0014
##      6        0.8760             nan     0.0100    0.0011
##      7        0.8750             nan     0.0100    0.0010
##      8        0.8739             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8604             nan     0.0100    0.0009
##     40        0.8407             nan     0.0100    0.0010
##     50        0.8327             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8790             nan     0.0100    0.0011
##      5        0.8779             nan     0.0100    0.0010
##      6        0.8769             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0013
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8734             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0013
##     20        0.8606             nan     0.0100    0.0012
##     40        0.8407             nan     0.0100    0.0010
##     50        0.8327             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8785             nan     0.0100    0.0014
##      5        0.8775             nan     0.0100    0.0011
##      6        0.8761             nan     0.0100    0.0013
##      7        0.8750             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8714             nan     0.0100    0.0013
##     20        0.8612             nan     0.0100    0.0009
##     40        0.8412             nan     0.0100    0.0010
##     50        0.8324             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8790             nan     0.0100    0.0011
##      5        0.8779             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0014
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8603             nan     0.0100    0.0012
##     40        0.8408             nan     0.0100    0.0010
##     50        0.8324             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8788             nan     0.0100    0.0015
##      4        0.8766             nan     0.0100    0.0022
##      5        0.8752             nan     0.0100    0.0015
##      6        0.8738             nan     0.0100    0.0014
##      7        0.8723             nan     0.0100    0.0014
##      8        0.8701             nan     0.0100    0.0021
##      9        0.8687             nan     0.0100    0.0014
##     10        0.8674             nan     0.0100    0.0012
##     20        0.8490             nan     0.0100    0.0018
##     40        0.8231             nan     0.0100    0.0009
##     50        0.8115             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8788             nan     0.0100    0.0015
##      4        0.8773             nan     0.0100    0.0015
##      5        0.8758             nan     0.0100    0.0015
##      6        0.8736             nan     0.0100    0.0021
##      7        0.8714             nan     0.0100    0.0021
##      8        0.8700             nan     0.0100    0.0014
##      9        0.8679             nan     0.0100    0.0021
##     10        0.8659             nan     0.0100    0.0020
##     20        0.8512             nan     0.0100    0.0012
##     40        0.8233             nan     0.0100    0.0015
##     50        0.8124             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8776             nan     0.0100    0.0013
##      5        0.8762             nan     0.0100    0.0015
##      6        0.8748             nan     0.0100    0.0012
##      7        0.8727             nan     0.0100    0.0022
##      8        0.8705             nan     0.0100    0.0021
##      9        0.8693             nan     0.0100    0.0012
##     10        0.8673             nan     0.0100    0.0021
##     20        0.8515             nan     0.0100    0.0011
##     40        0.8238             nan     0.0100    0.0009
##     50        0.8117             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0013
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8776             nan     0.0100    0.0013
##      5        0.8761             nan     0.0100    0.0014
##      6        0.8740             nan     0.0100    0.0022
##      7        0.8725             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0021
##      9        0.8690             nan     0.0100    0.0012
##     10        0.8670             nan     0.0100    0.0021
##     20        0.8506             nan     0.0100    0.0019
##     40        0.8237             nan     0.0100    0.0008
##     50        0.8117             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0024
##      5        0.8719             nan     0.0100    0.0024
##      6        0.8696             nan     0.0100    0.0024
##      7        0.8673             nan     0.0100    0.0024
##      8        0.8650             nan     0.0100    0.0023
##      9        0.8627             nan     0.0100    0.0023
##     10        0.8611             nan     0.0100    0.0016
##     20        0.8443             nan     0.0100    0.0013
##     40        0.8131             nan     0.0100    0.0015
##     50        0.8012             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8792             nan     0.0100    0.0025
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8749             nan     0.0100    0.0025
##      5        0.8725             nan     0.0100    0.0024
##      6        0.8701             nan     0.0100    0.0024
##      7        0.8684             nan     0.0100    0.0017
##      8        0.8662             nan     0.0100    0.0023
##      9        0.8645             nan     0.0100    0.0016
##     10        0.8622             nan     0.0100    0.0023
##     20        0.8437             nan     0.0100    0.0011
##     40        0.8139             nan     0.0100    0.0016
##     50        0.8017             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8795             nan     0.0100    0.0025
##      3        0.8770             nan     0.0100    0.0025
##      4        0.8752             nan     0.0100    0.0017
##      5        0.8728             nan     0.0100    0.0024
##      6        0.8711             nan     0.0100    0.0018
##      7        0.8686             nan     0.0100    0.0024
##      8        0.8672             nan     0.0100    0.0015
##      9        0.8655             nan     0.0100    0.0017
##     10        0.8631             nan     0.0100    0.0023
##     20        0.8454             nan     0.0100    0.0012
##     40        0.8148             nan     0.0100    0.0016
##     50        0.8025             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8765             nan     0.0100    0.0017
##      5        0.8747             nan     0.0100    0.0017
##      6        0.8723             nan     0.0100    0.0025
##      7        0.8706             nan     0.0100    0.0017
##      8        0.8689             nan     0.0100    0.0016
##      9        0.8667             nan     0.0100    0.0023
##     10        0.8644             nan     0.0100    0.0023
##     20        0.8458             nan     0.0100    0.0020
##     40        0.8145             nan     0.0100    0.0016
##     50        0.8021             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8766             nan     0.0100    0.0020
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0022
##      7        0.8670             nan     0.0100    0.0025
##      8        0.8649             nan     0.0100    0.0021
##      9        0.8632             nan     0.0100    0.0016
##     10        0.8611             nan     0.0100    0.0020
##     20        0.8417             nan     0.0100    0.0018
##     40        0.8090             nan     0.0100    0.0012
##     50        0.7957             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0024
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8699             nan     0.0100    0.0021
##      7        0.8678             nan     0.0100    0.0021
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8638             nan     0.0100    0.0018
##     10        0.8615             nan     0.0100    0.0023
##     20        0.8413             nan     0.0100    0.0021
##     40        0.8095             nan     0.0100    0.0014
##     50        0.7962             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8761             nan     0.0100    0.0026
##      4        0.8740             nan     0.0100    0.0020
##      5        0.8715             nan     0.0100    0.0025
##      6        0.8691             nan     0.0100    0.0024
##      7        0.8669             nan     0.0100    0.0022
##      8        0.8645             nan     0.0100    0.0024
##      9        0.8622             nan     0.0100    0.0024
##     10        0.8601             nan     0.0100    0.0021
##     20        0.8403             nan     0.0100    0.0018
##     40        0.8095             nan     0.0100    0.0010
##     50        0.7964             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0016
##      2        0.8795             nan     0.0100    0.0020
##      3        0.8773             nan     0.0100    0.0023
##      4        0.8750             nan     0.0100    0.0022
##      5        0.8729             nan     0.0100    0.0022
##      6        0.8706             nan     0.0100    0.0021
##      7        0.8684             nan     0.0100    0.0021
##      8        0.8661             nan     0.0100    0.0023
##      9        0.8636             nan     0.0100    0.0023
##     10        0.8612             nan     0.0100    0.0023
##     20        0.8406             nan     0.0100    0.0018
##     40        0.8092             nan     0.0100    0.0012
##     50        0.7970             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0001
##     20        0.8803             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8751             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8745             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8748             nan     0.0010    0.0002
##     50        0.8727             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0001
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8820             nan     0.0010    0.0003
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0013
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0013
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0013
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8613             nan     0.0100    0.0011
##     40        0.8426             nan     0.0100    0.0007
##     50        0.8344             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0013
##      4        0.8787             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8721             nan     0.0100    0.0010
##     20        0.8616             nan     0.0100    0.0008
##     40        0.8422             nan     0.0100    0.0010
##     50        0.8347             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8787             nan     0.0100    0.0010
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0013
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8718             nan     0.0100    0.0012
##     20        0.8613             nan     0.0100    0.0012
##     40        0.8424             nan     0.0100    0.0007
##     50        0.8347             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0010
##      5        0.8774             nan     0.0100    0.0013
##      6        0.8760             nan     0.0100    0.0013
##      7        0.8749             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0013
##     20        0.8612             nan     0.0100    0.0008
##     40        0.8426             nan     0.0100    0.0007
##     50        0.8350             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8798             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8746             nan     0.0100    0.0021
##      6        0.8724             nan     0.0100    0.0021
##      7        0.8704             nan     0.0100    0.0021
##      8        0.8690             nan     0.0100    0.0014
##      9        0.8670             nan     0.0100    0.0020
##     10        0.8648             nan     0.0100    0.0020
##     20        0.8501             nan     0.0100    0.0011
##     40        0.8238             nan     0.0100    0.0015
##     50        0.8135             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8785             nan     0.0100    0.0013
##      4        0.8764             nan     0.0100    0.0021
##      5        0.8748             nan     0.0100    0.0014
##      6        0.8726             nan     0.0100    0.0021
##      7        0.8714             nan     0.0100    0.0012
##      8        0.8700             nan     0.0100    0.0014
##      9        0.8685             nan     0.0100    0.0014
##     10        0.8673             nan     0.0100    0.0013
##     20        0.8506             nan     0.0100    0.0018
##     40        0.8242             nan     0.0100    0.0008
##     50        0.8129             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0021
##      5        0.8755             nan     0.0100    0.0014
##      6        0.8735             nan     0.0100    0.0021
##      7        0.8714             nan     0.0100    0.0020
##      8        0.8701             nan     0.0100    0.0014
##      9        0.8686             nan     0.0100    0.0014
##     10        0.8666             nan     0.0100    0.0020
##     20        0.8513             nan     0.0100    0.0012
##     40        0.8247             nan     0.0100    0.0015
##     50        0.8139             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0022
##      5        0.8747             nan     0.0100    0.0021
##      6        0.8732             nan     0.0100    0.0014
##      7        0.8717             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0014
##      9        0.8682             nan     0.0100    0.0020
##     10        0.8663             nan     0.0100    0.0020
##     20        0.8499             nan     0.0100    0.0018
##     40        0.8239             nan     0.0100    0.0015
##     50        0.8121             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8793             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0025
##      4        0.8744             nan     0.0100    0.0024
##      5        0.8719             nan     0.0100    0.0024
##      6        0.8703             nan     0.0100    0.0017
##      7        0.8685             nan     0.0100    0.0017
##      8        0.8662             nan     0.0100    0.0023
##      9        0.8639             nan     0.0100    0.0023
##     10        0.8623             nan     0.0100    0.0017
##     20        0.8450             nan     0.0100    0.0020
##     40        0.8133             nan     0.0100    0.0015
##     50        0.8010             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8792             nan     0.0100    0.0026
##      3        0.8773             nan     0.0100    0.0017
##      4        0.8749             nan     0.0100    0.0024
##      5        0.8725             nan     0.0100    0.0024
##      6        0.8701             nan     0.0100    0.0023
##      7        0.8684             nan     0.0100    0.0016
##      8        0.8661             nan     0.0100    0.0023
##      9        0.8645             nan     0.0100    0.0016
##     10        0.8628             nan     0.0100    0.0016
##     20        0.8450             nan     0.0100    0.0013
##     40        0.8146             nan     0.0100    0.0015
##     50        0.8023             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8781             nan     0.0100    0.0018
##      4        0.8757             nan     0.0100    0.0025
##      5        0.8739             nan     0.0100    0.0017
##      6        0.8714             nan     0.0100    0.0024
##      7        0.8698             nan     0.0100    0.0017
##      8        0.8674             nan     0.0100    0.0024
##      9        0.8650             nan     0.0100    0.0023
##     10        0.8635             nan     0.0100    0.0016
##     20        0.8450             nan     0.0100    0.0015
##     40        0.8153             nan     0.0100    0.0015
##     50        0.8020             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8773             nan     0.0100    0.0025
##      4        0.8748             nan     0.0100    0.0025
##      5        0.8724             nan     0.0100    0.0024
##      6        0.8707             nan     0.0100    0.0017
##      7        0.8683             nan     0.0100    0.0024
##      8        0.8660             nan     0.0100    0.0023
##      9        0.8643             nan     0.0100    0.0016
##     10        0.8620             nan     0.0100    0.0023
##     20        0.8449             nan     0.0100    0.0013
##     40        0.8144             nan     0.0100    0.0010
##     50        0.8021             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0022
##      3        0.8763             nan     0.0100    0.0025
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8723             nan     0.0100    0.0018
##      6        0.8701             nan     0.0100    0.0021
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8653             nan     0.0100    0.0024
##      9        0.8636             nan     0.0100    0.0018
##     10        0.8617             nan     0.0100    0.0017
##     20        0.8431             nan     0.0100    0.0018
##     40        0.8111             nan     0.0100    0.0009
##     50        0.7976             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8741             nan     0.0100    0.0025
##      5        0.8721             nan     0.0100    0.0020
##      6        0.8696             nan     0.0100    0.0024
##      7        0.8672             nan     0.0100    0.0024
##      8        0.8648             nan     0.0100    0.0023
##      9        0.8631             nan     0.0100    0.0017
##     10        0.8610             nan     0.0100    0.0020
##     20        0.8422             nan     0.0100    0.0018
##     40        0.8103             nan     0.0100    0.0016
##     50        0.7973             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0020
##      2        0.8792             nan     0.0100    0.0022
##      3        0.8772             nan     0.0100    0.0020
##      4        0.8748             nan     0.0100    0.0025
##      5        0.8727             nan     0.0100    0.0019
##      6        0.8703             nan     0.0100    0.0024
##      7        0.8682             nan     0.0100    0.0021
##      8        0.8657             nan     0.0100    0.0023
##      9        0.8637             nan     0.0100    0.0021
##     10        0.8614             nan     0.0100    0.0023
##     20        0.8425             nan     0.0100    0.0016
##     40        0.8114             nan     0.0100    0.0013
##     50        0.7983             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0022
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8736             nan     0.0100    0.0025
##      5        0.8713             nan     0.0100    0.0022
##      6        0.8689             nan     0.0100    0.0024
##      7        0.8664             nan     0.0100    0.0024
##      8        0.8642             nan     0.0100    0.0023
##      9        0.8621             nan     0.0100    0.0020
##     10        0.8600             nan     0.0100    0.0020
##     20        0.8409             nan     0.0100    0.0018
##     40        0.8094             nan     0.0100    0.0012
##     50        0.7964             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0001
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8761             nan     0.0010    0.0002
##     50        0.8742             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0002
##     50        0.8742             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0003
##     40        0.8749             nan     0.0010    0.0002
##     50        0.8729             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0003
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0001
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8750             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0014
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8762             nan     0.0100    0.0014
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8716             nan     0.0100    0.0013
##     20        0.8604             nan     0.0100    0.0012
##     40        0.8415             nan     0.0100    0.0007
##     50        0.8326             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0014
##      5        0.8774             nan     0.0100    0.0014
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8603             nan     0.0100    0.0012
##     40        0.8418             nan     0.0100    0.0007
##     50        0.8335             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8774             nan     0.0100    0.0011
##      6        0.8761             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8715             nan     0.0100    0.0013
##     20        0.8601             nan     0.0100    0.0012
##     40        0.8418             nan     0.0100    0.0010
##     50        0.8333             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0014
##      5        0.8773             nan     0.0100    0.0014
##      6        0.8760             nan     0.0100    0.0013
##      7        0.8747             nan     0.0100    0.0013
##      8        0.8737             nan     0.0100    0.0010
##      9        0.8724             nan     0.0100    0.0013
##     10        0.8711             nan     0.0100    0.0013
##     20        0.8603             nan     0.0100    0.0012
##     40        0.8413             nan     0.0100    0.0007
##     50        0.8332             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8775             nan     0.0100    0.0015
##      5        0.8754             nan     0.0100    0.0021
##      6        0.8733             nan     0.0100    0.0021
##      7        0.8718             nan     0.0100    0.0014
##      8        0.8698             nan     0.0100    0.0020
##      9        0.8677             nan     0.0100    0.0020
##     10        0.8663             nan     0.0100    0.0014
##     20        0.8503             nan     0.0100    0.0011
##     40        0.8240             nan     0.0100    0.0009
##     50        0.8116             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8799             nan     0.0100    0.0021
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8762             nan     0.0100    0.0021
##      5        0.8746             nan     0.0100    0.0015
##      6        0.8725             nan     0.0100    0.0021
##      7        0.8711             nan     0.0100    0.0014
##      8        0.8696             nan     0.0100    0.0014
##      9        0.8683             nan     0.0100    0.0014
##     10        0.8669             nan     0.0100    0.0012
##     20        0.8501             nan     0.0100    0.0018
##     40        0.8234             nan     0.0100    0.0015
##     50        0.8125             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8792             nan     0.0100    0.0021
##      3        0.8777             nan     0.0100    0.0015
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8740             nan     0.0100    0.0021
##      6        0.8725             nan     0.0100    0.0015
##      7        0.8711             nan     0.0100    0.0014
##      8        0.8696             nan     0.0100    0.0014
##      9        0.8682             nan     0.0100    0.0014
##     10        0.8660             nan     0.0100    0.0020
##     20        0.8508             nan     0.0100    0.0018
##     40        0.8239             nan     0.0100    0.0009
##     50        0.8119             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8778             nan     0.0100    0.0021
##      4        0.8763             nan     0.0100    0.0015
##      5        0.8748             nan     0.0100    0.0015
##      6        0.8726             nan     0.0100    0.0022
##      7        0.8712             nan     0.0100    0.0014
##      8        0.8697             nan     0.0100    0.0014
##      9        0.8677             nan     0.0100    0.0020
##     10        0.8655             nan     0.0100    0.0020
##     20        0.8497             nan     0.0100    0.0018
##     40        0.8237             nan     0.0100    0.0008
##     50        0.8112             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8799             nan     0.0100    0.0018
##      3        0.8773             nan     0.0100    0.0025
##      4        0.8756             nan     0.0100    0.0017
##      5        0.8738             nan     0.0100    0.0017
##      6        0.8714             nan     0.0100    0.0024
##      7        0.8691             nan     0.0100    0.0024
##      8        0.8675             nan     0.0100    0.0016
##      9        0.8658             nan     0.0100    0.0016
##     10        0.8636             nan     0.0100    0.0023
##     20        0.8444             nan     0.0100    0.0020
##     40        0.8140             nan     0.0100    0.0015
##     50        0.8016             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8740             nan     0.0100    0.0024
##      5        0.8725             nan     0.0100    0.0015
##      6        0.8708             nan     0.0100    0.0017
##      7        0.8686             nan     0.0100    0.0022
##      8        0.8662             nan     0.0100    0.0023
##      9        0.8640             nan     0.0100    0.0023
##     10        0.8623             nan     0.0100    0.0015
##     20        0.8436             nan     0.0100    0.0020
##     40        0.8137             nan     0.0100    0.0012
##     50        0.8015             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8774             nan     0.0100    0.0018
##      4        0.8756             nan     0.0100    0.0018
##      5        0.8732             nan     0.0100    0.0024
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8698             nan     0.0100    0.0017
##      8        0.8675             nan     0.0100    0.0024
##      9        0.8658             nan     0.0100    0.0016
##     10        0.8642             nan     0.0100    0.0016
##     20        0.8437             nan     0.0100    0.0020
##     40        0.8134             nan     0.0100    0.0009
##     50        0.8012             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8794             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8751             nan     0.0100    0.0024
##      5        0.8733             nan     0.0100    0.0017
##      6        0.8717             nan     0.0100    0.0017
##      7        0.8694             nan     0.0100    0.0024
##      8        0.8670             nan     0.0100    0.0023
##      9        0.8654             nan     0.0100    0.0016
##     10        0.8631             nan     0.0100    0.0023
##     20        0.8419             nan     0.0100    0.0020
##     40        0.8132             nan     0.0100    0.0015
##     50        0.8018             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8789             nan     0.0100    0.0025
##      3        0.8763             nan     0.0100    0.0025
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0019
##      6        0.8696             nan     0.0100    0.0022
##      7        0.8675             nan     0.0100    0.0021
##      8        0.8653             nan     0.0100    0.0021
##      9        0.8629             nan     0.0100    0.0023
##     10        0.8607             nan     0.0100    0.0020
##     20        0.8405             nan     0.0100    0.0020
##     40        0.8093             nan     0.0100    0.0016
##     50        0.7958             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8741             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0024
##      7        0.8671             nan     0.0100    0.0024
##      8        0.8647             nan     0.0100    0.0023
##      9        0.8625             nan     0.0100    0.0021
##     10        0.8604             nan     0.0100    0.0020
##     20        0.8401             nan     0.0100    0.0020
##     40        0.8084             nan     0.0100    0.0009
##     50        0.7958             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0020
##      2        0.8793             nan     0.0100    0.0024
##      3        0.8770             nan     0.0100    0.0022
##      4        0.8747             nan     0.0100    0.0022
##      5        0.8725             nan     0.0100    0.0022
##      6        0.8705             nan     0.0100    0.0019
##      7        0.8681             nan     0.0100    0.0024
##      8        0.8657             nan     0.0100    0.0023
##      9        0.8636             nan     0.0100    0.0020
##     10        0.8615             nan     0.0100    0.0021
##     20        0.8409             nan     0.0100    0.0018
##     40        0.8084             nan     0.0100    0.0012
##     50        0.7957             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0023
##      5        0.8720             nan     0.0100    0.0023
##      6        0.8698             nan     0.0100    0.0022
##      7        0.8675             nan     0.0100    0.0024
##      8        0.8655             nan     0.0100    0.0019
##      9        0.8635             nan     0.0100    0.0021
##     10        0.8615             nan     0.0100    0.0021
##     20        0.8406             nan     0.0100    0.0020
##     40        0.8093             nan     0.0100    0.0012
##     50        0.7964             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8823             nan     0.0010    0.0001
##     10        0.8822             nan     0.0010    0.0001
##     20        0.8809             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8804             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0002
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0002
##     50        0.8752             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0001
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8776             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0013
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0012
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8610             nan     0.0100    0.0012
##     40        0.8419             nan     0.0100    0.0010
##     50        0.8332             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8772             nan     0.0100    0.0013
##      6        0.8762             nan     0.0100    0.0010
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8738             nan     0.0100    0.0010
##      9        0.8725             nan     0.0100    0.0012
##     10        0.8715             nan     0.0100    0.0010
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8423             nan     0.0100    0.0007
##     50        0.8340             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0010
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8774             nan     0.0100    0.0010
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8728             nan     0.0100    0.0013
##     10        0.8715             nan     0.0100    0.0013
##     20        0.8605             nan     0.0100    0.0012
##     40        0.8427             nan     0.0100    0.0007
##     50        0.8344             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0013
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8745             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0008
##     40        0.8417             nan     0.0100    0.0010
##     50        0.8336             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0021
##      5        0.8752             nan     0.0100    0.0014
##      6        0.8737             nan     0.0100    0.0014
##      7        0.8716             nan     0.0100    0.0021
##      8        0.8695             nan     0.0100    0.0020
##      9        0.8674             nan     0.0100    0.0021
##     10        0.8654             nan     0.0100    0.0020
##     20        0.8502             nan     0.0100    0.0011
##     40        0.8238             nan     0.0100    0.0015
##     50        0.8112             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0013
##      4        0.8762             nan     0.0100    0.0022
##      5        0.8747             nan     0.0100    0.0014
##      6        0.8733             nan     0.0100    0.0014
##      7        0.8712             nan     0.0100    0.0021
##      8        0.8699             nan     0.0100    0.0012
##      9        0.8686             nan     0.0100    0.0014
##     10        0.8666             nan     0.0100    0.0020
##     20        0.8508             nan     0.0100    0.0018
##     40        0.8241             nan     0.0100    0.0015
##     50        0.8136             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8789             nan     0.0100    0.0015
##      4        0.8774             nan     0.0100    0.0013
##      5        0.8753             nan     0.0100    0.0022
##      6        0.8740             nan     0.0100    0.0013
##      7        0.8719             nan     0.0100    0.0021
##      8        0.8707             nan     0.0100    0.0012
##      9        0.8685             nan     0.0100    0.0021
##     10        0.8664             nan     0.0100    0.0020
##     20        0.8504             nan     0.0100    0.0012
##     40        0.8247             nan     0.0100    0.0015
##     50        0.8125             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0015
##      4        0.8777             nan     0.0100    0.0013
##      5        0.8755             nan     0.0100    0.0021
##      6        0.8741             nan     0.0100    0.0014
##      7        0.8721             nan     0.0100    0.0021
##      8        0.8701             nan     0.0100    0.0021
##      9        0.8687             nan     0.0100    0.0014
##     10        0.8674             nan     0.0100    0.0013
##     20        0.8524             nan     0.0100    0.0019
##     40        0.8246             nan     0.0100    0.0009
##     50        0.8138             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8774             nan     0.0100    0.0024
##      4        0.8757             nan     0.0100    0.0017
##      5        0.8740             nan     0.0100    0.0017
##      6        0.8718             nan     0.0100    0.0022
##      7        0.8702             nan     0.0100    0.0016
##      8        0.8677             nan     0.0100    0.0023
##      9        0.8654             nan     0.0100    0.0023
##     10        0.8631             nan     0.0100    0.0022
##     20        0.8452             nan     0.0100    0.0020
##     40        0.8151             nan     0.0100    0.0015
##     50        0.8024             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8793             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0025
##      4        0.8744             nan     0.0100    0.0024
##      5        0.8727             nan     0.0100    0.0017
##      6        0.8712             nan     0.0100    0.0015
##      7        0.8695             nan     0.0100    0.0016
##      8        0.8679             nan     0.0100    0.0016
##      9        0.8663             nan     0.0100    0.0016
##     10        0.8647             nan     0.0100    0.0016
##     20        0.8488             nan     0.0100    0.0011
##     40        0.8167             nan     0.0100    0.0010
##     50        0.8030             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0025
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8767             nan     0.0100    0.0018
##      4        0.8743             nan     0.0100    0.0023
##      5        0.8725             nan     0.0100    0.0017
##      6        0.8708             nan     0.0100    0.0017
##      7        0.8692             nan     0.0100    0.0014
##      8        0.8669             nan     0.0100    0.0023
##      9        0.8653             nan     0.0100    0.0016
##     10        0.8631             nan     0.0100    0.0022
##     20        0.8437             nan     0.0100    0.0019
##     40        0.8145             nan     0.0100    0.0010
##     50        0.8014             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8758             nan     0.0100    0.0025
##      5        0.8734             nan     0.0100    0.0024
##      6        0.8711             nan     0.0100    0.0024
##      7        0.8696             nan     0.0100    0.0014
##      8        0.8673             nan     0.0100    0.0023
##      9        0.8656             nan     0.0100    0.0016
##     10        0.8640             nan     0.0100    0.0016
##     20        0.8470             nan     0.0100    0.0020
##     40        0.8159             nan     0.0100    0.0012
##     50        0.8038             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8719             nan     0.0100    0.0024
##      6        0.8699             nan     0.0100    0.0019
##      7        0.8675             nan     0.0100    0.0024
##      8        0.8652             nan     0.0100    0.0023
##      9        0.8628             nan     0.0100    0.0023
##     10        0.8609             nan     0.0100    0.0018
##     20        0.8416             nan     0.0100    0.0020
##     40        0.8095             nan     0.0100    0.0016
##     50        0.7965             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0021
##      2        0.8792             nan     0.0100    0.0023
##      3        0.8774             nan     0.0100    0.0017
##      4        0.8752             nan     0.0100    0.0022
##      5        0.8735             nan     0.0100    0.0015
##      6        0.8713             nan     0.0100    0.0022
##      7        0.8689             nan     0.0100    0.0024
##      8        0.8664             nan     0.0100    0.0024
##      9        0.8643             nan     0.0100    0.0020
##     10        0.8623             nan     0.0100    0.0020
##     20        0.8428             nan     0.0100    0.0018
##     40        0.8108             nan     0.0100    0.0012
##     50        0.7970             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0020
##      2        0.8788             nan     0.0100    0.0026
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8745             nan     0.0100    0.0020
##      5        0.8725             nan     0.0100    0.0019
##      6        0.8705             nan     0.0100    0.0019
##      7        0.8683             nan     0.0100    0.0024
##      8        0.8667             nan     0.0100    0.0015
##      9        0.8645             nan     0.0100    0.0021
##     10        0.8625             nan     0.0100    0.0020
##     20        0.8426             nan     0.0100    0.0018
##     40        0.8107             nan     0.0100    0.0010
##     50        0.7983             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0019
##      4        0.8746             nan     0.0100    0.0023
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8698             nan     0.0100    0.0024
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8652             nan     0.0100    0.0024
##      9        0.8628             nan     0.0100    0.0023
##     10        0.8605             nan     0.0100    0.0023
##     20        0.8415             nan     0.0100    0.0020
##     40        0.8092             nan     0.0100    0.0015
##     50        0.7969             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8835             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0002
##     50        0.8745             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8743             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0001
##     40        0.8761             nan     0.0010    0.0002
##     50        0.8743             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8764             nan     0.0010    0.0002
##     50        0.8744             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8748             nan     0.0010    0.0002
##     50        0.8727             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0003
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8749             nan     0.0010    0.0002
##     50        0.8728             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0003
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8747             nan     0.0010    0.0002
##     50        0.8725             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8750             nan     0.0010    0.0002
##     50        0.8728             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8739             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8812             nan     0.0100    0.0014
##      3        0.8801             nan     0.0100    0.0010
##      4        0.8788             nan     0.0100    0.0014
##      5        0.8774             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0009
##     20        0.8614             nan     0.0100    0.0008
##     40        0.8417             nan     0.0100    0.0007
##     50        0.8341             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8798             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8765             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0009
##     20        0.8615             nan     0.0100    0.0008
##     40        0.8417             nan     0.0100    0.0010
##     50        0.8339             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0014
##      2        0.8809             nan     0.0100    0.0014
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8783             nan     0.0100    0.0014
##      5        0.8772             nan     0.0100    0.0010
##      6        0.8762             nan     0.0100    0.0010
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8736             nan     0.0100    0.0013
##      9        0.8726             nan     0.0100    0.0010
##     10        0.8715             nan     0.0100    0.0010
##     20        0.8601             nan     0.0100    0.0009
##     40        0.8413             nan     0.0100    0.0007
##     50        0.8335             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8782             nan     0.0100    0.0013
##      5        0.8771             nan     0.0100    0.0010
##      6        0.8758             nan     0.0100    0.0013
##      7        0.8749             nan     0.0100    0.0010
##      8        0.8738             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8716             nan     0.0100    0.0012
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8417             nan     0.0100    0.0010
##     50        0.8343             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8799             nan     0.0100    0.0022
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8754             nan     0.0100    0.0022
##      5        0.8739             nan     0.0100    0.0014
##      6        0.8725             nan     0.0100    0.0014
##      7        0.8704             nan     0.0100    0.0021
##      8        0.8683             nan     0.0100    0.0021
##      9        0.8663             nan     0.0100    0.0020
##     10        0.8650             nan     0.0100    0.0012
##     20        0.8504             nan     0.0100    0.0012
##     40        0.8233             nan     0.0100    0.0008
##     50        0.8107             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8770             nan     0.0100    0.0012
##      5        0.8749             nan     0.0100    0.0021
##      6        0.8729             nan     0.0100    0.0021
##      7        0.8708             nan     0.0100    0.0021
##      8        0.8694             nan     0.0100    0.0014
##      9        0.8679             nan     0.0100    0.0013
##     10        0.8659             nan     0.0100    0.0020
##     20        0.8498             nan     0.0100    0.0011
##     40        0.8236             nan     0.0100    0.0015
##     50        0.8122             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0015
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8785             nan     0.0100    0.0015
##      4        0.8764             nan     0.0100    0.0022
##      5        0.8750             nan     0.0100    0.0013
##      6        0.8728             nan     0.0100    0.0021
##      7        0.8715             nan     0.0100    0.0014
##      8        0.8693             nan     0.0100    0.0021
##      9        0.8673             nan     0.0100    0.0020
##     10        0.8653             nan     0.0100    0.0020
##     20        0.8509             nan     0.0100    0.0012
##     40        0.8234             nan     0.0100    0.0009
##     50        0.8113             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0015
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8778             nan     0.0100    0.0022
##      4        0.8763             nan     0.0100    0.0015
##      5        0.8749             nan     0.0100    0.0014
##      6        0.8734             nan     0.0100    0.0014
##      7        0.8713             nan     0.0100    0.0021
##      8        0.8692             nan     0.0100    0.0020
##      9        0.8672             nan     0.0100    0.0020
##     10        0.8659             nan     0.0100    0.0012
##     20        0.8494             nan     0.0100    0.0018
##     40        0.8238             nan     0.0100    0.0016
##     50        0.8125             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8782             nan     0.0100    0.0017
##      4        0.8764             nan     0.0100    0.0018
##      5        0.8747             nan     0.0100    0.0017
##      6        0.8730             nan     0.0100    0.0017
##      7        0.8706             nan     0.0100    0.0024
##      8        0.8682             nan     0.0100    0.0023
##      9        0.8666             nan     0.0100    0.0016
##     10        0.8650             nan     0.0100    0.0015
##     20        0.8453             nan     0.0100    0.0020
##     40        0.8149             nan     0.0100    0.0016
##     50        0.8026             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0026
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8768             nan     0.0100    0.0024
##      4        0.8750             nan     0.0100    0.0017
##      5        0.8733             nan     0.0100    0.0017
##      6        0.8710             nan     0.0100    0.0023
##      7        0.8689             nan     0.0100    0.0021
##      8        0.8667             nan     0.0100    0.0023
##      9        0.8653             nan     0.0100    0.0013
##     10        0.8630             nan     0.0100    0.0022
##     20        0.8451             nan     0.0100    0.0020
##     40        0.8134             nan     0.0100    0.0015
##     50        0.8010             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0018
##      4        0.8743             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0024
##      6        0.8701             nan     0.0100    0.0017
##      7        0.8685             nan     0.0100    0.0016
##      8        0.8661             nan     0.0100    0.0023
##      9        0.8638             nan     0.0100    0.0023
##     10        0.8615             nan     0.0100    0.0023
##     20        0.8438             nan     0.0100    0.0020
##     40        0.8139             nan     0.0100    0.0008
##     50        0.8015             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8779             nan     0.0100    0.0025
##      4        0.8754             nan     0.0100    0.0024
##      5        0.8730             nan     0.0100    0.0024
##      6        0.8706             nan     0.0100    0.0024
##      7        0.8690             nan     0.0100    0.0016
##      8        0.8675             nan     0.0100    0.0016
##      9        0.8652             nan     0.0100    0.0023
##     10        0.8636             nan     0.0100    0.0015
##     20        0.8457             nan     0.0100    0.0020
##     40        0.8141             nan     0.0100    0.0015
##     50        0.8022             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8790             nan     0.0100    0.0025
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8698             nan     0.0100    0.0021
##      7        0.8673             nan     0.0100    0.0024
##      8        0.8652             nan     0.0100    0.0021
##      9        0.8632             nan     0.0100    0.0020
##     10        0.8611             nan     0.0100    0.0020
##     20        0.8412             nan     0.0100    0.0020
##     40        0.8095             nan     0.0100    0.0011
##     50        0.7976             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8693             nan     0.0100    0.0024
##      7        0.8668             nan     0.0100    0.0024
##      8        0.8645             nan     0.0100    0.0023
##      9        0.8623             nan     0.0100    0.0024
##     10        0.8600             nan     0.0100    0.0022
##     20        0.8415             nan     0.0100    0.0017
##     40        0.8103             nan     0.0100    0.0016
##     50        0.7979             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0020
##      2        0.8791             nan     0.0100    0.0026
##      3        0.8768             nan     0.0100    0.0022
##      4        0.8743             nan     0.0100    0.0025
##      5        0.8721             nan     0.0100    0.0021
##      6        0.8700             nan     0.0100    0.0021
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8653             nan     0.0100    0.0023
##      9        0.8629             nan     0.0100    0.0023
##     10        0.8606             nan     0.0100    0.0023
##     20        0.8407             nan     0.0100    0.0018
##     40        0.8086             nan     0.0100    0.0015
##     50        0.7955             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8792             nan     0.0100    0.0023
##      3        0.8770             nan     0.0100    0.0021
##      4        0.8748             nan     0.0100    0.0022
##      5        0.8728             nan     0.0100    0.0019
##      6        0.8709             nan     0.0100    0.0019
##      7        0.8687             nan     0.0100    0.0021
##      8        0.8663             nan     0.0100    0.0024
##      9        0.8643             nan     0.0100    0.0020
##     10        0.8619             nan     0.0100    0.0023
##     20        0.8407             nan     0.0100    0.0020
##     40        0.8089             nan     0.0100    0.0009
##     50        0.7956             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0001
##      7        0.8822             nan     0.0010    0.0001
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0001
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0001
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8751             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0001
##      9        0.8818             nan     0.0010    0.0001
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0001
##      6        0.8823             nan     0.0010    0.0001
##      7        0.8821             nan     0.0010    0.0001
##      8        0.8820             nan     0.0010    0.0001
##      9        0.8818             nan     0.0010    0.0001
##     10        0.8817             nan     0.0010    0.0001
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0003
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0003
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0003
##     40        0.8750             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0001
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0003
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0014
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8779             nan     0.0100    0.0010
##      6        0.8769             nan     0.0100    0.0010
##      7        0.8759             nan     0.0100    0.0010
##      8        0.8746             nan     0.0100    0.0013
##      9        0.8736             nan     0.0100    0.0009
##     10        0.8724             nan     0.0100    0.0013
##     20        0.8611             nan     0.0100    0.0009
##     40        0.8429             nan     0.0100    0.0007
##     50        0.8351             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8798             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0010
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0012
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0012
##     20        0.8613             nan     0.0100    0.0012
##     40        0.8426             nan     0.0100    0.0007
##     50        0.8346             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0014
##      4        0.8787             nan     0.0100    0.0013
##      5        0.8777             nan     0.0100    0.0010
##      6        0.8766             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8746             nan     0.0100    0.0010
##      9        0.8736             nan     0.0100    0.0009
##     10        0.8724             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0009
##     40        0.8423             nan     0.0100    0.0010
##     50        0.8341             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8808             nan     0.0100    0.0013
##      3        0.8797             nan     0.0100    0.0011
##      4        0.8786             nan     0.0100    0.0010
##      5        0.8776             nan     0.0100    0.0010
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8736             nan     0.0100    0.0012
##      9        0.8726             nan     0.0100    0.0010
##     10        0.8716             nan     0.0100    0.0010
##     20        0.8611             nan     0.0100    0.0008
##     40        0.8424             nan     0.0100    0.0010
##     50        0.8346             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8790             nan     0.0100    0.0014
##      4        0.8775             nan     0.0100    0.0014
##      5        0.8753             nan     0.0100    0.0022
##      6        0.8740             nan     0.0100    0.0014
##      7        0.8726             nan     0.0100    0.0013
##      8        0.8705             nan     0.0100    0.0021
##      9        0.8684             nan     0.0100    0.0021
##     10        0.8672             nan     0.0100    0.0012
##     20        0.8506             nan     0.0100    0.0018
##     40        0.8230             nan     0.0100    0.0015
##     50        0.8116             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0014
##      5        0.8748             nan     0.0100    0.0021
##      6        0.8735             nan     0.0100    0.0014
##      7        0.8720             nan     0.0100    0.0014
##      8        0.8708             nan     0.0100    0.0012
##      9        0.8694             nan     0.0100    0.0013
##     10        0.8673             nan     0.0100    0.0021
##     20        0.8508             nan     0.0100    0.0012
##     40        0.8238             nan     0.0100    0.0015
##     50        0.8119             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8797             nan     0.0100    0.0022
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0014
##      5        0.8754             nan     0.0100    0.0014
##      6        0.8740             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0021
##      8        0.8697             nan     0.0100    0.0021
##      9        0.8677             nan     0.0100    0.0021
##     10        0.8663             nan     0.0100    0.0013
##     20        0.8506             nan     0.0100    0.0018
##     40        0.8236             nan     0.0100    0.0015
##     50        0.8122             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8797             nan     0.0100    0.0015
##      3        0.8775             nan     0.0100    0.0022
##      4        0.8760             nan     0.0100    0.0014
##      5        0.8745             nan     0.0100    0.0014
##      6        0.8732             nan     0.0100    0.0012
##      7        0.8711             nan     0.0100    0.0021
##      8        0.8697             nan     0.0100    0.0013
##      9        0.8684             nan     0.0100    0.0013
##     10        0.8671             nan     0.0100    0.0012
##     20        0.8506             nan     0.0100    0.0019
##     40        0.8227             nan     0.0100    0.0015
##     50        0.8127             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8791             nan     0.0100    0.0018
##      3        0.8773             nan     0.0100    0.0018
##      4        0.8756             nan     0.0100    0.0017
##      5        0.8739             nan     0.0100    0.0017
##      6        0.8722             nan     0.0100    0.0017
##      7        0.8698             nan     0.0100    0.0024
##      8        0.8675             nan     0.0100    0.0024
##      9        0.8652             nan     0.0100    0.0023
##     10        0.8636             nan     0.0100    0.0015
##     20        0.8444             nan     0.0100    0.0013
##     40        0.8147             nan     0.0100    0.0012
##     50        0.8013             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8791             nan     0.0100    0.0018
##      3        0.8767             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0024
##      5        0.8726             nan     0.0100    0.0017
##      6        0.8701             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8663             nan     0.0100    0.0013
##      9        0.8639             nan     0.0100    0.0023
##     10        0.8622             nan     0.0100    0.0017
##     20        0.8445             nan     0.0100    0.0013
##     40        0.8147             nan     0.0100    0.0015
##     50        0.8014             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8783             nan     0.0100    0.0026
##      3        0.8768             nan     0.0100    0.0015
##      4        0.8750             nan     0.0100    0.0017
##      5        0.8733             nan     0.0100    0.0017
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8700             nan     0.0100    0.0016
##      8        0.8683             nan     0.0100    0.0016
##      9        0.8659             nan     0.0100    0.0023
##     10        0.8643             nan     0.0100    0.0015
##     20        0.8457             nan     0.0100    0.0011
##     40        0.8163             nan     0.0100    0.0008
##     50        0.8026             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0025
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8774             nan     0.0100    0.0017
##      4        0.8759             nan     0.0100    0.0015
##      5        0.8744             nan     0.0100    0.0015
##      6        0.8720             nan     0.0100    0.0024
##      7        0.8696             nan     0.0100    0.0024
##      8        0.8673             nan     0.0100    0.0023
##      9        0.8650             nan     0.0100    0.0023
##     10        0.8634             nan     0.0100    0.0016
##     20        0.8463             nan     0.0100    0.0012
##     40        0.8149             nan     0.0100    0.0015
##     50        0.8020             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0023
##      4        0.8741             nan     0.0100    0.0025
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0021
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8635             nan     0.0100    0.0020
##     10        0.8615             nan     0.0100    0.0020
##     20        0.8428             nan     0.0100    0.0018
##     40        0.8106             nan     0.0100    0.0015
##     50        0.7982             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8759             nan     0.0100    0.0025
##      4        0.8734             nan     0.0100    0.0024
##      5        0.8712             nan     0.0100    0.0022
##      6        0.8688             nan     0.0100    0.0024
##      7        0.8666             nan     0.0100    0.0022
##      8        0.8642             nan     0.0100    0.0023
##      9        0.8619             nan     0.0100    0.0023
##     10        0.8597             nan     0.0100    0.0019
##     20        0.8402             nan     0.0100    0.0018
##     40        0.8080             nan     0.0100    0.0012
##     50        0.7951             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0025
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0021
##      7        0.8671             nan     0.0100    0.0024
##      8        0.8652             nan     0.0100    0.0018
##      9        0.8631             nan     0.0100    0.0021
##     10        0.8611             nan     0.0100    0.0020
##     20        0.8421             nan     0.0100    0.0017
##     40        0.8108             nan     0.0100    0.0012
##     50        0.7985             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0022
##      7        0.8674             nan     0.0100    0.0021
##      8        0.8653             nan     0.0100    0.0020
##      9        0.8637             nan     0.0100    0.0015
##     10        0.8616             nan     0.0100    0.0020
##     20        0.8416             nan     0.0100    0.0020
##     40        0.8097             nan     0.0100    0.0016
##     50        0.7968             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0001
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0001
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8745             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8734             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0003
##      5        0.8826             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0003
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8750             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0014
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0013
##      5        0.8774             nan     0.0100    0.0013
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8415             nan     0.0100    0.0010
##     50        0.8329             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8804             nan     0.0100    0.0010
##      4        0.8790             nan     0.0100    0.0013
##      5        0.8777             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0013
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8613             nan     0.0100    0.0009
##     40        0.8420             nan     0.0100    0.0010
##     50        0.8334             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0013
##      4        0.8787             nan     0.0100    0.0013
##      5        0.8773             nan     0.0100    0.0014
##      6        0.8760             nan     0.0100    0.0013
##      7        0.8746             nan     0.0100    0.0013
##      8        0.8737             nan     0.0100    0.0010
##      9        0.8726             nan     0.0100    0.0010
##     10        0.8716             nan     0.0100    0.0010
##     20        0.8607             nan     0.0100    0.0012
##     40        0.8417             nan     0.0100    0.0010
##     50        0.8335             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0011
##      4        0.8790             nan     0.0100    0.0011
##      5        0.8779             nan     0.0100    0.0010
##      6        0.8769             nan     0.0100    0.0010
##      7        0.8759             nan     0.0100    0.0010
##      8        0.8749             nan     0.0100    0.0010
##      9        0.8735             nan     0.0100    0.0013
##     10        0.8722             nan     0.0100    0.0013
##     20        0.8615             nan     0.0100    0.0012
##     40        0.8413             nan     0.0100    0.0010
##     50        0.8340             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8800             nan     0.0100    0.0022
##      3        0.8777             nan     0.0100    0.0022
##      4        0.8762             nan     0.0100    0.0015
##      5        0.8741             nan     0.0100    0.0021
##      6        0.8726             nan     0.0100    0.0014
##      7        0.8711             nan     0.0100    0.0014
##      8        0.8697             nan     0.0100    0.0014
##      9        0.8682             nan     0.0100    0.0014
##     10        0.8662             nan     0.0100    0.0020
##     20        0.8517             nan     0.0100    0.0011
##     40        0.8251             nan     0.0100    0.0008
##     50        0.8118             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8746             nan     0.0100    0.0015
##      6        0.8725             nan     0.0100    0.0021
##      7        0.8712             nan     0.0100    0.0013
##      8        0.8699             nan     0.0100    0.0014
##      9        0.8685             nan     0.0100    0.0014
##     10        0.8664             nan     0.0100    0.0020
##     20        0.8508             nan     0.0100    0.0011
##     40        0.8239             nan     0.0100    0.0015
##     50        0.8116             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8805             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0022
##      4        0.8767             nan     0.0100    0.0015
##      5        0.8745             nan     0.0100    0.0021
##      6        0.8723             nan     0.0100    0.0021
##      7        0.8710             nan     0.0100    0.0013
##      8        0.8688             nan     0.0100    0.0021
##      9        0.8667             nan     0.0100    0.0020
##     10        0.8653             nan     0.0100    0.0014
##     20        0.8501             nan     0.0100    0.0018
##     40        0.8238             nan     0.0100    0.0015
##     50        0.8117             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0016
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8792             nan     0.0100    0.0015
##      4        0.8770             nan     0.0100    0.0022
##      5        0.8755             nan     0.0100    0.0014
##      6        0.8740             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0022
##      8        0.8703             nan     0.0100    0.0014
##      9        0.8683             nan     0.0100    0.0021
##     10        0.8662             nan     0.0100    0.0020
##     20        0.8506             nan     0.0100    0.0012
##     40        0.8233             nan     0.0100    0.0015
##     50        0.8114             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8756             nan     0.0100    0.0017
##      5        0.8742             nan     0.0100    0.0014
##      6        0.8718             nan     0.0100    0.0024
##      7        0.8694             nan     0.0100    0.0024
##      8        0.8669             nan     0.0100    0.0024
##      9        0.8653             nan     0.0100    0.0016
##     10        0.8638             nan     0.0100    0.0016
##     20        0.8455             nan     0.0100    0.0011
##     40        0.8145             nan     0.0100    0.0016
##     50        0.8021             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0017
##      6        0.8703             nan     0.0100    0.0017
##      7        0.8680             nan     0.0100    0.0023
##      8        0.8664             nan     0.0100    0.0016
##      9        0.8650             nan     0.0100    0.0013
##     10        0.8632             nan     0.0100    0.0017
##     20        0.8452             nan     0.0100    0.0020
##     40        0.8132             nan     0.0100    0.0012
##     50        0.8024             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8760             nan     0.0100    0.0025
##      4        0.8743             nan     0.0100    0.0017
##      5        0.8727             nan     0.0100    0.0017
##      6        0.8709             nan     0.0100    0.0017
##      7        0.8685             nan     0.0100    0.0023
##      8        0.8664             nan     0.0100    0.0023
##      9        0.8649             nan     0.0100    0.0016
##     10        0.8633             nan     0.0100    0.0015
##     20        0.8449             nan     0.0100    0.0013
##     40        0.8138             nan     0.0100    0.0015
##     50        0.8020             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0019
##      2        0.8801             nan     0.0100    0.0018
##      3        0.8783             nan     0.0100    0.0017
##      4        0.8764             nan     0.0100    0.0017
##      5        0.8741             nan     0.0100    0.0024
##      6        0.8716             nan     0.0100    0.0023
##      7        0.8692             nan     0.0100    0.0024
##      8        0.8675             nan     0.0100    0.0017
##      9        0.8658             nan     0.0100    0.0016
##     10        0.8636             nan     0.0100    0.0023
##     20        0.8465             nan     0.0100    0.0020
##     40        0.8149             nan     0.0100    0.0016
##     50        0.8005             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0022
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8739             nan     0.0100    0.0024
##      5        0.8717             nan     0.0100    0.0021
##      6        0.8698             nan     0.0100    0.0019
##      7        0.8676             nan     0.0100    0.0022
##      8        0.8655             nan     0.0100    0.0021
##      9        0.8632             nan     0.0100    0.0024
##     10        0.8611             nan     0.0100    0.0020
##     20        0.8411             nan     0.0100    0.0017
##     40        0.8104             nan     0.0100    0.0011
##     50        0.7968             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0021
##      3        0.8769             nan     0.0100    0.0022
##      4        0.8748             nan     0.0100    0.0022
##      5        0.8723             nan     0.0100    0.0025
##      6        0.8699             nan     0.0100    0.0025
##      7        0.8675             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0024
##      9        0.8634             nan     0.0100    0.0016
##     10        0.8614             nan     0.0100    0.0020
##     20        0.8419             nan     0.0100    0.0018
##     40        0.8087             nan     0.0100    0.0015
##     50        0.7949             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8768             nan     0.0100    0.0022
##      4        0.8743             nan     0.0100    0.0025
##      5        0.8721             nan     0.0100    0.0021
##      6        0.8700             nan     0.0100    0.0021
##      7        0.8677             nan     0.0100    0.0024
##      8        0.8656             nan     0.0100    0.0021
##      9        0.8636             nan     0.0100    0.0021
##     10        0.8613             nan     0.0100    0.0023
##     20        0.8416             nan     0.0100    0.0019
##     40        0.8108             nan     0.0100    0.0012
##     50        0.7979             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0026
##      2        0.8785             nan     0.0100    0.0026
##      3        0.8763             nan     0.0100    0.0023
##      4        0.8740             nan     0.0100    0.0022
##      5        0.8715             nan     0.0100    0.0025
##      6        0.8693             nan     0.0100    0.0021
##      7        0.8670             nan     0.0100    0.0025
##      8        0.8649             nan     0.0100    0.0021
##      9        0.8628             nan     0.0100    0.0020
##     10        0.8610             nan     0.0100    0.0018
##     20        0.8416             nan     0.0100    0.0014
##     40        0.8097             nan     0.0100    0.0016
##     50        0.7969             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8788             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8818             nan     0.0010    0.0002
##     10        0.8816             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0001
##     40        0.8764             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0001
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0001
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0001
##     20        0.8801             nan     0.0010    0.0002
##     40        0.8767             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0001
##     40        0.8756             nan     0.0010    0.0001
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8738             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8795             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0003
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8735             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0003
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8721             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0013
##      2        0.8809             nan     0.0100    0.0013
##      3        0.8796             nan     0.0100    0.0013
##      4        0.8784             nan     0.0100    0.0011
##      5        0.8774             nan     0.0100    0.0010
##      6        0.8763             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0010
##      9        0.8730             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8612             nan     0.0100    0.0012
##     40        0.8428             nan     0.0100    0.0007
##     50        0.8342             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0013
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0010
##      4        0.8786             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0010
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8749             nan     0.0100    0.0013
##      8        0.8739             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8615             nan     0.0100    0.0012
##     40        0.8423             nan     0.0100    0.0007
##     50        0.8342             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8811             nan     0.0100    0.0013
##      3        0.8798             nan     0.0100    0.0013
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8774             nan     0.0100    0.0010
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0010
##      9        0.8733             nan     0.0100    0.0010
##     10        0.8724             nan     0.0100    0.0009
##     20        0.8612             nan     0.0100    0.0009
##     40        0.8422             nan     0.0100    0.0010
##     50        0.8342             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0010
##      3        0.8799             nan     0.0100    0.0014
##      4        0.8786             nan     0.0100    0.0013
##      5        0.8773             nan     0.0100    0.0013
##      6        0.8762             nan     0.0100    0.0010
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8742             nan     0.0100    0.0010
##      9        0.8732             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0012
##     20        0.8606             nan     0.0100    0.0012
##     40        0.8423             nan     0.0100    0.0010
##     50        0.8342             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8775             nan     0.0100    0.0022
##      4        0.8762             nan     0.0100    0.0013
##      5        0.8748             nan     0.0100    0.0013
##      6        0.8727             nan     0.0100    0.0021
##      7        0.8714             nan     0.0100    0.0012
##      8        0.8700             nan     0.0100    0.0014
##      9        0.8685             nan     0.0100    0.0014
##     10        0.8665             nan     0.0100    0.0020
##     20        0.8505             nan     0.0100    0.0011
##     40        0.8232             nan     0.0100    0.0015
##     50        0.8118             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8798             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8767             nan     0.0100    0.0014
##      5        0.8746             nan     0.0100    0.0022
##      6        0.8724             nan     0.0100    0.0021
##      7        0.8710             nan     0.0100    0.0014
##      8        0.8690             nan     0.0100    0.0020
##      9        0.8669             nan     0.0100    0.0020
##     10        0.8656             nan     0.0100    0.0013
##     20        0.8519             nan     0.0100    0.0011
##     40        0.8250             nan     0.0100    0.0008
##     50        0.8129             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8797             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8760             nan     0.0100    0.0021
##      5        0.8739             nan     0.0100    0.0021
##      6        0.8725             nan     0.0100    0.0014
##      7        0.8712             nan     0.0100    0.0013
##      8        0.8698             nan     0.0100    0.0014
##      9        0.8678             nan     0.0100    0.0020
##     10        0.8658             nan     0.0100    0.0020
##     20        0.8502             nan     0.0100    0.0018
##     40        0.8239             nan     0.0100    0.0015
##     50        0.8123             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8799             nan     0.0100    0.0022
##      3        0.8785             nan     0.0100    0.0013
##      4        0.8771             nan     0.0100    0.0013
##      5        0.8757             nan     0.0100    0.0014
##      6        0.8736             nan     0.0100    0.0021
##      7        0.8722             nan     0.0100    0.0014
##      8        0.8707             nan     0.0100    0.0014
##      9        0.8686             nan     0.0100    0.0021
##     10        0.8671             nan     0.0100    0.0013
##     20        0.8515             nan     0.0100    0.0011
##     40        0.8233             nan     0.0100    0.0009
##     50        0.8122             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8785             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8746             nan     0.0100    0.0015
##      5        0.8729             nan     0.0100    0.0017
##      6        0.8706             nan     0.0100    0.0024
##      7        0.8689             nan     0.0100    0.0017
##      8        0.8673             nan     0.0100    0.0016
##      9        0.8657             nan     0.0100    0.0016
##     10        0.8640             nan     0.0100    0.0015
##     20        0.8457             nan     0.0100    0.0013
##     40        0.8151             nan     0.0100    0.0015
##     50        0.8032             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0025
##      2        0.8791             nan     0.0100    0.0017
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0024
##      5        0.8725             nan     0.0100    0.0017
##      6        0.8707             nan     0.0100    0.0016
##      7        0.8691             nan     0.0100    0.0017
##      8        0.8675             nan     0.0100    0.0016
##      9        0.8652             nan     0.0100    0.0023
##     10        0.8637             nan     0.0100    0.0015
##     20        0.8462             nan     0.0100    0.0013
##     40        0.8152             nan     0.0100    0.0015
##     50        0.8039             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8769             nan     0.0100    0.0017
##      4        0.8744             nan     0.0100    0.0024
##      5        0.8726             nan     0.0100    0.0018
##      6        0.8702             nan     0.0100    0.0024
##      7        0.8685             nan     0.0100    0.0016
##      8        0.8669             nan     0.0100    0.0016
##      9        0.8646             nan     0.0100    0.0022
##     10        0.8631             nan     0.0100    0.0015
##     20        0.8460             nan     0.0100    0.0020
##     40        0.8148             nan     0.0100    0.0015
##     50        0.8021             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0025
##      2        0.8793             nan     0.0100    0.0015
##      3        0.8776             nan     0.0100    0.0017
##      4        0.8752             nan     0.0100    0.0024
##      5        0.8727             nan     0.0100    0.0024
##      6        0.8702             nan     0.0100    0.0024
##      7        0.8687             nan     0.0100    0.0014
##      8        0.8671             nan     0.0100    0.0016
##      9        0.8649             nan     0.0100    0.0023
##     10        0.8634             nan     0.0100    0.0016
##     20        0.8444             nan     0.0100    0.0020
##     40        0.8145             nan     0.0100    0.0015
##     50        0.8030             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0024
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8715             nan     0.0100    0.0024
##      6        0.8690             nan     0.0100    0.0024
##      7        0.8666             nan     0.0100    0.0023
##      8        0.8642             nan     0.0100    0.0023
##      9        0.8621             nan     0.0100    0.0020
##     10        0.8601             nan     0.0100    0.0020
##     20        0.8408             nan     0.0100    0.0018
##     40        0.8098             nan     0.0100    0.0011
##     50        0.7965             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0025
##      4        0.8742             nan     0.0100    0.0021
##      5        0.8718             nan     0.0100    0.0025
##      6        0.8693             nan     0.0100    0.0024
##      7        0.8672             nan     0.0100    0.0020
##      8        0.8655             nan     0.0100    0.0016
##      9        0.8634             nan     0.0100    0.0020
##     10        0.8611             nan     0.0100    0.0022
##     20        0.8417             nan     0.0100    0.0020
##     40        0.8098             nan     0.0100    0.0016
##     50        0.7970             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8785             nan     0.0100    0.0026
##      3        0.8767             nan     0.0100    0.0016
##      4        0.8747             nan     0.0100    0.0019
##      5        0.8725             nan     0.0100    0.0022
##      6        0.8703             nan     0.0100    0.0022
##      7        0.8683             nan     0.0100    0.0020
##      8        0.8660             nan     0.0100    0.0024
##      9        0.8636             nan     0.0100    0.0023
##     10        0.8613             nan     0.0100    0.0023
##     20        0.8421             nan     0.0100    0.0012
##     40        0.8087             nan     0.0100    0.0014
##     50        0.7960             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0021
##      2        0.8792             nan     0.0100    0.0023
##      3        0.8770             nan     0.0100    0.0023
##      4        0.8745             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0025
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8675             nan     0.0100    0.0021
##      8        0.8651             nan     0.0100    0.0024
##      9        0.8632             nan     0.0100    0.0018
##     10        0.8614             nan     0.0100    0.0018
##     20        0.8420             nan     0.0100    0.0018
##     40        0.8109             nan     0.0100    0.0014
##     50        0.7982             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8825             nan     0.0010    0.0001
##     10        0.8824             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0001
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0001
##      9        0.8821             nan     0.0010    0.0001
##     10        0.8820             nan     0.0010    0.0001
##     20        0.8805             nan     0.0010    0.0001
##     40        0.8770             nan     0.0010    0.0002
##     50        0.8752             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0001
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8818             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8736             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8757             nan     0.0010    0.0002
##     50        0.8739             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8745             nan     0.0010    0.0002
##     50        0.8723             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8744             nan     0.0010    0.0002
##     50        0.8723             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8790             nan     0.0010    0.0002
##     40        0.8747             nan     0.0010    0.0002
##     50        0.8725             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0014
##      4        0.8790             nan     0.0100    0.0010
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8769             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0013
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8733             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0013
##     20        0.8611             nan     0.0100    0.0009
##     40        0.8423             nan     0.0100    0.0010
##     50        0.8346             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8810             nan     0.0100    0.0013
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8768             nan     0.0100    0.0010
##      7        0.8755             nan     0.0100    0.0013
##      8        0.8742             nan     0.0100    0.0012
##      9        0.8729             nan     0.0100    0.0013
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8615             nan     0.0100    0.0009
##     40        0.8426             nan     0.0100    0.0007
##     50        0.8344             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0010
##      4        0.8793             nan     0.0100    0.0010
##      5        0.8782             nan     0.0100    0.0010
##      6        0.8769             nan     0.0100    0.0013
##      7        0.8758             nan     0.0100    0.0010
##      8        0.8745             nan     0.0100    0.0013
##      9        0.8736             nan     0.0100    0.0010
##     10        0.8726             nan     0.0100    0.0009
##     20        0.8615             nan     0.0100    0.0009
##     40        0.8425             nan     0.0100    0.0007
##     50        0.8346             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0013
##      4        0.8789             nan     0.0100    0.0010
##      5        0.8779             nan     0.0100    0.0010
##      6        0.8769             nan     0.0100    0.0010
##      7        0.8759             nan     0.0100    0.0010
##      8        0.8745             nan     0.0100    0.0014
##      9        0.8732             nan     0.0100    0.0013
##     10        0.8720             nan     0.0100    0.0012
##     20        0.8614             nan     0.0100    0.0008
##     40        0.8423             nan     0.0100    0.0010
##     50        0.8346             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0021
##      3        0.8785             nan     0.0100    0.0013
##      4        0.8764             nan     0.0100    0.0020
##      5        0.8744             nan     0.0100    0.0019
##      6        0.8730             nan     0.0100    0.0014
##      7        0.8709             nan     0.0100    0.0020
##      8        0.8695             nan     0.0100    0.0014
##      9        0.8682             nan     0.0100    0.0012
##     10        0.8662             nan     0.0100    0.0020
##     20        0.8505             nan     0.0100    0.0018
##     40        0.8246             nan     0.0100    0.0009
##     50        0.8142             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0016
##      2        0.8806             nan     0.0100    0.0015
##      3        0.8784             nan     0.0100    0.0021
##      4        0.8769             nan     0.0100    0.0014
##      5        0.8754             nan     0.0100    0.0014
##      6        0.8741             nan     0.0100    0.0013
##      7        0.8720             nan     0.0100    0.0021
##      8        0.8706             nan     0.0100    0.0014
##      9        0.8686             nan     0.0100    0.0020
##     10        0.8672             nan     0.0100    0.0013
##     20        0.8529             nan     0.0100    0.0010
##     40        0.8247             nan     0.0100    0.0014
##     50        0.8152             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0021
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8762             nan     0.0100    0.0021
##      5        0.8741             nan     0.0100    0.0020
##      6        0.8722             nan     0.0100    0.0020
##      7        0.8702             nan     0.0100    0.0020
##      8        0.8688             nan     0.0100    0.0014
##      9        0.8674             nan     0.0100    0.0014
##     10        0.8662             nan     0.0100    0.0012
##     20        0.8513             nan     0.0100    0.0018
##     40        0.8257             nan     0.0100    0.0009
##     50        0.8158             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0013
##      3        0.8786             nan     0.0100    0.0019
##      4        0.8771             nan     0.0100    0.0015
##      5        0.8756             nan     0.0100    0.0014
##      6        0.8735             nan     0.0100    0.0021
##      7        0.8721             nan     0.0100    0.0014
##      8        0.8707             nan     0.0100    0.0013
##      9        0.8694             nan     0.0100    0.0013
##     10        0.8673             nan     0.0100    0.0020
##     20        0.8517             nan     0.0100    0.0018
##     40        0.8249             nan     0.0100    0.0014
##     50        0.8147             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8803             nan     0.0100    0.0018
##      3        0.8786             nan     0.0100    0.0017
##      4        0.8762             nan     0.0100    0.0024
##      5        0.8745             nan     0.0100    0.0017
##      6        0.8721             nan     0.0100    0.0024
##      7        0.8703             nan     0.0100    0.0017
##      8        0.8681             nan     0.0100    0.0023
##      9        0.8666             nan     0.0100    0.0016
##     10        0.8651             nan     0.0100    0.0015
##     20        0.8482             nan     0.0100    0.0013
##     40        0.8175             nan     0.0100    0.0010
##     50        0.8060             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0018
##      2        0.8800             nan     0.0100    0.0017
##      3        0.8775             nan     0.0100    0.0024
##      4        0.8758             nan     0.0100    0.0017
##      5        0.8742             nan     0.0100    0.0016
##      6        0.8725             nan     0.0100    0.0017
##      7        0.8701             nan     0.0100    0.0023
##      8        0.8683             nan     0.0100    0.0017
##      9        0.8661             nan     0.0100    0.0022
##     10        0.8639             nan     0.0100    0.0022
##     20        0.8464             nan     0.0100    0.0014
##     40        0.8182             nan     0.0100    0.0011
##     50        0.8058             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0018
##      2        0.8793             nan     0.0100    0.0024
##      3        0.8775             nan     0.0100    0.0018
##      4        0.8758             nan     0.0100    0.0017
##      5        0.8735             nan     0.0100    0.0023
##      6        0.8712             nan     0.0100    0.0023
##      7        0.8694             nan     0.0100    0.0017
##      8        0.8678             nan     0.0100    0.0016
##      9        0.8661             nan     0.0100    0.0016
##     10        0.8638             nan     0.0100    0.0022
##     20        0.8459             nan     0.0100    0.0013
##     40        0.8167             nan     0.0100    0.0015
##     50        0.8054             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0018
##      2        0.8803             nan     0.0100    0.0015
##      3        0.8786             nan     0.0100    0.0018
##      4        0.8762             nan     0.0100    0.0024
##      5        0.8739             nan     0.0100    0.0024
##      6        0.8721             nan     0.0100    0.0017
##      7        0.8704             nan     0.0100    0.0016
##      8        0.8688             nan     0.0100    0.0016
##      9        0.8674             nan     0.0100    0.0013
##     10        0.8658             nan     0.0100    0.0015
##     20        0.8482             nan     0.0100    0.0013
##     40        0.8170             nan     0.0100    0.0015
##     50        0.8052             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8790             nan     0.0100    0.0025
##      3        0.8768             nan     0.0100    0.0022
##      4        0.8746             nan     0.0100    0.0021
##      5        0.8725             nan     0.0100    0.0021
##      6        0.8704             nan     0.0100    0.0021
##      7        0.8683             nan     0.0100    0.0021
##      8        0.8660             nan     0.0100    0.0023
##      9        0.8640             nan     0.0100    0.0020
##     10        0.8621             nan     0.0100    0.0020
##     20        0.8432             nan     0.0100    0.0020
##     40        0.8136             nan     0.0100    0.0010
##     50        0.8010             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0020
##      2        0.8793             nan     0.0100    0.0022
##      3        0.8770             nan     0.0100    0.0022
##      4        0.8749             nan     0.0100    0.0022
##      5        0.8728             nan     0.0100    0.0021
##      6        0.8704             nan     0.0100    0.0023
##      7        0.8681             nan     0.0100    0.0024
##      8        0.8661             nan     0.0100    0.0021
##      9        0.8639             nan     0.0100    0.0020
##     10        0.8619             nan     0.0100    0.0020
##     20        0.8438             nan     0.0100    0.0015
##     40        0.8129             nan     0.0100    0.0015
##     50        0.8004             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8792             nan     0.0100    0.0018
##      3        0.8769             nan     0.0100    0.0023
##      4        0.8747             nan     0.0100    0.0022
##      5        0.8726             nan     0.0100    0.0021
##      6        0.8705             nan     0.0100    0.0021
##      7        0.8684             nan     0.0100    0.0021
##      8        0.8663             nan     0.0100    0.0021
##      9        0.8643             nan     0.0100    0.0019
##     10        0.8620             nan     0.0100    0.0022
##     20        0.8439             nan     0.0100    0.0020
##     40        0.8131             nan     0.0100    0.0013
##     50        0.8005             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8766             nan     0.0100    0.0024
##      4        0.8745             nan     0.0100    0.0022
##      5        0.8723             nan     0.0100    0.0021
##      6        0.8702             nan     0.0100    0.0021
##      7        0.8684             nan     0.0100    0.0018
##      8        0.8663             nan     0.0100    0.0020
##      9        0.8642             nan     0.0100    0.0020
##     10        0.8622             nan     0.0100    0.0020
##     20        0.8430             nan     0.0100    0.0017
##     40        0.8125             nan     0.0100    0.0015
##     50        0.7994             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8810             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8774             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8786             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8749             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0001
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8748             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0001
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0001
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8766             nan     0.0010    0.0001
##     50        0.8747             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8750             nan     0.0010    0.0002
##     50        0.8731             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8815             nan     0.0010    0.0002
##     20        0.8794             nan     0.0010    0.0003
##     40        0.8753             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8716             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0003
##     40        0.8740             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0003
##     50        0.8718             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8813             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0002
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8742             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0013
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8768             nan     0.0100    0.0010
##      7        0.8757             nan     0.0100    0.0010
##      8        0.8744             nan     0.0100    0.0014
##      9        0.8734             nan     0.0100    0.0010
##     10        0.8724             nan     0.0100    0.0010
##     20        0.8614             nan     0.0100    0.0008
##     40        0.8412             nan     0.0100    0.0007
##     50        0.8332             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8809             nan     0.0100    0.0014
##      3        0.8795             nan     0.0100    0.0014
##      4        0.8782             nan     0.0100    0.0013
##      5        0.8771             nan     0.0100    0.0011
##      6        0.8761             nan     0.0100    0.0011
##      7        0.8750             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0010
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0013
##     20        0.8608             nan     0.0100    0.0009
##     40        0.8413             nan     0.0100    0.0010
##     50        0.8329             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8785             nan     0.0100    0.0014
##      5        0.8775             nan     0.0100    0.0011
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0013
##      8        0.8738             nan     0.0100    0.0013
##      9        0.8728             nan     0.0100    0.0010
##     10        0.8718             nan     0.0100    0.0010
##     20        0.8601             nan     0.0100    0.0011
##     40        0.8413             nan     0.0100    0.0007
##     50        0.8327             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8787             nan     0.0100    0.0011
##      5        0.8774             nan     0.0100    0.0014
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8606             nan     0.0100    0.0009
##     40        0.8415             nan     0.0100    0.0007
##     50        0.8330             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8804             nan     0.0100    0.0015
##      3        0.8783             nan     0.0100    0.0022
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8746             nan     0.0100    0.0022
##      6        0.8731             nan     0.0100    0.0015
##      7        0.8717             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0013
##      9        0.8682             nan     0.0100    0.0021
##     10        0.8661             nan     0.0100    0.0021
##     20        0.8513             nan     0.0100    0.0010
##     40        0.8240             nan     0.0100    0.0016
##     50        0.8116             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8799             nan     0.0100    0.0013
##      3        0.8783             nan     0.0100    0.0015
##      4        0.8768             nan     0.0100    0.0015
##      5        0.8754             nan     0.0100    0.0015
##      6        0.8739             nan     0.0100    0.0014
##      7        0.8717             nan     0.0100    0.0021
##      8        0.8702             nan     0.0100    0.0014
##      9        0.8681             nan     0.0100    0.0021
##     10        0.8667             nan     0.0100    0.0013
##     20        0.8520             nan     0.0100    0.0011
##     40        0.8239             nan     0.0100    0.0009
##     50        0.8123             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8776             nan     0.0100    0.0015
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8739             nan     0.0100    0.0021
##      6        0.8725             nan     0.0100    0.0015
##      7        0.8705             nan     0.0100    0.0021
##      8        0.8691             nan     0.0100    0.0014
##      9        0.8677             nan     0.0100    0.0014
##     10        0.8663             nan     0.0100    0.0014
##     20        0.8501             nan     0.0100    0.0018
##     40        0.8239             nan     0.0100    0.0009
##     50        0.8119             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0016
##      2        0.8805             nan     0.0100    0.0013
##      3        0.8783             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0022
##      5        0.8747             nan     0.0100    0.0013
##      6        0.8732             nan     0.0100    0.0015
##      7        0.8718             nan     0.0100    0.0014
##      8        0.8702             nan     0.0100    0.0014
##      9        0.8688             nan     0.0100    0.0014
##     10        0.8674             nan     0.0100    0.0014
##     20        0.8504             nan     0.0100    0.0019
##     40        0.8233             nan     0.0100    0.0015
##     50        0.8118             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8773             nan     0.0100    0.0018
##      4        0.8748             nan     0.0100    0.0024
##      5        0.8730             nan     0.0100    0.0017
##      6        0.8713             nan     0.0100    0.0017
##      7        0.8690             nan     0.0100    0.0024
##      8        0.8667             nan     0.0100    0.0023
##      9        0.8643             nan     0.0100    0.0023
##     10        0.8626             nan     0.0100    0.0017
##     20        0.8441             nan     0.0100    0.0020
##     40        0.8131             nan     0.0100    0.0010
##     50        0.8015             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8780             nan     0.0100    0.0018
##      4        0.8762             nan     0.0100    0.0018
##      5        0.8744             nan     0.0100    0.0017
##      6        0.8726             nan     0.0100    0.0017
##      7        0.8703             nan     0.0100    0.0024
##      8        0.8685             nan     0.0100    0.0016
##      9        0.8663             nan     0.0100    0.0023
##     10        0.8639             nan     0.0100    0.0023
##     20        0.8451             nan     0.0100    0.0020
##     40        0.8129             nan     0.0100    0.0015
##     50        0.8008             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8792             nan     0.0100    0.0019
##      3        0.8770             nan     0.0100    0.0023
##      4        0.8753             nan     0.0100    0.0018
##      5        0.8736             nan     0.0100    0.0017
##      6        0.8712             nan     0.0100    0.0024
##      7        0.8695             nan     0.0100    0.0017
##      8        0.8679             nan     0.0100    0.0017
##      9        0.8662             nan     0.0100    0.0016
##     10        0.8646             nan     0.0100    0.0016
##     20        0.8447             nan     0.0100    0.0013
##     40        0.8145             nan     0.0100    0.0009
##     50        0.8024             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8791             nan     0.0100    0.0025
##      3        0.8772             nan     0.0100    0.0018
##      4        0.8748             nan     0.0100    0.0025
##      5        0.8724             nan     0.0100    0.0024
##      6        0.8707             nan     0.0100    0.0017
##      7        0.8690             nan     0.0100    0.0017
##      8        0.8675             nan     0.0100    0.0014
##      9        0.8659             nan     0.0100    0.0017
##     10        0.8642             nan     0.0100    0.0016
##     20        0.8464             nan     0.0100    0.0020
##     40        0.8142             nan     0.0100    0.0016
##     50        0.8020             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0024
##      2        0.8785             nan     0.0100    0.0026
##      3        0.8760             nan     0.0100    0.0025
##      4        0.8737             nan     0.0100    0.0022
##      5        0.8712             nan     0.0100    0.0025
##      6        0.8690             nan     0.0100    0.0022
##      7        0.8668             nan     0.0100    0.0021
##      8        0.8645             nan     0.0100    0.0023
##      9        0.8623             nan     0.0100    0.0021
##     10        0.8602             nan     0.0100    0.0020
##     20        0.8408             nan     0.0100    0.0018
##     40        0.8096             nan     0.0100    0.0012
##     50        0.7974             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8743             nan     0.0100    0.0023
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8699             nan     0.0100    0.0022
##      7        0.8675             nan     0.0100    0.0024
##      8        0.8653             nan     0.0100    0.0021
##      9        0.8632             nan     0.0100    0.0021
##     10        0.8608             nan     0.0100    0.0023
##     20        0.8413             nan     0.0100    0.0016
##     40        0.8102             nan     0.0100    0.0010
##     50        0.7977             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0024
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8744             nan     0.0100    0.0020
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8676             nan     0.0100    0.0025
##      8        0.8655             nan     0.0100    0.0021
##      9        0.8638             nan     0.0100    0.0017
##     10        0.8618             nan     0.0100    0.0021
##     20        0.8427             nan     0.0100    0.0018
##     40        0.8096             nan     0.0100    0.0015
##     50        0.7967             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8743             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0025
##      7        0.8673             nan     0.0100    0.0024
##      8        0.8653             nan     0.0100    0.0021
##      9        0.8629             nan     0.0100    0.0023
##     10        0.8608             nan     0.0100    0.0020
##     20        0.8414             nan     0.0100    0.0016
##     40        0.8096             nan     0.0100    0.0016
##     50        0.7969             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8826             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8775             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8827             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0001
##      2        0.8833             nan     0.0010    0.0001
##      3        0.8831             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0001
##      6        0.8828             nan     0.0010    0.0001
##      7        0.8826             nan     0.0010    0.0001
##      8        0.8825             nan     0.0010    0.0001
##      9        0.8824             nan     0.0010    0.0001
##     10        0.8823             nan     0.0010    0.0001
##     20        0.8811             nan     0.0010    0.0001
##     40        0.8787             nan     0.0010    0.0001
##     50        0.8776             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8800             nan     0.0010    0.0002
##     40        0.8765             nan     0.0010    0.0002
##     50        0.8746             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0001
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0001
##      7        0.8823             nan     0.0010    0.0001
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8743             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8762             nan     0.0010    0.0001
##     50        0.8746             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0001
##     40        0.8766             nan     0.0010    0.0002
##     50        0.8749             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0003
##      3        0.8827             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8754             nan     0.0010    0.0002
##     50        0.8733             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0003
##      6        0.8822             nan     0.0010    0.0003
##      7        0.8820             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8816             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8824             nan     0.0010    0.0003
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8815             nan     0.0010    0.0003
##     10        0.8813             nan     0.0010    0.0002
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8751             nan     0.0010    0.0002
##     50        0.8730             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8818             nan     0.0010    0.0003
##      9        0.8816             nan     0.0010    0.0002
##     10        0.8813             nan     0.0010    0.0003
##     20        0.8793             nan     0.0010    0.0002
##     40        0.8752             nan     0.0010    0.0002
##     50        0.8732             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0003
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0003
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0002
##      2        0.8831             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0003
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0003
##     20        0.8788             nan     0.0010    0.0003
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8832             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0002
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0002
##      7        0.8818             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8719             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8833             nan     0.0010    0.0003
##      2        0.8830             nan     0.0010    0.0002
##      3        0.8828             nan     0.0010    0.0002
##      4        0.8825             nan     0.0010    0.0003
##      5        0.8823             nan     0.0010    0.0002
##      6        0.8820             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8816             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0003
##     10        0.8811             nan     0.0010    0.0003
##     20        0.8787             nan     0.0010    0.0002
##     40        0.8741             nan     0.0010    0.0002
##     50        0.8717             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8813             nan     0.0100    0.0011
##      3        0.8802             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0013
##      5        0.8776             nan     0.0100    0.0014
##      6        0.8762             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0010
##      8        0.8739             nan     0.0100    0.0013
##      9        0.8729             nan     0.0100    0.0010
##     10        0.8719             nan     0.0100    0.0010
##     20        0.8612             nan     0.0100    0.0009
##     40        0.8419             nan     0.0100    0.0007
##     50        0.8330             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8824             nan     0.0100    0.0011
##      2        0.8810             nan     0.0100    0.0014
##      3        0.8797             nan     0.0100    0.0013
##      4        0.8783             nan     0.0100    0.0013
##      5        0.8772             nan     0.0100    0.0011
##      6        0.8761             nan     0.0100    0.0010
##      7        0.8751             nan     0.0100    0.0010
##      8        0.8737             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0010
##     20        0.8609             nan     0.0100    0.0009
##     40        0.8421             nan     0.0100    0.0007
##     50        0.8330             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0014
##      2        0.8810             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8785             nan     0.0100    0.0013
##      5        0.8774             nan     0.0100    0.0011
##      6        0.8761             nan     0.0100    0.0013
##      7        0.8748             nan     0.0100    0.0013
##      8        0.8737             nan     0.0100    0.0010
##      9        0.8726             nan     0.0100    0.0010
##     10        0.8713             nan     0.0100    0.0013
##     20        0.8605             nan     0.0100    0.0009
##     40        0.8408             nan     0.0100    0.0007
##     50        0.8326             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8822             nan     0.0100    0.0014
##      2        0.8811             nan     0.0100    0.0011
##      3        0.8799             nan     0.0100    0.0011
##      4        0.8788             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8754             nan     0.0100    0.0013
##      8        0.8740             nan     0.0100    0.0013
##      9        0.8730             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0010
##     20        0.8604             nan     0.0100    0.0012
##     40        0.8411             nan     0.0100    0.0007
##     50        0.8338             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0015
##      2        0.8798             nan     0.0100    0.0022
##      3        0.8776             nan     0.0100    0.0022
##      4        0.8761             nan     0.0100    0.0015
##      5        0.8748             nan     0.0100    0.0013
##      6        0.8733             nan     0.0100    0.0015
##      7        0.8719             nan     0.0100    0.0014
##      8        0.8704             nan     0.0100    0.0014
##      9        0.8683             nan     0.0100    0.0021
##     10        0.8663             nan     0.0100    0.0021
##     20        0.8502             nan     0.0100    0.0019
##     40        0.8239             nan     0.0100    0.0016
##     50        0.8116             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0022
##      2        0.8796             nan     0.0100    0.0015
##      3        0.8780             nan     0.0100    0.0015
##      4        0.8766             nan     0.0100    0.0015
##      5        0.8744             nan     0.0100    0.0021
##      6        0.8729             nan     0.0100    0.0015
##      7        0.8716             nan     0.0100    0.0013
##      8        0.8702             nan     0.0100    0.0014
##      9        0.8682             nan     0.0100    0.0021
##     10        0.8661             nan     0.0100    0.0021
##     20        0.8517             nan     0.0100    0.0010
##     40        0.8247             nan     0.0100    0.0008
##     50        0.8118             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8797             nan     0.0100    0.0015
##      3        0.8782             nan     0.0100    0.0015
##      4        0.8766             nan     0.0100    0.0015
##      5        0.8751             nan     0.0100    0.0015
##      6        0.8737             nan     0.0100    0.0014
##      7        0.8722             nan     0.0100    0.0014
##      8        0.8708             nan     0.0100    0.0014
##      9        0.8687             nan     0.0100    0.0021
##     10        0.8666             nan     0.0100    0.0021
##     20        0.8507             nan     0.0100    0.0019
##     40        0.8240             nan     0.0100    0.0015
##     50        0.8119             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8791             nan     0.0100    0.0022
##      3        0.8775             nan     0.0100    0.0015
##      4        0.8753             nan     0.0100    0.0022
##      5        0.8732             nan     0.0100    0.0021
##      6        0.8711             nan     0.0100    0.0021
##      7        0.8696             nan     0.0100    0.0015
##      8        0.8682             nan     0.0100    0.0014
##      9        0.8669             nan     0.0100    0.0013
##     10        0.8654             nan     0.0100    0.0014
##     20        0.8504             nan     0.0100    0.0019
##     40        0.8224             nan     0.0100    0.0015
##     50        0.8112             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0025
##      3        0.8766             nan     0.0100    0.0018
##      4        0.8749             nan     0.0100    0.0018
##      5        0.8724             nan     0.0100    0.0024
##      6        0.8707             nan     0.0100    0.0017
##      7        0.8693             nan     0.0100    0.0015
##      8        0.8675             nan     0.0100    0.0017
##      9        0.8651             nan     0.0100    0.0024
##     10        0.8627             nan     0.0100    0.0023
##     20        0.8453             nan     0.0100    0.0020
##     40        0.8136             nan     0.0100    0.0010
##     50        0.8007             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0018
##      2        0.8791             nan     0.0100    0.0026
##      3        0.8766             nan     0.0100    0.0025
##      4        0.8748             nan     0.0100    0.0018
##      5        0.8725             nan     0.0100    0.0024
##      6        0.8708             nan     0.0100    0.0017
##      7        0.8685             nan     0.0100    0.0024
##      8        0.8661             nan     0.0100    0.0024
##      9        0.8637             nan     0.0100    0.0023
##     10        0.8621             nan     0.0100    0.0016
##     20        0.8432             nan     0.0100    0.0020
##     40        0.8138             nan     0.0100    0.0012
##     50        0.8001             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0026
##      2        0.8789             nan     0.0100    0.0018
##      3        0.8772             nan     0.0100    0.0018
##      4        0.8754             nan     0.0100    0.0018
##      5        0.8737             nan     0.0100    0.0018
##      6        0.8720             nan     0.0100    0.0018
##      7        0.8704             nan     0.0100    0.0014
##      8        0.8680             nan     0.0100    0.0024
##      9        0.8655             nan     0.0100    0.0023
##     10        0.8632             nan     0.0100    0.0024
##     20        0.8451             nan     0.0100    0.0020
##     40        0.8144             nan     0.0100    0.0016
##     50        0.8017             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0026
##      2        0.8783             nan     0.0100    0.0025
##      3        0.8758             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0018
##      5        0.8722             nan     0.0100    0.0017
##      6        0.8698             nan     0.0100    0.0024
##      7        0.8675             nan     0.0100    0.0023
##      8        0.8657             nan     0.0100    0.0017
##      9        0.8640             nan     0.0100    0.0016
##     10        0.8618             nan     0.0100    0.0023
##     20        0.8447             nan     0.0100    0.0012
##     40        0.8131             nan     0.0100    0.0015
##     50        0.7997             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8793             nan     0.0100    0.0017
##      3        0.8775             nan     0.0100    0.0017
##      4        0.8750             nan     0.0100    0.0025
##      5        0.8728             nan     0.0100    0.0022
##      6        0.8706             nan     0.0100    0.0022
##      7        0.8683             nan     0.0100    0.0025
##      8        0.8662             nan     0.0100    0.0021
##      9        0.8638             nan     0.0100    0.0024
##     10        0.8618             nan     0.0100    0.0020
##     20        0.8414             nan     0.0100    0.0018
##     40        0.8100             nan     0.0100    0.0016
##     50        0.7962             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8715             nan     0.0100    0.0025
##      6        0.8693             nan     0.0100    0.0022
##      7        0.8671             nan     0.0100    0.0021
##      8        0.8650             nan     0.0100    0.0021
##      9        0.8627             nan     0.0100    0.0023
##     10        0.8608             nan     0.0100    0.0018
##     20        0.8419             nan     0.0100    0.0020
##     40        0.8108             nan     0.0100    0.0016
##     50        0.7983             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0027
##      2        0.8785             nan     0.0100    0.0023
##      3        0.8759             nan     0.0100    0.0026
##      4        0.8733             nan     0.0100    0.0025
##      5        0.8711             nan     0.0100    0.0023
##      6        0.8689             nan     0.0100    0.0021
##      7        0.8665             nan     0.0100    0.0024
##      8        0.8644             nan     0.0100    0.0021
##      9        0.8628             nan     0.0100    0.0015
##     10        0.8607             nan     0.0100    0.0021
##     20        0.8415             nan     0.0100    0.0014
##     40        0.8103             nan     0.0100    0.0016
##     50        0.7968             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8744             nan     0.0100    0.0023
##      5        0.8720             nan     0.0100    0.0025
##      6        0.8695             nan     0.0100    0.0025
##      7        0.8671             nan     0.0100    0.0025
##      8        0.8645             nan     0.0100    0.0025
##      9        0.8621             nan     0.0100    0.0023
##     10        0.8597             nan     0.0100    0.0024
##     20        0.8405             nan     0.0100    0.0013
##     40        0.8084             nan     0.0100    0.0016
##     50        0.7957             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8831             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8777             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8836             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8829             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8830             nan     0.0010    0.0001
##      6        0.8829             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8813             nan     0.0010    0.0001
##     40        0.8790             nan     0.0010    0.0001
##     50        0.8779             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0001
##      3        0.8833             nan     0.0010    0.0001
##      4        0.8832             nan     0.0010    0.0001
##      5        0.8831             nan     0.0010    0.0001
##      6        0.8830             nan     0.0010    0.0001
##      7        0.8828             nan     0.0010    0.0001
##      8        0.8827             nan     0.0010    0.0001
##      9        0.8826             nan     0.0010    0.0001
##     10        0.8825             nan     0.0010    0.0001
##     20        0.8812             nan     0.0010    0.0001
##     40        0.8789             nan     0.0010    0.0001
##     50        0.8778             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0001
##      2        0.8834             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0001
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8824             nan     0.0010    0.0002
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8768             nan     0.0010    0.0001
##     50        0.8752             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8770             nan     0.0010    0.0001
##     50        0.8753             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0001
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0001
##      8        0.8823             nan     0.0010    0.0002
##      9        0.8821             nan     0.0010    0.0002
##     10        0.8819             nan     0.0010    0.0002
##     20        0.8802             nan     0.0010    0.0002
##     40        0.8769             nan     0.0010    0.0001
##     50        0.8755             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0002
##      4        0.8830             nan     0.0010    0.0001
##      5        0.8829             nan     0.0010    0.0002
##      6        0.8827             nan     0.0010    0.0002
##      7        0.8825             nan     0.0010    0.0002
##      8        0.8824             nan     0.0010    0.0001
##      9        0.8822             nan     0.0010    0.0002
##     10        0.8820             nan     0.0010    0.0002
##     20        0.8803             nan     0.0010    0.0002
##     40        0.8771             nan     0.0010    0.0001
##     50        0.8754             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0003
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8823             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0002
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8797             nan     0.0010    0.0002
##     40        0.8759             nan     0.0010    0.0002
##     50        0.8741             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0002
##      6        0.8825             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8822             nan     0.0010    0.0002
##      9        0.8820             nan     0.0010    0.0003
##     10        0.8818             nan     0.0010    0.0002
##     20        0.8799             nan     0.0010    0.0002
##     40        0.8763             nan     0.0010    0.0002
##     50        0.8743             nan     0.0010    0.0001
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8832             nan     0.0010    0.0001
##      4        0.8830             nan     0.0010    0.0002
##      5        0.8828             nan     0.0010    0.0002
##      6        0.8826             nan     0.0010    0.0002
##      7        0.8824             nan     0.0010    0.0002
##      8        0.8821             nan     0.0010    0.0003
##      9        0.8819             nan     0.0010    0.0003
##     10        0.8816             nan     0.0010    0.0003
##     20        0.8796             nan     0.0010    0.0002
##     40        0.8759             nan     0.0010    0.0002
##     50        0.8740             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8835             nan     0.0010    0.0002
##      2        0.8833             nan     0.0010    0.0002
##      3        0.8831             nan     0.0010    0.0002
##      4        0.8829             nan     0.0010    0.0002
##      5        0.8827             nan     0.0010    0.0003
##      6        0.8824             nan     0.0010    0.0003
##      7        0.8822             nan     0.0010    0.0002
##      8        0.8820             nan     0.0010    0.0002
##      9        0.8819             nan     0.0010    0.0002
##     10        0.8817             nan     0.0010    0.0002
##     20        0.8798             nan     0.0010    0.0002
##     40        0.8756             nan     0.0010    0.0002
##     50        0.8737             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0003
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0002
##      5        0.8825             nan     0.0010    0.0002
##      6        0.8823             nan     0.0010    0.0002
##      7        0.8820             nan     0.0010    0.0003
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0003
##     20        0.8791             nan     0.0010    0.0002
##     40        0.8746             nan     0.0010    0.0002
##     50        0.8724             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0002
##      4        0.8827             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8822             nan     0.0010    0.0002
##      7        0.8819             nan     0.0010    0.0003
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8815             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0002
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8830             nan     0.0010    0.0002
##      4        0.8828             nan     0.0010    0.0002
##      5        0.8826             nan     0.0010    0.0002
##      6        0.8824             nan     0.0010    0.0002
##      7        0.8821             nan     0.0010    0.0002
##      8        0.8819             nan     0.0010    0.0002
##      9        0.8817             nan     0.0010    0.0002
##     10        0.8814             nan     0.0010    0.0002
##     20        0.8792             nan     0.0010    0.0002
##     40        0.8745             nan     0.0010    0.0002
##     50        0.8722             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8834             nan     0.0010    0.0003
##      2        0.8832             nan     0.0010    0.0002
##      3        0.8829             nan     0.0010    0.0003
##      4        0.8826             nan     0.0010    0.0003
##      5        0.8824             nan     0.0010    0.0002
##      6        0.8821             nan     0.0010    0.0003
##      7        0.8819             nan     0.0010    0.0002
##      8        0.8817             nan     0.0010    0.0002
##      9        0.8814             nan     0.0010    0.0002
##     10        0.8812             nan     0.0010    0.0002
##     20        0.8789             nan     0.0010    0.0002
##     40        0.8743             nan     0.0010    0.0002
##     50        0.8720             nan     0.0010    0.0002
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8823             nan     0.0100    0.0013
##      2        0.8812             nan     0.0100    0.0011
##      3        0.8801             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0010
##      6        0.8767             nan     0.0100    0.0010
##      7        0.8756             nan     0.0100    0.0010
##      8        0.8743             nan     0.0100    0.0013
##      9        0.8733             nan     0.0100    0.0010
##     10        0.8720             nan     0.0100    0.0013
##     20        0.8609             nan     0.0100    0.0009
##     40        0.8415             nan     0.0100    0.0010
##     50        0.8331             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8789             nan     0.0100    0.0014
##      5        0.8776             nan     0.0100    0.0013
##      6        0.8764             nan     0.0100    0.0010
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8740             nan     0.0100    0.0013
##      9        0.8727             nan     0.0100    0.0013
##     10        0.8714             nan     0.0100    0.0013
##     20        0.8612             nan     0.0100    0.0009
##     40        0.8417             nan     0.0100    0.0010
##     50        0.8338             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8825             nan     0.0100    0.0011
##      2        0.8814             nan     0.0100    0.0011
##      3        0.8800             nan     0.0100    0.0013
##      4        0.8786             nan     0.0100    0.0013
##      5        0.8775             nan     0.0100    0.0011
##      6        0.8764             nan     0.0100    0.0011
##      7        0.8753             nan     0.0100    0.0010
##      8        0.8741             nan     0.0100    0.0013
##      9        0.8731             nan     0.0100    0.0010
##     10        0.8717             nan     0.0100    0.0012
##     20        0.8606             nan     0.0100    0.0012
##     40        0.8416             nan     0.0100    0.0010
##     50        0.8333             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8826             nan     0.0100    0.0011
##      2        0.8815             nan     0.0100    0.0011
##      3        0.8803             nan     0.0100    0.0011
##      4        0.8792             nan     0.0100    0.0011
##      5        0.8778             nan     0.0100    0.0014
##      6        0.8765             nan     0.0100    0.0013
##      7        0.8752             nan     0.0100    0.0013
##      8        0.8741             nan     0.0100    0.0010
##      9        0.8728             nan     0.0100    0.0013
##     10        0.8718             nan     0.0100    0.0010
##     20        0.8611             nan     0.0100    0.0009
##     40        0.8418             nan     0.0100    0.0010
##     50        0.8330             nan     0.0100    0.0006
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8821             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0014
##      3        0.8791             nan     0.0100    0.0015
##      4        0.8776             nan     0.0100    0.0015
##      5        0.8761             nan     0.0100    0.0015
##      6        0.8746             nan     0.0100    0.0014
##      7        0.8732             nan     0.0100    0.0014
##      8        0.8711             nan     0.0100    0.0021
##      9        0.8697             nan     0.0100    0.0013
##     10        0.8683             nan     0.0100    0.0014
##     20        0.8527             nan     0.0100    0.0011
##     40        0.8246             nan     0.0100    0.0016
##     50        0.8127             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8815             nan     0.0100    0.0020
##      2        0.8800             nan     0.0100    0.0015
##      3        0.8785             nan     0.0100    0.0014
##      4        0.8770             nan     0.0100    0.0015
##      5        0.8749             nan     0.0100    0.0021
##      6        0.8734             nan     0.0100    0.0014
##      7        0.8713             nan     0.0100    0.0021
##      8        0.8692             nan     0.0100    0.0020
##      9        0.8672             nan     0.0100    0.0020
##     10        0.8657             nan     0.0100    0.0014
##     20        0.8511             nan     0.0100    0.0019
##     40        0.8243             nan     0.0100    0.0009
##     50        0.8120             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0016
##      2        0.8799             nan     0.0100    0.0022
##      3        0.8784             nan     0.0100    0.0015
##      4        0.8769             nan     0.0100    0.0015
##      5        0.8748             nan     0.0100    0.0022
##      6        0.8732             nan     0.0100    0.0014
##      7        0.8718             nan     0.0100    0.0014
##      8        0.8705             nan     0.0100    0.0013
##      9        0.8691             nan     0.0100    0.0014
##     10        0.8671             nan     0.0100    0.0021
##     20        0.8526             nan     0.0100    0.0011
##     40        0.8248             nan     0.0100    0.0016
##     50        0.8125             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8820             nan     0.0100    0.0015
##      2        0.8806             nan     0.0100    0.0014
##      3        0.8791             nan     0.0100    0.0015
##      4        0.8776             nan     0.0100    0.0015
##      5        0.8761             nan     0.0100    0.0014
##      6        0.8748             nan     0.0100    0.0014
##      7        0.8735             nan     0.0100    0.0013
##      8        0.8722             nan     0.0100    0.0013
##      9        0.8701             nan     0.0100    0.0021
##     10        0.8681             nan     0.0100    0.0021
##     20        0.8527             nan     0.0100    0.0011
##     40        0.8246             nan     0.0100    0.0015
##     50        0.8135             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8818             nan     0.0100    0.0019
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0025
##      4        0.8757             nan     0.0100    0.0017
##      5        0.8739             nan     0.0100    0.0017
##      6        0.8715             nan     0.0100    0.0024
##      7        0.8692             nan     0.0100    0.0024
##      8        0.8668             nan     0.0100    0.0024
##      9        0.8645             nan     0.0100    0.0023
##     10        0.8623             nan     0.0100    0.0022
##     20        0.8454             nan     0.0100    0.0015
##     40        0.8155             nan     0.0100    0.0012
##     50        0.8035             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8819             nan     0.0100    0.0019
##      2        0.8800             nan     0.0100    0.0018
##      3        0.8775             nan     0.0100    0.0025
##      4        0.8750             nan     0.0100    0.0025
##      5        0.8733             nan     0.0100    0.0017
##      6        0.8715             nan     0.0100    0.0017
##      7        0.8699             nan     0.0100    0.0017
##      8        0.8675             nan     0.0100    0.0023
##      9        0.8660             nan     0.0100    0.0014
##     10        0.8643             nan     0.0100    0.0017
##     20        0.8474             nan     0.0100    0.0015
##     40        0.8153             nan     0.0100    0.0016
##     50        0.8026             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8817             nan     0.0100    0.0019
##      2        0.8798             nan     0.0100    0.0018
##      3        0.8774             nan     0.0100    0.0025
##      4        0.8758             nan     0.0100    0.0015
##      5        0.8734             nan     0.0100    0.0025
##      6        0.8710             nan     0.0100    0.0024
##      7        0.8693             nan     0.0100    0.0017
##      8        0.8676             nan     0.0100    0.0017
##      9        0.8659             nan     0.0100    0.0016
##     10        0.8637             nan     0.0100    0.0023
##     20        0.8457             nan     0.0100    0.0020
##     40        0.8151             nan     0.0100    0.0009
##     50        0.8025             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8793             nan     0.0100    0.0018
##      3        0.8774             nan     0.0100    0.0018
##      4        0.8757             nan     0.0100    0.0018
##      5        0.8741             nan     0.0100    0.0015
##      6        0.8724             nan     0.0100    0.0017
##      7        0.8706             nan     0.0100    0.0017
##      8        0.8689             nan     0.0100    0.0017
##      9        0.8673             nan     0.0100    0.0016
##     10        0.8657             nan     0.0100    0.0016
##     20        0.8476             nan     0.0100    0.0020
##     40        0.8168             nan     0.0100    0.0015
##     50        0.8038             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0026
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8745             nan     0.0100    0.0020
##      5        0.8724             nan     0.0100    0.0022
##      6        0.8704             nan     0.0100    0.0019
##      7        0.8684             nan     0.0100    0.0021
##      8        0.8660             nan     0.0100    0.0024
##      9        0.8640             nan     0.0100    0.0021
##     10        0.8624             nan     0.0100    0.0015
##     20        0.8430             nan     0.0100    0.0018
##     40        0.8105             nan     0.0100    0.0015
##     50        0.7987             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8715             nan     0.0100    0.0024
##      6        0.8691             nan     0.0100    0.0025
##      7        0.8671             nan     0.0100    0.0020
##      8        0.8650             nan     0.0100    0.0021
##      9        0.8626             nan     0.0100    0.0023
##     10        0.8605             nan     0.0100    0.0020
##     20        0.8414             nan     0.0100    0.0017
##     40        0.8098             nan     0.0100    0.0013
##     50        0.7976             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0024
##      2        0.8788             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0025
##      7        0.8672             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0021
##      9        0.8631             nan     0.0100    0.0021
##     10        0.8610             nan     0.0100    0.0020
##     20        0.8413             nan     0.0100    0.0018
##     40        0.8090             nan     0.0100    0.0013
##     50        0.7960             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0025
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8743             nan     0.0100    0.0021
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0022
##      7        0.8672             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0021
##      9        0.8627             nan     0.0100    0.0024
##     10        0.8607             nan     0.0100    0.0020
##     20        0.8418             nan     0.0100    0.0018
##     40        0.8115             nan     0.0100    0.0009
##     50        0.7977             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0022
##      4        0.8742             nan     0.0100    0.0025
##      5        0.8722             nan     0.0100    0.0019
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8676             nan     0.0100    0.0024
##      8        0.8658             nan     0.0100    0.0018
##      9        0.8635             nan     0.0100    0.0023
##     10        0.8612             nan     0.0100    0.0023
##     20        0.8416             nan     0.0100    0.0016
##     40        0.8100             nan     0.0100    0.0009
##     50        0.7979             nan     0.0100    0.0014
GBMada
## Stochastic Gradient Boosting 
## 
## 5627 samples
##   26 predictor
##    2 classes: 'X1', 'X2' 
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 5 times) 
## Summary of sample sizes: 5064, 5064, 5064, 5065, 5064, 5065, ... 
## Resampling results across tuning parameters:
## 
##   shrinkage  interaction.depth  n.minobsinnode  n.trees  ROC        Sens
##   0.001      1                   5              10       0.7364847  1   
##   0.001      1                   5              20       0.7385203  1   
##   0.001      1                   5              30       0.7381280  1   
##   0.001      1                   5              40       0.7394519  1   
##   0.001      1                   5              50       0.7400041  1   
##   0.001      1                  10              10       0.7361202  1   
##   0.001      1                  10              20       0.7379892  1   
##   0.001      1                  10              30       0.7372933  1   
##   0.001      1                  10              40       0.7379141  1   
##   0.001      1                  10              50       0.7382024  1   
##   0.001      1                  15              10       0.7354218  1   
##   0.001      1                  15              20       0.7365567  1   
##   0.001      1                  15              30       0.7367556  1   
##   0.001      1                  15              40       0.7366532  1   
##   0.001      1                  15              50       0.7374023  1   
##   0.001      1                  20              10       0.7367253  1   
##   0.001      1                  20              20       0.7380590  1   
##   0.001      1                  20              30       0.7370775  1   
##   0.001      1                  20              40       0.7380478  1   
##   0.001      1                  20              50       0.7378961  1   
##   0.001      2                   5              10       0.7906439  1   
##   0.001      2                   5              20       0.7933186  1   
##   0.001      2                   5              30       0.7943336  1   
##   0.001      2                   5              40       0.7948594  1   
##   0.001      2                   5              50       0.7962902  1   
##   0.001      2                  10              10       0.7936835  1   
##   0.001      2                  10              20       0.7946335  1   
##   0.001      2                  10              30       0.7958247  1   
##   0.001      2                  10              40       0.7961194  1   
##   0.001      2                  10              50       0.7972598  1   
##   0.001      2                  15              10       0.7911663  1   
##   0.001      2                  15              20       0.7934340  1   
##   0.001      2                  15              30       0.7946257  1   
##   0.001      2                  15              40       0.7960373  1   
##   0.001      2                  15              50       0.7964482  1   
##   0.001      2                  20              10       0.7884152  1   
##   0.001      2                  20              20       0.7946998  1   
##   0.001      2                  20              30       0.7952595  1   
##   0.001      2                  20              40       0.7959084  1   
##   0.001      2                  20              50       0.7969395  1   
##   0.001      3                   5              10       0.7940483  1   
##   0.001      3                   5              20       0.7983454  1   
##   0.001      3                   5              30       0.8006313  1   
##   0.001      3                   5              40       0.8018975  1   
##   0.001      3                   5              50       0.8025206  1   
##   0.001      3                  10              10       0.7967040  1   
##   0.001      3                  10              20       0.7999161  1   
##   0.001      3                  10              30       0.8003355  1   
##   0.001      3                  10              40       0.8012853  1   
##   0.001      3                  10              50       0.8032049  1   
##   0.001      3                  15              10       0.7940045  1   
##   0.001      3                  15              20       0.7992861  1   
##   0.001      3                  15              30       0.8013446  1   
##   0.001      3                  15              40       0.8028565  1   
##   0.001      3                  15              50       0.8034295  1   
##   0.001      3                  20              10       0.7946355  1   
##   0.001      3                  20              20       0.7982469  1   
##   0.001      3                  20              30       0.8001410  1   
##   0.001      3                  20              40       0.8018172  1   
##   0.001      3                  20              50       0.8031563  1   
##   0.001      4                   5              10       0.8071776  1   
##   0.001      4                   5              20       0.8103345  1   
##   0.001      4                   5              30       0.8123506  1   
##   0.001      4                   5              40       0.8131873  1   
##   0.001      4                   5              50       0.8144374  1   
##   0.001      4                  10              10       0.8066784  1   
##   0.001      4                  10              20       0.8105437  1   
##   0.001      4                  10              30       0.8128044  1   
##   0.001      4                  10              40       0.8134768  1   
##   0.001      4                  10              50       0.8149580  1   
##   0.001      4                  15              10       0.8077834  1   
##   0.001      4                  15              20       0.8107554  1   
##   0.001      4                  15              30       0.8120773  1   
##   0.001      4                  15              40       0.8134969  1   
##   0.001      4                  15              50       0.8141654  1   
##   0.001      4                  20              10       0.8089962  1   
##   0.001      4                  20              20       0.8110728  1   
##   0.001      4                  20              30       0.8126703  1   
##   0.001      4                  20              40       0.8136910  1   
##   0.001      4                  20              50       0.8138578  1   
##   0.010      1                   5              10       0.7399769  1   
##   0.010      1                   5              20       0.7461226  1   
##   0.010      1                   5              30       0.7494020  1   
##   0.010      1                   5              40       0.7498924  1   
##   0.010      1                   5              50       0.7498924  1   
##   0.010      1                  10              10       0.7406753  1   
##   0.010      1                  10              20       0.7446335  1   
##   0.010      1                  10              30       0.7490370  1   
##   0.010      1                  10              40       0.7498924  1   
##   0.010      1                  10              50       0.7498924  1   
##   0.010      1                  15              10       0.7399064  1   
##   0.010      1                  15              20       0.7454236  1   
##   0.010      1                  15              30       0.7498924  1   
##   0.010      1                  15              40       0.7498924  1   
##   0.010      1                  15              50       0.7498924  1   
##   0.010      1                  20              10       0.7404959  1   
##   0.010      1                  20              20       0.7454804  1   
##   0.010      1                  20              30       0.7491965  1   
##   0.010      1                  20              40       0.7498924  1   
##   0.010      1                  20              50       0.7498924  1   
##   0.010      2                   5              10       0.7939832  1   
##   0.010      2                   5              20       0.7984645  1   
##   0.010      2                   5              30       0.7998730  1   
##   0.010      2                   5              40       0.8029805  1   
##   0.010      2                   5              50       0.8048205  1   
##   0.010      2                  10              10       0.7938410  1   
##   0.010      2                  10              20       0.7969874  1   
##   0.010      2                  10              30       0.8008316  1   
##   0.010      2                  10              40       0.8033401  1   
##   0.010      2                  10              50       0.8043699  1   
##   0.010      2                  15              10       0.7929922  1   
##   0.010      2                  15              20       0.7964713  1   
##   0.010      2                  15              30       0.8006377  1   
##   0.010      2                  15              40       0.8030219  1   
##   0.010      2                  15              50       0.8045489  1   
##   0.010      2                  20              10       0.7926970  1   
##   0.010      2                  20              20       0.7966495  1   
##   0.010      2                  20              30       0.8007925  1   
##   0.010      2                  20              40       0.8028881  1   
##   0.010      2                  20              50       0.8047671  1   
##   0.010      3                   5              10       0.7983459  1   
##   0.010      3                   5              20       0.8041036  1   
##   0.010      3                   5              30       0.8097074  1   
##   0.010      3                   5              40       0.8141300  1   
##   0.010      3                   5              50       0.8165505  1   
##   0.010      3                  10              10       0.7998714  1   
##   0.010      3                  10              20       0.8050737  1   
##   0.010      3                  10              30       0.8099925  1   
##   0.010      3                  10              40       0.8140539  1   
##   0.010      3                  10              50       0.8160612  1   
##   0.010      3                  15              10       0.7999285  1   
##   0.010      3                  15              20       0.8055209  1   
##   0.010      3                  15              30       0.8097482  1   
##   0.010      3                  15              40       0.8146494  1   
##   0.010      3                  15              50       0.8172670  1   
##   0.010      3                  20              10       0.7990157  1   
##   0.010      3                  20              20       0.8047655  1   
##   0.010      3                  20              30       0.8099796  1   
##   0.010      3                  20              40       0.8135515  1   
##   0.010      3                  20              50       0.8164264  1   
##   0.010      4                   5              10       0.8079522  1   
##   0.010      4                   5              20       0.8143741  1   
##   0.010      4                   5              30       0.8184574  1   
##   0.010      4                   5              40       0.8216077  1   
##   0.010      4                   5              50       0.8239616  1   
##   0.010      4                  10              10       0.8068578  1   
##   0.010      4                  10              20       0.8140899  1   
##   0.010      4                  10              30       0.8182018  1   
##   0.010      4                  10              40       0.8217661  1   
##   0.010      4                  10              50       0.8238283  1   
##   0.010      4                  15              10       0.8079946  1   
##   0.010      4                  15              20       0.8146107  1   
##   0.010      4                  15              30       0.8176129  1   
##   0.010      4                  15              40       0.8217023  1   
##   0.010      4                  15              50       0.8240073  1   
##   0.010      4                  20              10       0.8083496  1   
##   0.010      4                  20              20       0.8148642  1   
##   0.010      4                  20              30       0.8180899  1   
##   0.010      4                  20              40       0.8223069  1   
##   0.010      4                  20              50       0.8246641  1   
##   Spec
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
##   0   
## 
## ROC was used to select the optimal model using the largest value.
## The final values used for the model were n.trees = 50, interaction.depth
##  = 4, shrinkage = 0.01 and n.minobsinnode = 20.
whichTwoPct <- tolerance(GBMada$results, metric = "ROC", tol = 2, maximize = TRUE)
cat("best model within 2 pct of best:\n")
## best model within 2 pct of best:
GBMada$results[whichTwoPct,1:6]
##    shrinkage interaction.depth n.minobsinnode n.trees       ROC Sens
## 76     0.001                 4             20      10 0.8089962    1

Es bastante mejor el resultado, intentemos tirar directamente ese modelo:

GBMada$bestTune
##     n.trees interaction.depth shrinkage n.minobsinnode
## 160      50                 4      0.01             20
gbmGrid_best <-  grid <- expand.grid( 
                                 .n.trees=50, 
                                 .interaction.depth=4, 
                                 .shrinkage=0.01, 
                                 .n.minobsinnode=20) 

fitControl <- trainControl(method = "repeatedcv",
                       repeats = 5,
                       preProcOptions = list(thresh = 0.95),
                       ## Estimate class probabilities
                       classProbs = TRUE,
                       ## Evaluate performance using
                       ## the following function
                       summaryFunction = twoClassSummary)

GBMada_best <- train(Churn~.,
            Train3, 
            distribution = "adaboost",
            method = "gbm",
            trControl = fitControl,
            verbose = TRUE,
            tuneGrid = gbmGrid_best,
            ## Specify which metric to optimize
            metric = "ROC",)
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8738             nan     0.0100    0.0024
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0022
##      7        0.8670             nan     0.0100    0.0024
##      8        0.8646             nan     0.0100    0.0024
##      9        0.8624             nan     0.0100    0.0021
##     10        0.8603             nan     0.0100    0.0020
##     20        0.8404             nan     0.0100    0.0020
##     40        0.8091             nan     0.0100    0.0009
##     50        0.7958             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0022
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0021
##      5        0.8718             nan     0.0100    0.0021
##      6        0.8697             nan     0.0100    0.0021
##      7        0.8674             nan     0.0100    0.0023
##      8        0.8654             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0020
##     10        0.8612             nan     0.0100    0.0023
##     20        0.8418             nan     0.0100    0.0016
##     40        0.8105             nan     0.0100    0.0015
##     50        0.7986             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8789             nan     0.0100    0.0022
##      3        0.8766             nan     0.0100    0.0022
##      4        0.8743             nan     0.0100    0.0023
##      5        0.8717             nan     0.0100    0.0025
##      6        0.8693             nan     0.0100    0.0024
##      7        0.8674             nan     0.0100    0.0019
##      8        0.8650             nan     0.0100    0.0024
##      9        0.8629             nan     0.0100    0.0021
##     10        0.8609             nan     0.0100    0.0021
##     20        0.8414             nan     0.0100    0.0020
##     40        0.8108             nan     0.0100    0.0012
##     50        0.7980             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8691             nan     0.0100    0.0025
##      7        0.8670             nan     0.0100    0.0021
##      8        0.8646             nan     0.0100    0.0023
##      9        0.8623             nan     0.0100    0.0024
##     10        0.8603             nan     0.0100    0.0020
##     20        0.8409             nan     0.0100    0.0021
##     40        0.8088             nan     0.0100    0.0015
##     50        0.7961             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0021
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8769             nan     0.0100    0.0023
##      4        0.8746             nan     0.0100    0.0023
##      5        0.8725             nan     0.0100    0.0020
##      6        0.8701             nan     0.0100    0.0025
##      7        0.8679             nan     0.0100    0.0021
##      8        0.8655             nan     0.0100    0.0024
##      9        0.8637             nan     0.0100    0.0017
##     10        0.8616             nan     0.0100    0.0021
##     20        0.8426             nan     0.0100    0.0021
##     40        0.8112             nan     0.0100    0.0013
##     50        0.7975             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0023
##      4        0.8738             nan     0.0100    0.0022
##      5        0.8716             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0022
##      7        0.8673             nan     0.0100    0.0022
##      8        0.8652             nan     0.0100    0.0021
##      9        0.8631             nan     0.0100    0.0021
##     10        0.8608             nan     0.0100    0.0024
##     20        0.8419             nan     0.0100    0.0020
##     40        0.8096             nan     0.0100    0.0016
##     50        0.7970             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0021
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0023
##      5        0.8719             nan     0.0100    0.0021
##      6        0.8698             nan     0.0100    0.0022
##      7        0.8673             nan     0.0100    0.0025
##      8        0.8649             nan     0.0100    0.0024
##      9        0.8628             nan     0.0100    0.0021
##     10        0.8608             nan     0.0100    0.0021
##     20        0.8416             nan     0.0100    0.0021
##     40        0.8105             nan     0.0100    0.0009
##     50        0.7965             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0019
##      6        0.8698             nan     0.0100    0.0021
##      7        0.8674             nan     0.0100    0.0024
##      8        0.8654             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0020
##     10        0.8612             nan     0.0100    0.0020
##     20        0.8422             nan     0.0100    0.0017
##     40        0.8096             nan     0.0100    0.0015
##     50        0.7975             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0022
##      3        0.8763             nan     0.0100    0.0025
##      4        0.8738             nan     0.0100    0.0025
##      5        0.8714             nan     0.0100    0.0024
##      6        0.8693             nan     0.0100    0.0021
##      7        0.8669             nan     0.0100    0.0023
##      8        0.8650             nan     0.0100    0.0018
##      9        0.8629             nan     0.0100    0.0020
##     10        0.8606             nan     0.0100    0.0023
##     20        0.8407             nan     0.0100    0.0020
##     40        0.8095             nan     0.0100    0.0013
##     50        0.7956             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0025
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8743             nan     0.0100    0.0021
##      5        0.8721             nan     0.0100    0.0021
##      6        0.8699             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0021
##      8        0.8657             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0023
##     10        0.8614             nan     0.0100    0.0020
##     20        0.8423             nan     0.0100    0.0017
##     40        0.8104             nan     0.0100    0.0015
##     50        0.7967             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8789             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8741             nan     0.0100    0.0025
##      5        0.8715             nan     0.0100    0.0025
##      6        0.8694             nan     0.0100    0.0021
##      7        0.8669             nan     0.0100    0.0024
##      8        0.8645             nan     0.0100    0.0024
##      9        0.8627             nan     0.0100    0.0017
##     10        0.8607             nan     0.0100    0.0020
##     20        0.8415             nan     0.0100    0.0021
##     40        0.8109             nan     0.0100    0.0009
##     50        0.7974             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0026
##      2        0.8782             nan     0.0100    0.0026
##      3        0.8757             nan     0.0100    0.0025
##      4        0.8734             nan     0.0100    0.0022
##      5        0.8710             nan     0.0100    0.0024
##      6        0.8686             nan     0.0100    0.0024
##      7        0.8665             nan     0.0100    0.0021
##      8        0.8646             nan     0.0100    0.0018
##      9        0.8623             nan     0.0100    0.0023
##     10        0.8600             nan     0.0100    0.0022
##     20        0.8400             nan     0.0100    0.0020
##     40        0.8084             nan     0.0100    0.0013
##     50        0.7952             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8739             nan     0.0100    0.0025
##      5        0.8717             nan     0.0100    0.0021
##      6        0.8693             nan     0.0100    0.0023
##      7        0.8674             nan     0.0100    0.0019
##      8        0.8653             nan     0.0100    0.0020
##      9        0.8633             nan     0.0100    0.0021
##     10        0.8612             nan     0.0100    0.0020
##     20        0.8426             nan     0.0100    0.0020
##     40        0.8121             nan     0.0100    0.0012
##     50        0.7984             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0025
##      2        0.8789             nan     0.0100    0.0022
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8747             nan     0.0100    0.0019
##      5        0.8724             nan     0.0100    0.0022
##      6        0.8702             nan     0.0100    0.0021
##      7        0.8678             nan     0.0100    0.0024
##      8        0.8660             nan     0.0100    0.0018
##      9        0.8639             nan     0.0100    0.0021
##     10        0.8616             nan     0.0100    0.0022
##     20        0.8424             nan     0.0100    0.0016
##     40        0.8115             nan     0.0100    0.0016
##     50        0.7985             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8808             nan     0.0100    0.0027
##      2        0.8781             nan     0.0100    0.0026
##      3        0.8758             nan     0.0100    0.0023
##      4        0.8737             nan     0.0100    0.0022
##      5        0.8711             nan     0.0100    0.0025
##      6        0.8686             nan     0.0100    0.0025
##      7        0.8664             nan     0.0100    0.0022
##      8        0.8643             nan     0.0100    0.0021
##      9        0.8624             nan     0.0100    0.0019
##     10        0.8600             nan     0.0100    0.0024
##     20        0.8397             nan     0.0100    0.0018
##     40        0.8073             nan     0.0100    0.0010
##     50        0.7946             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0021
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8655             nan     0.0100    0.0021
##      9        0.8635             nan     0.0100    0.0020
##     10        0.8617             nan     0.0100    0.0017
##     20        0.8429             nan     0.0100    0.0020
##     40        0.8120             nan     0.0100    0.0010
##     50        0.7988             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8760             nan     0.0100    0.0025
##      4        0.8736             nan     0.0100    0.0025
##      5        0.8711             nan     0.0100    0.0025
##      6        0.8687             nan     0.0100    0.0024
##      7        0.8667             nan     0.0100    0.0019
##      8        0.8646             nan     0.0100    0.0021
##      9        0.8623             nan     0.0100    0.0023
##     10        0.8599             nan     0.0100    0.0023
##     20        0.8401             nan     0.0100    0.0020
##     40        0.8107             nan     0.0100    0.0010
##     50        0.7972             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8768             nan     0.0100    0.0022
##      4        0.8746             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0025
##      6        0.8697             nan     0.0100    0.0024
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8659             nan     0.0100    0.0015
##      9        0.8635             nan     0.0100    0.0024
##     10        0.8620             nan     0.0100    0.0014
##     20        0.8422             nan     0.0100    0.0020
##     40        0.8104             nan     0.0100    0.0014
##     50        0.7973             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0022
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0022
##      7        0.8674             nan     0.0100    0.0024
##      8        0.8650             nan     0.0100    0.0024
##      9        0.8632             nan     0.0100    0.0018
##     10        0.8609             nan     0.0100    0.0023
##     20        0.8416             nan     0.0100    0.0020
##     40        0.8102             nan     0.0100    0.0016
##     50        0.7968             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8794             nan     0.0100    0.0019
##      3        0.8768             nan     0.0100    0.0025
##      4        0.8745             nan     0.0100    0.0023
##      5        0.8720             nan     0.0100    0.0024
##      6        0.8694             nan     0.0100    0.0024
##      7        0.8673             nan     0.0100    0.0021
##      8        0.8653             nan     0.0100    0.0018
##      9        0.8631             nan     0.0100    0.0023
##     10        0.8610             nan     0.0100    0.0021
##     20        0.8421             nan     0.0100    0.0020
##     40        0.8099             nan     0.0100    0.0012
##     50        0.7975             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0026
##      4        0.8736             nan     0.0100    0.0025
##      5        0.8720             nan     0.0100    0.0015
##      6        0.8696             nan     0.0100    0.0025
##      7        0.8671             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0021
##      9        0.8628             nan     0.0100    0.0023
##     10        0.8605             nan     0.0100    0.0024
##     20        0.8401             nan     0.0100    0.0017
##     40        0.8085             nan     0.0100    0.0010
##     50        0.7943             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0021
##      3        0.8766             nan     0.0100    0.0023
##      4        0.8744             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0022
##      6        0.8701             nan     0.0100    0.0021
##      7        0.8680             nan     0.0100    0.0021
##      8        0.8657             nan     0.0100    0.0023
##      9        0.8636             nan     0.0100    0.0020
##     10        0.8614             nan     0.0100    0.0023
##     20        0.8422             nan     0.0100    0.0017
##     40        0.8110             nan     0.0100    0.0013
##     50        0.7977             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0024
##      2        0.8790             nan     0.0100    0.0021
##      3        0.8767             nan     0.0100    0.0023
##      4        0.8744             nan     0.0100    0.0023
##      5        0.8722             nan     0.0100    0.0023
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0022
##      8        0.8657             nan     0.0100    0.0021
##      9        0.8636             nan     0.0100    0.0021
##     10        0.8614             nan     0.0100    0.0020
##     20        0.8415             nan     0.0100    0.0018
##     40        0.8120             nan     0.0100    0.0010
##     50        0.7992             nan     0.0100    0.0011
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0023
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0019
##      6        0.8699             nan     0.0100    0.0022
##      7        0.8678             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0024
##      9        0.8633             nan     0.0100    0.0021
##     10        0.8610             nan     0.0100    0.0023
##     20        0.8418             nan     0.0100    0.0016
##     40        0.8103             nan     0.0100    0.0016
##     50        0.7973             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0022
##      2        0.8788             nan     0.0100    0.0025
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0021
##      5        0.8719             nan     0.0100    0.0021
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8670             nan     0.0100    0.0024
##      8        0.8647             nan     0.0100    0.0023
##      9        0.8627             nan     0.0100    0.0020
##     10        0.8607             nan     0.0100    0.0020
##     20        0.8413             nan     0.0100    0.0017
##     40        0.8099             nan     0.0100    0.0015
##     50        0.7967             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0025
##      3        0.8762             nan     0.0100    0.0024
##      4        0.8737             nan     0.0100    0.0024
##      5        0.8715             nan     0.0100    0.0022
##      6        0.8692             nan     0.0100    0.0021
##      7        0.8669             nan     0.0100    0.0023
##      8        0.8648             nan     0.0100    0.0021
##      9        0.8627             nan     0.0100    0.0020
##     10        0.8607             nan     0.0100    0.0020
##     20        0.8419             nan     0.0100    0.0018
##     40        0.8113             nan     0.0100    0.0015
##     50        0.7978             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0026
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8745             nan     0.0100    0.0020
##      5        0.8722             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0024
##      7        0.8674             nan     0.0100    0.0021
##      8        0.8652             nan     0.0100    0.0021
##      9        0.8631             nan     0.0100    0.0021
##     10        0.8613             nan     0.0100    0.0018
##     20        0.8414             nan     0.0100    0.0018
##     40        0.8091             nan     0.0100    0.0010
##     50        0.7954             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0022
##      3        0.8772             nan     0.0100    0.0018
##      4        0.8752             nan     0.0100    0.0019
##      5        0.8731             nan     0.0100    0.0022
##      6        0.8712             nan     0.0100    0.0019
##      7        0.8689             nan     0.0100    0.0023
##      8        0.8666             nan     0.0100    0.0023
##      9        0.8643             nan     0.0100    0.0022
##     10        0.8623             nan     0.0100    0.0020
##     20        0.8431             nan     0.0100    0.0017
##     40        0.8126             nan     0.0100    0.0013
##     50        0.7995             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8793             nan     0.0100    0.0021
##      3        0.8769             nan     0.0100    0.0023
##      4        0.8746             nan     0.0100    0.0023
##      5        0.8723             nan     0.0100    0.0022
##      6        0.8698             nan     0.0100    0.0026
##      7        0.8676             nan     0.0100    0.0022
##      8        0.8652             nan     0.0100    0.0024
##      9        0.8630             nan     0.0100    0.0020
##     10        0.8607             nan     0.0100    0.0024
##     20        0.8404             nan     0.0100    0.0018
##     40        0.8089             nan     0.0100    0.0014
##     50        0.7958             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8814             nan     0.0100    0.0021
##      2        0.8792             nan     0.0100    0.0023
##      3        0.8768             nan     0.0100    0.0022
##      4        0.8747             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0025
##      6        0.8700             nan     0.0100    0.0021
##      7        0.8678             nan     0.0100    0.0021
##      8        0.8655             nan     0.0100    0.0024
##      9        0.8634             nan     0.0100    0.0021
##     10        0.8613             nan     0.0100    0.0020
##     20        0.8427             nan     0.0100    0.0018
##     40        0.8115             nan     0.0100    0.0016
##     50        0.7976             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0024
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8714             nan     0.0100    0.0024
##      6        0.8689             nan     0.0100    0.0024
##      7        0.8666             nan     0.0100    0.0023
##      8        0.8642             nan     0.0100    0.0024
##      9        0.8619             nan     0.0100    0.0023
##     10        0.8599             nan     0.0100    0.0020
##     20        0.8402             nan     0.0100    0.0019
##     40        0.8095             nan     0.0100    0.0016
##     50        0.7961             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0023
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8719             nan     0.0100    0.0022
##      6        0.8697             nan     0.0100    0.0022
##      7        0.8676             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0021
##      9        0.8634             nan     0.0100    0.0020
##     10        0.8617             nan     0.0100    0.0016
##     20        0.8419             nan     0.0100    0.0020
##     40        0.8107             nan     0.0100    0.0010
##     50        0.7982             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8765             nan     0.0100    0.0023
##      4        0.8742             nan     0.0100    0.0023
##      5        0.8720             nan     0.0100    0.0022
##      6        0.8698             nan     0.0100    0.0022
##      7        0.8677             nan     0.0100    0.0021
##      8        0.8658             nan     0.0100    0.0017
##      9        0.8633             nan     0.0100    0.0023
##     10        0.8614             nan     0.0100    0.0020
##     20        0.8426             nan     0.0100    0.0020
##     40        0.8121             nan     0.0100    0.0016
##     50        0.7991             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8784             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0023
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0017
##      6        0.8700             nan     0.0100    0.0022
##      7        0.8681             nan     0.0100    0.0019
##      8        0.8658             nan     0.0100    0.0023
##      9        0.8637             nan     0.0100    0.0021
##     10        0.8616             nan     0.0100    0.0020
##     20        0.8422             nan     0.0100    0.0018
##     40        0.8108             nan     0.0100    0.0009
##     50        0.7986             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0027
##      2        0.8787             nan     0.0100    0.0024
##      3        0.8763             nan     0.0100    0.0023
##      4        0.8740             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0022
##      7        0.8668             nan     0.0100    0.0025
##      8        0.8646             nan     0.0100    0.0022
##      9        0.8627             nan     0.0100    0.0018
##     10        0.8607             nan     0.0100    0.0021
##     20        0.8420             nan     0.0100    0.0014
##     40        0.8097             nan     0.0100    0.0017
##     50        0.7961             nan     0.0100    0.0012
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8816             nan     0.0100    0.0020
##      2        0.8793             nan     0.0100    0.0023
##      3        0.8771             nan     0.0100    0.0022
##      4        0.8749             nan     0.0100    0.0021
##      5        0.8725             nan     0.0100    0.0024
##      6        0.8704             nan     0.0100    0.0021
##      7        0.8681             nan     0.0100    0.0023
##      8        0.8657             nan     0.0100    0.0024
##      9        0.8634             nan     0.0100    0.0022
##     10        0.8611             nan     0.0100    0.0023
##     20        0.8427             nan     0.0100    0.0017
##     40        0.8122             nan     0.0100    0.0012
##     50        0.8007             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0022
##      2        0.8792             nan     0.0100    0.0023
##      3        0.8768             nan     0.0100    0.0025
##      4        0.8746             nan     0.0100    0.0022
##      5        0.8722             nan     0.0100    0.0024
##      6        0.8698             nan     0.0100    0.0024
##      7        0.8677             nan     0.0100    0.0021
##      8        0.8654             nan     0.0100    0.0023
##      9        0.8633             nan     0.0100    0.0020
##     10        0.8611             nan     0.0100    0.0022
##     20        0.8415             nan     0.0100    0.0019
##     40        0.8094             nan     0.0100    0.0013
##     50        0.7973             nan     0.0100    0.0007
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8713             nan     0.0100    0.0025
##      6        0.8691             nan     0.0100    0.0022
##      7        0.8667             nan     0.0100    0.0024
##      8        0.8643             nan     0.0100    0.0024
##      9        0.8620             nan     0.0100    0.0023
##     10        0.8597             nan     0.0100    0.0023
##     20        0.8391             nan     0.0100    0.0016
##     40        0.8078             nan     0.0100    0.0014
##     50        0.7952             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0022
##      3        0.8769             nan     0.0100    0.0022
##      4        0.8747             nan     0.0100    0.0021
##      5        0.8726             nan     0.0100    0.0021
##      6        0.8701             nan     0.0100    0.0023
##      7        0.8680             nan     0.0100    0.0020
##      8        0.8656             nan     0.0100    0.0023
##      9        0.8636             nan     0.0100    0.0020
##     10        0.8616             nan     0.0100    0.0020
##     20        0.8424             nan     0.0100    0.0020
##     40        0.8102             nan     0.0100    0.0010
##     50        0.7977             nan     0.0100    0.0010
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8761             nan     0.0100    0.0026
##      4        0.8739             nan     0.0100    0.0023
##      5        0.8719             nan     0.0100    0.0019
##      6        0.8695             nan     0.0100    0.0024
##      7        0.8670             nan     0.0100    0.0024
##      8        0.8646             nan     0.0100    0.0023
##      9        0.8625             nan     0.0100    0.0021
##     10        0.8607             nan     0.0100    0.0018
##     20        0.8403             nan     0.0100    0.0018
##     40        0.8076             nan     0.0100    0.0016
##     50        0.7955             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0025
##      2        0.8789             nan     0.0100    0.0020
##      3        0.8767             nan     0.0100    0.0022
##      4        0.8746             nan     0.0100    0.0022
##      5        0.8726             nan     0.0100    0.0019
##      6        0.8703             nan     0.0100    0.0022
##      7        0.8682             nan     0.0100    0.0021
##      8        0.8661             nan     0.0100    0.0021
##      9        0.8638             nan     0.0100    0.0023
##     10        0.8621             nan     0.0100    0.0018
##     20        0.8429             nan     0.0100    0.0017
##     40        0.8123             nan     0.0100    0.0012
##     50        0.7999             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8767             nan     0.0100    0.0023
##      4        0.8744             nan     0.0100    0.0022
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0025
##      7        0.8672             nan     0.0100    0.0025
##      8        0.8656             nan     0.0100    0.0015
##      9        0.8631             nan     0.0100    0.0024
##     10        0.8611             nan     0.0100    0.0021
##     20        0.8408             nan     0.0100    0.0020
##     40        0.8087             nan     0.0100    0.0013
##     50        0.7961             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0023
##      2        0.8788             nan     0.0100    0.0023
##      3        0.8768             nan     0.0100    0.0020
##      4        0.8743             nan     0.0100    0.0024
##      5        0.8721             nan     0.0100    0.0022
##      6        0.8699             nan     0.0100    0.0021
##      7        0.8677             nan     0.0100    0.0020
##      8        0.8653             nan     0.0100    0.0024
##      9        0.8633             nan     0.0100    0.0021
##     10        0.8612             nan     0.0100    0.0021
##     20        0.8428             nan     0.0100    0.0015
##     40        0.8100             nan     0.0100    0.0016
##     50        0.7974             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0022
##      3        0.8762             nan     0.0100    0.0025
##      4        0.8740             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0021
##      6        0.8697             nan     0.0100    0.0020
##      7        0.8674             nan     0.0100    0.0023
##      8        0.8651             nan     0.0100    0.0023
##      9        0.8631             nan     0.0100    0.0020
##     10        0.8613             nan     0.0100    0.0017
##     20        0.8419             nan     0.0100    0.0020
##     40        0.8109             nan     0.0100    0.0016
##     50        0.7975             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0026
##      2        0.8786             nan     0.0100    0.0025
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8745             nan     0.0100    0.0017
##      5        0.8724             nan     0.0100    0.0021
##      6        0.8699             nan     0.0100    0.0024
##      7        0.8675             nan     0.0100    0.0023
##      8        0.8651             nan     0.0100    0.0024
##      9        0.8628             nan     0.0100    0.0023
##     10        0.8605             nan     0.0100    0.0023
##     20        0.8419             nan     0.0100    0.0013
##     40        0.8104             nan     0.0100    0.0008
##     50        0.7980             nan     0.0100    0.0013
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8811             nan     0.0100    0.0025
##      2        0.8785             nan     0.0100    0.0026
##      3        0.8764             nan     0.0100    0.0020
##      4        0.8739             nan     0.0100    0.0026
##      5        0.8716             nan     0.0100    0.0023
##      6        0.8694             nan     0.0100    0.0023
##      7        0.8672             nan     0.0100    0.0021
##      8        0.8650             nan     0.0100    0.0022
##      9        0.8628             nan     0.0100    0.0021
##     10        0.8613             nan     0.0100    0.0015
##     20        0.8414             nan     0.0100    0.0019
##     40        0.8110             nan     0.0100    0.0014
##     50        0.7968             nan     0.0100    0.0015
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8810             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0023
##      3        0.8761             nan     0.0100    0.0025
##      4        0.8739             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0022
##      6        0.8695             nan     0.0100    0.0021
##      7        0.8672             nan     0.0100    0.0024
##      8        0.8651             nan     0.0100    0.0021
##      9        0.8630             nan     0.0100    0.0021
##     10        0.8607             nan     0.0100    0.0023
##     20        0.8410             nan     0.0100    0.0018
##     40        0.8099             nan     0.0100    0.0016
##     50        0.7979             nan     0.0100    0.0008
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8809             nan     0.0100    0.0026
##      2        0.8787             nan     0.0100    0.0021
##      3        0.8764             nan     0.0100    0.0022
##      4        0.8742             nan     0.0100    0.0022
##      5        0.8717             nan     0.0100    0.0024
##      6        0.8695             nan     0.0100    0.0021
##      7        0.8670             nan     0.0100    0.0024
##      8        0.8650             nan     0.0100    0.0020
##      9        0.8631             nan     0.0100    0.0017
##     10        0.8608             nan     0.0100    0.0023
##     20        0.8411             nan     0.0100    0.0016
##     40        0.8095             nan     0.0100    0.0016
##     50        0.7964             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0024
##      2        0.8791             nan     0.0100    0.0023
##      3        0.8770             nan     0.0100    0.0020
##      4        0.8750             nan     0.0100    0.0020
##      5        0.8727             nan     0.0100    0.0022
##      6        0.8701             nan     0.0100    0.0025
##      7        0.8680             nan     0.0100    0.0022
##      8        0.8659             nan     0.0100    0.0021
##      9        0.8638             nan     0.0100    0.0020
##     10        0.8617             nan     0.0100    0.0021
##     20        0.8424             nan     0.0100    0.0020
##     40        0.8103             nan     0.0100    0.0016
##     50        0.7975             nan     0.0100    0.0014
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8812             nan     0.0100    0.0023
##      2        0.8787             nan     0.0100    0.0026
##      3        0.8763             nan     0.0100    0.0022
##      4        0.8741             nan     0.0100    0.0022
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8696             nan     0.0100    0.0021
##      7        0.8675             nan     0.0100    0.0022
##      8        0.8651             nan     0.0100    0.0023
##      9        0.8631             nan     0.0100    0.0021
##     10        0.8610             nan     0.0100    0.0020
##     20        0.8417             nan     0.0100    0.0016
##     40        0.8102             nan     0.0100    0.0010
##     50        0.7972             nan     0.0100    0.0009
## 
## Iter   TrainDeviance   ValidDeviance   StepSize   Improve
##      1        0.8813             nan     0.0100    0.0023
##      2        0.8790             nan     0.0100    0.0023
##      3        0.8766             nan     0.0100    0.0026
##      4        0.8740             nan     0.0100    0.0025
##      5        0.8718             nan     0.0100    0.0022
##      6        0.8694             nan     0.0100    0.0024
##      7        0.8670             nan     0.0100    0.0023
##      8        0.8648             nan     0.0100    0.0021
##      9        0.8631             nan     0.0100    0.0016
##     10        0.8608             nan     0.0100    0.0023
##     20        0.8419             nan     0.0100    0.0020
##     40        0.8104             nan     0.0100    0.0013
##     50        0.7970             nan     0.0100    0.0013
GBMada_best
## Stochastic Gradient Boosting 
## 
## 5627 samples
##   26 predictor
##    2 classes: 'X1', 'X2' 
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 5 times) 
## Summary of sample sizes: 5065, 5064, 5064, 5065, 5064, 5065, ... 
## Resampling results:
## 
##   ROC        Sens  Spec
##   0.8238889  1     0   
## 
## Tuning parameter 'n.trees' was held constant at a value of 50
##  4
## Tuning parameter 'shrinkage' was held constant at a value of
##  0.01
## Tuning parameter 'n.minobsinnode' was held constant at a value of 20
Test3 <- Test

Test3 %>% 
  rename(
    PaymentMethod_Bank_transfer = "PaymentMethod_Bank transfer (automatic)",
    PaymentMethod_CreditCard = "PaymentMethod_Credit card (automatic)",
    InternetService_FiberOptic = "InternetService_Fiber optic",
    Contract_OneYear = "Contract_One year",
    Contract_TwoYear = "Contract_Two year",
    PaymentMethod_MailedCheck = "PaymentMethod_Mailed check",
    tenure_group_more_60Month = "tenure_group_> 60 Month",
    tenure_group_24_48Month = "tenure_group_24-48 Month",
    tenure_group_12_24Month = "tenure_group_12-24 Month",
    tenure_group_48_60Month = "tenure_group_48-60 Month"

    )
##      MonthlyCharges TotalCharges Churn gender_Male SeniorCitizen_YES
## 6              1578         6104     1           0                 0
## 7              1379         1550     0           1                 0
## 11              680         4823     0           1                 0
## 14               69         4265     1           1                 0
## 16              239         5959     0           0                 0
## 17              347           46     0           0                 0
## 23              337         1609     1           1                 0
## 25              839         2567     0           1                 0
## 28              453         2592     1           1                 0
## 37             1013         2742     1           1                 0
## 39              122         3074     1           1                 0
## 41              672         4024     0           1                 0
## 45             1135         6503     0           0                 0
## 47              666         6481     0           1                 0
## 52             1567          789     1           0                 0
## 54             1217         5113     1           0                 1
## 58              160         5555     0           1                 1
## 62             1395         4530     0           1                 0
## 64              751         6459     0           0                 0
## 68             1188         2143     0           0                 0
## 74              382          785     0           1                 0
## 81             1191         5966     1           0                 0
## 90              478           19     0           1                 0
## 101             338         1610     0           1                 0
## 105             189         5833     1           1                 0
## 107              78         5672     0           0                 0
## 116            1394         2128     0           1                 0
## 125             351         5043     0           0                 0
## 135             597         6058     1           1                 0
## 136             411          348     0           0                 0
## 140            1028         5510     1           0                 1
## 143              22         4894     0           0                 0
## 159             917           51     0           1                 0
## 161             783         5845     0           0                 0
## 171            1284         3064     0           1                 0
## 176             391         5917     0           0                 0
## 180             345          459     0           1                 0
## 184            1106         2104     0           1                 0
## 187             717           48     0           1                 0
## 194             183         6076     0           0                 0
## 198             213         5218     0           1                 0
## 204            1170           72     0           1                 0
## 206            1203         2336     0           0                 0
## 220            1204         5063     0           0                 0
## 245             759         5674     0           0                 1
## 251            1462         3921     0           0                 0
## 253             551         3414     1           1                 1
## 255             331         1529     0           1                 0
## 263            1394         4178     0           1                 1
## 264             678          942     0           0                 0
## 270             382         1241     0           0                 0
## 274             136         1790     0           1                 1
## 275            1031         5513     1           1                 0
## 296             339         1611     0           1                 0
## 301             930          922     0           1                 0
## 309              24         3220     0           1                 1
## 314            1006         2954     0           0                 1
## 316             190         4697     0           1                 0
## 328            1026          708     1           0                 1
## 330            1254          869     0           0                 1
## 331             331         5709     0           0                 0
## 345             339         6250     0           0                 0
## 351             895         1916     0           1                 0
## 355             568         6180     1           0                 1
## 359             462         6040     1           1                 1
## 364             345         6432     0           0                 0
## 366            1521         4173     1           1                 0
## 372            1312         1358     1           1                 0
## 386             333         1761     1           1                 1
## 389            1405         3475     0           1                 0
## 390             590         3734     0           1                 0
## 394             332         3164     0           0                 0
## 398            1090         2181     1           0                 0
## 404             781         3294     0           0                 0
## 406             330          862     0           1                 0
## 410             326         1486     1           1                 0
## 414            1346         3795     0           1                 0
## 420            1117         5769     1           0                 1
## 422            1016         4328     0           0                 0
## 424             411          214     0           1                 0
## 425             560         3805     0           0                 0
## 440             764         4559     0           1                 0
## 444             928          311     0           0                 0
## 446             113         5156     1           0                 0
## 457            1451         2403     0           1                 0
## 463              24         3297     1           1                 0
## 465             278         6181     0           1                 1
## 468            1391         5256     0           1                 0
## 472             763         4558     1           1                 0
## 475            1105         5723     1           0                 0
## 478            1125         4597     0           0                 0
## 480             999         6520     1           0                 0
## 503            1280         3681     0           0                 0
## 508            1214         4252     1           0                 0
## 512            1098         2897     1           0                 1
## 515              91         3525     1           1                 0
## 523            1123         1280     1           0                 0
## 550             195         5999     0           1                 0
## 551             272         6106     0           0                 0
## 565            1036         4208     0           1                 0
## 566              37         1151     0           1                 0
## 567            1081         4469     0           1                 0
## 572             930         5483     0           0                 0
## 583             314         1475     0           0                 0
## 585            1313         6213     1           0                 1
## 588            1568         5739     0           1                 0
## 593            1285         2085     0           1                 0
## 606            1224         2676     0           1                 0
## 610             449         2129     1           1                 0
## 614            1009         2961     0           1                 0
## 626            1284         1571     0           1                 0
## 628             219         5993     0           0                 1
## 629            1398         3876     1           1                 1
## 632            1394         5242     0           1                 0
## 633             341         1285     0           1                 0
## 636            1574         2704     0           1                 0
## 637            1037         4161     0           0                 0
## 644             402         3367     0           0                 0
## 646             624         3822     1           1                 0
## 647            1012         2982     0           1                 0
## 658             331         3036     1           1                 0
## 663            1010         3785     0           1                 0
## 671             408          606     0           1                 0
## 682             920         1553     0           1                 0
## 686             389          487     0           1                 0
## 690             343         1615     0           1                 0
## 694             335         3562     0           0                 1
## 701            1262         2462     0           1                 0
## 706             839         3216     0           0                 0
## 710             325         1485     1           1                 0
## 722            1318         3267     1           0                 0
## 726             421         4948     0           0                 0
## 729            1095         4061     0           1                 0
## 732            1121         1500     0           1                 0
## 741            1213          664     0           0                 0
## 744             591         1650     0           0                 0
## 754            1557         1404     1           1                 1
## 756             331         4702     0           0                 0
## 760            1382         1506     1           0                 0
## 764             510         3138     0           0                 0
## 765            1181         1059     0           1                 0
## 773            1508         2639     1           1                 0
## 778             617         6301     1           1                 0
## 787            1172         1385     0           0                 0
## 790            1148         4253     0           1                 0
## 802             916         2606     0           0                 0
## 814            1291         1714     0           0                 0
## 825            1504         5178     1           1                 1
## 829             162         4647     1           0                 0
## 836             598         3741     1           1                 0
## 841             330         1932     1           0                 0
## 842             463         3366     0           0                 0
## 843            1395         6304     1           1                 0
## 846             471         3768     0           0                 0
## 847            1436         5366     0           1                 0
## 851             394         5039     0           1                 0
## 858             928         3993     0           1                 0
## 860            1460         4799     0           1                 0
## 861            1084          858     1           1                 1
## 871             333          493     0           1                 0
## 873            1579         3931     0           1                 0
## 883             510         1313     0           0                 0
## 887            1421         2826     0           1                 0
## 896             106         4694     0           0                 0
## 899             324         2346     0           0                 0
## 905             791         1974     0           1                 0
## 912             335         2322     0           1                 0
## 925            1192         1681     1           0                 1
## 926            1227         6451     1           0                 0
## 940            1201         1628     0           1                 0
## 947             344         5818     0           1                 0
## 948             609         6209     1           1                 1
## 951             827         6455     0           0                 0
## 957            1321         2367     0           0                 0
## 958             446         1825     0           1                 1
## 962             624         3822     1           1                 0
## 966            1154         4603     0           0                 0
## 967            1512         1255     1           0                 0
## 973             152         5788     1           1                 0
## 981            1331         6242     1           1                 0
## 985             329         1489     0           1                 0
## 998            1499         5268     1           0                 0
## 999            1121         1472     1           1                 1
## 1000           1010         2457     0           1                 0
## 1009            822         3540     0           0                 0
## 1021           1321         3303     0           0                 1
## 1022           1026         2209     0           1                 0
## 1030           1438         5658     1           0                 1
## 1032           1241         4859     0           0                 0
## 1036           1222         3884     0           1                 0
## 1039            320         3117     0           0                 0
## 1041           1014         1983     1           1                 0
## 1044           1091         3317     0           0                 0
## 1050           1219         2788     0           0                 0
## 1052           1533         3195     1           1                 0
## 1056           1388         1414     1           1                 0
## 1058            335         4277     0           1                 0
## 1063           1398         1784     1           0                 0
## 1064            327         6489     0           1                 0
## 1065           1382         1846     0           1                 0
## 1068           1014          811     1           0                 0
## 1071           1547         5590     1           1                 0
## 1091            989         2454     0           1                 0
## 1096            777         2240     0           1                 0
## 1098            334         3564     0           0                 0
## 1114           1386         3893     0           1                 0
## 1120            879         1071     0           1                 0
## 1129             76          261     1           0                 1
## 1137           1376          304     0           0                 0
## 1144            852         1197     0           0                 0
## 1145           1495         1567     1           0                 0
## 1150            918         2956     0           0                 0
## 1156           1212         1875     1           0                 1
## 1166            591         2610     0           1                 1
## 1171            748         5884     0           0                 0
## 1173            187         5310     1           0                 0
## 1179            738         2777     0           1                 0
## 1186           1313         2217     0           1                 0
## 1195            349         6189     0           0                 0
## 1202           1109         5724     1           1                 0
## 1203           1022         1542     0           0                 0
## 1204           1007         4713     0           0                 0
## 1209           1010         4365     0           1                 0
## 1210            338          757     0           0                 0
## 1216           1028         3662     0           0                 0
## 1218            389         1495     0           1                 0
## 1219           1004         3773     0           1                 0
## 1225             18         4088     0           0                 0
## 1226           1118         3997     0           1                 0
## 1227           1343         3435     0           1                 0
## 1228            920          727     0           1                 0
## 1234            323         2348     0           1                 0
## 1241            322         2494     1           0                 0
## 1247             60         4744     0           0                 0
## 1249            323         1483     0           1                 0
## 1254            482         1051     0           0                 1
## 1271             24         5285     0           0                 0
## 1272            799         2707     0           0                 0
## 1278            319         5372     0           0                 0
## 1282           1387         5353     1           1                 1
## 1293           1218         1077     0           0                 1
## 1295            808          662     0           0                 0
## 1303            271         6075     1           0                 0
## 1305           1331          514     1           1                 1
## 1316            323         1483     1           1                 0
## 1333           1118          220     0           0                 0
## 1336             95         5596     1           1                 0
## 1341             16         4901     0           0                 0
## 1351            324         1311     0           0                 0
## 1352           1115         5116     0           0                 0
## 1356           1493          530     1           0                 1
## 1357           1173         2864     1           1                 0
## 1361            563         2103     1           1                 0
## 1368           1498         1812     0           1                 0
## 1377           1033          527     0           1                 0
## 1379            680         4148     1           0                 0
## 1382           1330         4665     0           1                 0
## 1383            383         1120     0           1                 0
## 1391           1072         2599     1           1                 0
## 1398            494         4591     1           0                 0
## 1399            956         4534     0           1                 0
## 1400            365         6001     0           0                 0
## 1405           1446         3451     0           0                 0
## 1415            317          329     0           1                 0
## 1433            661          532     0           1                 0
## 1441           1557         1665     0           1                 0
## 1453            157         3896     0           1                 0
## 1458            334         5293     0           1                 0
## 1467           1370         2334     0           1                 0
## 1472            339         3115     0           1                 0
## 1476            505          567     0           1                 0
## 1478           1528          431     0           0                 1
## 1483            131         4850     0           0                 0
## 1487            325         1485     0           0                 0
## 1492            339         4984     0           1                 0
## 1510            324          391     0           0                 0
## 1512           1447         1028     0           0                 0
## 1518            996         1574     1           0                 0
## 1523            354          890     0           1                 0
## 1531            916         4020     0           1                 1
## 1537            331          803     0           1                 0
## 1542            331          244     0           0                 0
## 1550            352         4343     0           1                 0
## 1552           1431         6347     1           0                 0
## 1554           1504          996     1           0                 0
## 1556            611         1330     0           1                 0
## 1558            489         2110     0           0                 0
## 1566            342         4042     0           0                 0
## 1570            327         2349     0           0                 0
## 1580            733         3050     0           0                 1
## 1601            325          402     0           1                 0
## 1604            336         2417     0           1                 0
## 1605            217         4723     0           1                 0
## 1609            328         5347     0           1                 0
## 1610            700         3053     0           1                 0
## 1612            322          213     0           1                 0
## 1613            836         1073     0           1                 0
## 1616            432         3747     0           0                 0
## 1627           1306          857     1           0                 1
## 1629            586         3659     0           0                 0
## 1631           1018         1825     0           0                 0
## 1636            347          616     0           0                 0
## 1637           1341         5058     0           1                 0
## 1642            942         3260     0           0                 0
## 1656            405          268     0           1                 0
## 1657            166         5558     0           0                 1
## 1660           1513         3733     1           0                 0
## 1661           1147         5281     0           0                 0
## 1668           1059         4248     0           1                 0
## 1692           1305         2287     1           1                 0
## 1693           1122         3986     0           0                 0
## 1698             83         1831     1           0                 0
## 1701           1406         4275     0           0                 1
## 1702           1539         5343     0           1                 0
## 1705           1001         1723     0           1                 1
## 1712            758         3719     0           1                 0
## 1715            150         2762     0           1                 0
## 1725           1386         4700     0           1                 0
## 1732            324         1484     1           0                 0
## 1743           1294         2288     1           0                 0
## 1745            203         4807     0           1                 1
## 1755            322         3546     0           1                 0
## 1759            618         6024     0           0                 0
## 1763            268         6049     0           0                 0
## 1766            238         3968     1           0                 1
## 1769            321          535     0           0                 0
## 1770            656         4053     0           1                 0
## 1778            952         1133     0           0                 1
## 1790           1418         5086     0           0                 0
## 1794            420         6454     0           1                 0
## 1799            727         1501     0           0                 0
## 1800            347         5607     0           0                 0
## 1801            921         3996     0           1                 0
## 1805           1299         2290     1           1                 1
## 1806           1495         5359     0           0                 0
## 1809           1121         5772     0           1                 0
## 1817           1305         2317     1           1                 1
## 1820            340          736     0           1                 0
## 1821            747         1248     0           0                 0
## 1824            398         6439     0           1                 0
## 1828            607         2230     1           1                 1
## 1829            645         3980     0           1                 0
## 1833            335         1607     1           1                 0
## 1839            328          765     0           0                 0
## 1840            959         3382     0           1                 0
## 1841            509         2138     0           1                 0
## 1843            322          166     0           0                 0
## 1846            972         2832     0           0                 1
## 1852            803         1889     1           0                 1
## 1856            323          683     0           1                 0
## 1859            399         1207     0           1                 0
## 1872           1496         3886     0           1                 0
## 1874            349         5316     0           1                 0
## 1875           1020         5502     1           1                 0
## 1881           1025         1204     0           1                 0
## 1882            855         3379     0           1                 0
## 1889           1001          167     0           1                 0
## 1891           1329         4827     0           1                 0
## 1908            344         6251     0           1                 0
## 1916            343         3988     0           1                 0
## 1920           1306         1569     0           0                 1
## 1922           1581         4119     1           1                 0
## 1925           1225         6056     0           1                 0
## 1929            328         3548     0           1                 0
## 1937            756         1467     0           1                 0
## 1955            483         1102     0           0                 0
## 1968           1311         1440     0           0                 0
## 1969           1220         4727     0           1                 0
## 1980           1415          472     1           0                 0
## 1982           1458         5158     0           0                 0
## 1986           1294          641     1           0                 1
## 1988           1270          598     0           0                 0
## 1989            624         3822     1           0                 0
## 1993            108         5327     0           0                 0
## 2003           1208         1357     1           1                 0
## 2005           1189         4736     0           1                 0
## 2009            336         4831     0           0                 0
## 2012           1328         6137     1           0                 0
## 2014            616         3816     1           0                 0
## 2019           1224         3200     1           0                 1
## 2029            338         1610     1           1                 0
## 2031            911         2380     0           0                 0
## 2038            921         1438     0           0                 1
## 2056           1404         5111     0           1                 0
## 2061           1306         2500     0           0                 0
## 2064             16         3948     0           1                 0
## 2068            321         5904     0           1                 0
## 2073           1045         5569     1           0                 0
## 2075            116         5804     0           1                 0
## 2079            337         1609     1           0                 0
## 2086            441          777     0           0                 0
## 2087            337         6487     0           0                 0
## 2089            393         1865     0           1                 0
## 2091           1203         5975     1           1                 0
## 2092            320         1481     1           0                 0
## 2095           1181         2717     0           0                 0
## 2097           1569         3225     1           0                 0
## 2100           1303         5074     1           0                 0
## 2104            609         1781     0           0                 0
## 2106            338         5207     0           0                 0
## 2110            883         2291     0           1                 0
## 2112            750         4487     1           1                 0
## 2114           1207         1331     0           0                 0
## 2117            343         1615     0           1                 0
## 2119           1213         2077     0           1                 0
## 2121           1121         4379     0           0                 0
## 2127            646         1666     0           1                 0
## 2129           1030         5512     1           0                 1
## 2130            337         1609     0           0                 0
## 2131            127         4835     0           0                 0
## 2134           1018         3313     0           0                 0
## 2135            966         3895     0           0                 0
## 2138            929          610     0           0                 0
## 2145             23         3956     0           0                 0
## 2152           1215         1395     1           0                 0
## 2158           1523         2335     0           1                 0
## 2161            338         2375     0           0                 0
## 2167            864          210     0           0                 0
## 2170            339         3279     0           0                 0
## 2171           1302         2214     1           0                 0
## 2173             50         5802     0           1                 1
## 2177           1282         3560     0           0                 0
## 2178             60         4825     0           1                 0
## 2188           1312         4076     0           1                 1
## 2189            358          437     0           1                 0
## 2204             17            5     1           0                 1
## 2207             83         4386     0           0                 0
## 2208            324         1888     0           1                 0
## 2210           1325          338     1           0                 0
## 2220           1140          427     1           1                 1
## 2232           1047         3199     0           1                 1
## 2241            102         5639     0           0                 0
## 2245           1029         6128     0           0                 0
## 2247           1006         5586     0           1                 0
## 2249           1099         4472     0           1                 1
## 2254            724         2618     0           1                 0
## 2263            245         6073     0           0                 0
## 2267           1428         3168     0           0                 1
## 2271           1101         5721     1           1                 0
## 2273            173         5472     1           1                 0
## 2279           1049         5570     1           1                 0
## 2281           1470         4258     1           1                 0
## 2283            159         5676     1           1                 1
## 2285            142         5813     0           0                 0
## 2299            643         6368     1           1                 0
## 2302           1016         1596     0           0                 0
## 2305           1406         4380     0           1                 0
## 2306            906         3791     0           1                 0
## 2314             11         5534     0           0                 0
## 2317           1501         5053     0           0                 1
## 2337            263         5931     0           0                 0
## 2353           1113         4283     0           0                 0
## 2369            669         2831     0           0                 0
## 2370            322         4231     0           1                 0
## 2379            418         4677     0           1                 0
## 2380           1418         3712     0           1                 1
## 2384            772         4564     0           0                 0
## 2385           1308         5095     0           1                 0
## 2386            330         1055     0           0                 0
## 2394            454         5092     0           0                 0
## 2400           1481         3359     0           0                 0
## 2403           1033          746     1           0                 0
## 2409            674         2651     0           1                 0
## 2417            545         2422     0           1                 0
## 2419            336         3479     0           0                 0
## 2423            511         3036     1           1                 0
## 2429            697         3928     0           1                 0
## 2431            843         6108     0           0                 0
## 2446            197         6043     0           0                 0
## 2448           1095          263     1           1                 1
## 2469            331          352     0           0                 0
## 2476           1469         4618     1           1                 1
## 2477            397          910     0           1                 1
## 2480            344         2205     0           1                 0
## 2483            856          814     0           1                 0
## 2488            752         5549     1           1                 0
## 2489           1412         4309     0           0                 0
## 2490           1118         2284     1           1                 0
## 2493            326         6392     0           0                 0
## 2498            418         1420     0           0                 0
## 2520            332          954     0           1                 0
## 2542           1134         1601     0           0                 0
## 2551            847         4113     0           0                 0
## 2560           1244          788     1           1                 0
## 2561            397         2882     0           0                 0
## 2570           1505         3228     1           1                 1
## 2577            334         1587     0           1                 0
## 2578            101          506     0           0                 0
## 2586           1365         1810     0           0                 1
## 2590            146         5560     0           0                 0
## 2593            181         5938     0           1                 0
## 2596           1021         5503     0           0                 0
## 2598            215         5650     0           0                 0
## 2606            451          257     1           0                 0
## 2611           1424         5314     0           0                 0
## 2613            326         1486     1           0                 0
## 2618            701          691     0           1                 1
## 2619           1215         1453     0           0                 0
## 2626           1292         4478     0           1                 0
## 2629              4         5288     0           0                 0
## 2630           1295         6178     1           1                 0
## 2632            234         6007     0           0                 1
## 2641            330         1490     0           0                 0
## 2643            334         3416     0           0                 0
## 2655           1328         4342     0           0                 0
## 2660           1491         4776     0           1                 0
## 2662           1194         4351     0           1                 0
## 2664            329         1489     1           1                 0
## 2670            335         6346     0           0                 1
## 2673           1020         2314     1           0                 0
## 2680             99         5707     0           1                 0
## 2681             14         5687     0           0                 0
## 2684           1179         3512     1           1                 0
## 2688            677           94     0           0                 0
## 2698            590         3734     0           1                 0
## 2707           1399         2247     1           0                 0
## 2708            438         1775     0           1                 0
## 2712            608         6169     0           0                 0
## 2724            868          978     0           0                 0
## 2725           1313         1190     1           0                 0
## 2734           1115         2833     0           0                 0
## 2737           1387         4039     1           1                 1
## 2752            353         1625     1           0                 0
## 2753           1288         4814     0           0                 0
## 2760            974         1627     0           1                 0
## 2765            329         2565     1           0                 0
## 2769            433         5425     0           1                 0
## 2771            848         2806     1           1                 1
## 2772           1097          331     1           1                 1
## 2780           1548         3388     1           0                 0
## 2788            658         5697     0           0                 0
## 2793             20         2858     1           1                 0
## 2804           1533         1396     0           1                 0
## 2805            519          577     0           1                 1
## 2807            329         5812     0           0                 0
## 2811           1364         2267     1           1                 0
## 2817           1099         5719     1           1                 1
## 2827           1548          120     1           0                 1
## 2830            339         6224     0           1                 0
## 2833            344         1616     1           0                 0
## 2834            334         6062     0           0                 0
## 2838            648         1651     0           0                 0
## 2853            908         2603     0           0                 0
## 2857           1243         6060     1           0                 0
## 2860            907         1894     0           1                 0
## 2861            175         5559     0           0                 0
## 2863            343         4409     0           0                 0
## 2873           1568         4923     1           0                 0
## 2880           1400         5326     0           0                 1
## 2891            331         5610     0           0                 0
## 2892            333         2183     0           1                 0
## 2898           1093         3830     0           0                 1
## 2899            504         3675     0           1                 0
## 2900           1038         1293     1           1                 0
## 2913            333          557     0           1                 0
## 2915            674         2054     0           1                 0
## 2917           1502         6127     1           1                 0
## 2919           1393         3947     0           1                 0
## 2924           1494         5304     0           1                 0
## 2927            102         2998     0           0                 1
## 2934           1541         4274     0           1                 0
## 2940            700         4947     0           1                 0
## 2942           1219         3510     0           0                 0
## 2943           1405         3808     0           1                 0
## 2945            852         2854     0           0                 0
## 2951           1469         5126     1           1                 0
## 2953           1210         2817     0           0                 0
## 2956             16         1726     1           1                 0
## 2958            465         6441     1           0                 0
## 2961           1204         3620     1           1                 0
## 2967           1403         4350     0           0                 0
## 2976            406         1437     0           0                 0
## 2977            344          799     0           1                 0
## 2984            182         5952     0           1                 0
## 2987           1397         2928     0           0                 1
## 2989            342         1614     0           1                 0
## 2991            402         2152     0           0                 0
## 3000           1380         6297     1           1                 0
## 3005            397         2147     0           1                 0
## 3008            945         3089     0           1                 0
## 3012            769         1563     1           0                 0
## 3015            766          377     1           0                 0
## 3016            481          219     0           1                 0
## 3019           1391         5121     0           1                 0
## 3022           1298          682     1           0                 0
## 3023            348          666     0           0                 0
## 3025            649          129     1           1                 0
## 3032            668         2886     0           1                 0
## 3033            341         5553     0           1                 0
## 3035            921         3933     0           1                 1
## 3038            455          688     1           1                 0
## 3041            945         2692     0           0                 0
## 3042             62         5217     0           0                 0
## 3046           1307         3623     1           0                 0
## 3049             77         5320     0           1                 0
## 3063           1287         4609     1           1                 0
## 3066            700         2668     0           0                 0
## 3071            109         5759     0           1                 0
## 3073            729         1937     0           1                 0
## 3074           1310         1442     1           0                 1
## 3079            376          920     0           1                 0
## 3080            337         1104     0           1                 0
## 3084           1224         3290     0           1                 0
## 3088            399         2149     1           0                 0
## 3090            821         1858     0           0                 0
## 3096           1481         4293     0           0                 0
## 3111           1288          113     1           0                 0
## 3123            461         6229     1           0                 0
## 3127           1173         4694     0           0                 1
## 3144           1120         3071     0           0                 0
## 3146            410         3751     0           1                 0
## 3152            315         3913     0           0                 0
## 3154            672         6280     1           1                 0
## 3175            326         4644     0           0                 0
## 3176            334         5091     0           0                 0
## 3177           1230         4318     0           0                 0
## 3181            398         2148     1           0                 1
## 3191           1215         5225     0           0                 0
## 3193           1009          897     1           0                 0
## 3195            407         1377     0           0                 0
## 3199           1358         5219     0           0                 0
## 3204           1030         2966     0           1                 0
## 3208           1204         2751     0           1                 0
## 3214           1196         4538     0           1                 0
## 3216           1153         4556     0           1                 0
## 3233            331          489     0           1                 0
## 3238            343          119     0           1                 0
## 3240            753         4690     0           1                 0
## 3242            766         1042     1           1                 0
## 3246            345         1399     0           1                 0
## 3248            886          193     0           1                 0
## 3264           1107         1376     0           1                 0
## 3266             18         3405     0           0                 0
## 3275            804          779     0           1                 0
## 3280           1297         2923     0           1                 0
## 3281           1003         3954     0           1                 0
## 3288            700         1929     0           0                 0
## 3289            912         3190     0           0                 0
## 3293           1286         3095     0           0                 0
## 3294            335         6131     0           0                 0
## 3296            336         4774     0           0                 0
## 3301           1487         3158     0           1                 1
## 3303           1197         3312     0           0                 0
## 3305            332         4410     0           0                 0
## 3307            606         1734     0           0                 0
## 3309            318         1479     0           1                 0
## 3313           1035         3774     0           1                 0
## 3315           1034          850     1           0                 0
## 3317            408         1217     0           0                 0
## 3327            635         3906     1           1                 0
## 3329            121         3770     1           0                 0
## 3333           1385          190     1           0                 0
## 3346            741         6155     1           0                 0
## 3352            832         4842     1           0                 0
## 3353            732          854     0           1                 0
## 3354            333         3557     0           1                 0
## 3358            806         2842     0           1                 0
## 3364            775         4786     0           0                 1
## 3373           1288         4935     0           1                 0
## 3374            320         3741     0           0                 0
## 3375           1494         6442     1           1                 1
## 3377            408         1439     0           1                 0
## 3378           1121         3718     1           1                 0
## 3384           1031         5513     0           1                 0
## 3386            314         5665     0           1                 0
## 3395           1285          967     0           1                 0
## 3399            775         1646     0           0                 0
## 3400           1335         4451     0           0                 0
## 3402            335          480     0           0                 1
## 3405            731         1454     1           1                 0
## 3413            180         4994     0           1                 0
## 3423           1468         4025     1           1                 1
## 3429            755         5031     0           0                 0
## 3436            863         1674     0           0                 0
## 3442           1232         2798     0           1                 0
## 3445             91         5673     0           1                 1
## 3446           1038         3883     0           1                 1
## 3458           1420         2924     0           1                 0
## 3475            331          802     0           1                 0
## 3477            610         6256     0           1                 0
## 3478           1160          648     0           0                 0
## 3479           1268         2736     0           0                 1
## 3482            336          151     0           0                 0
## 3498             80         5418     0           1                 0
## 3500            396         1496     0           1                 0
## 3504            608         3749     0           1                 0
## 3511            578          419     1           1                 0
## 3535            164         5883     0           0                 0
## 3536            559         1697     0           0                 0
## 3539           1468         2617     1           1                 0
## 3541           1263         4998     0           1                 0
## 3544            981         3554     0           1                 0
## 3548            366          793     0           1                 0
## 3558           1407         2244     0           1                 1
## 3564            333         2700     0           1                 0
## 3565            344         2508     0           1                 0
## 3566            886         1727     0           0                 0
## 3568            325         4509     0           0                 0
## 3570            715         2602     0           1                 0
## 3571            365         1094     0           0                 0
## 3575           1070         5211     1           0                 0
## 3576           1101         3957     0           1                 0
## 3579           1111         5250     0           1                 0
## 3587            623         3821     1           0                 0
## 3601             34         5552     0           0                 0
## 3603           1116         2614     1           1                 0
## 3612            649         6064     1           0                 1
## 3616            385         3114     1           0                 0
## 3621            769          517     0           1                 0
## 3625            353         6211     1           0                 0
## 3632            339         1308     1           1                 0
## 3635           1510         2384     1           1                 1
## 3639            397           10     0           1                 0
## 3642           1013         4722     0           1                 1
## 3646            325          855     0           0                 1
## 3648            847         1814     0           1                 0
## 3650            322         5163     0           0                 0
## 3653            748         4803     0           0                 0
## 3654            187         5686     0           1                 0
## 3657            613         3558     1           0                 0
## 3660           1565         5497     0           1                 0
## 3683           1547         3408     0           0                 0
## 3688            925         1982     0           0                 0
## 3692           1389         2509     0           0                 0
## 3696            387         5830     0           0                 0
## 3697           1187          943     1           0                 1
## 3702            332          646     0           1                 0
## 3703            342         1946     0           1                 0
## 3705            343         2065     0           1                 0
## 3717            559         6435     0           1                 0
## 3720           1035         5517     1           0                 0
## 3725             85         4858     1           0                 0
## 3727           1151         1282     0           0                 0
## 3728            495         6189     0           0                 0
## 3729            153         5900     0           0                 1
## 3730           1280          616     0           0                 0
## 3735           1051          640     0           0                 0
## 3737            125         3643     0           0                 0
## 3741            998         5383     1           0                 0
## 3747            832         2758     0           1                 0
## 3752            960         2399     0           0                 0
## 3756           1254         4855     0           0                 0
## 3758           1211         2667     1           1                 0
## 3759            401         2101     0           0                 0
## 3765            332          224     0           0                 0
## 3769           1221         3481     0           1                 1
## 3772            320         6306     0           0                 0
## 3774           1192         4333     1           1                 1
## 3779             28         3027     1           1                 1
## 3783            184         4992     1           1                 0
## 3798           1474         4667     1           1                 0
## 3801           1082          651     0           0                 1
## 3805            601         3743     0           1                 0
## 3806            752         6267     0           1                 0
## 3809           1371         5096     0           1                 0
## 3828           1021         3351     1           0                 0
## 3834            410         1257     0           1                 1
## 3840            619         3503     0           0                 0
## 3844           1264         3487     0           1                 0
## 3847           1068         2827     0           1                 0
## 3848            182         4496     0           0                 0
## 3849            932         2918     0           1                 0
## 3857             48         1259     0           1                 0
## 3868            585         3463     0           0                 0
## 3871            782          296     1           0                 0
## 3873            625         3823     1           1                 0
## 3878           1374         1049     0           0                 0
## 3882           1207         6015     1           0                 0
## 3884            175         6068     1           0                 0
## 3885            785         2022     0           1                 0
## 3886            328         2946     0           0                 0
## 3890            340         5764     0           0                 0
## 3891            270         6186     0           0                 0
## 3892            398          321     0           0                 0
## 3893            172         4675     0           0                 1
## 3912           1401         1300     1           1                 0
## 3918           1245         3446     1           0                 0
## 3922           1511         1266     0           0                 0
## 3929            331          597     0           0                 0
## 3936            575         3590     1           1                 0
## 3937            590         3734     0           1                 1
## 3938            339         1226     0           0                 0
## 3939            483          710     1           0                 0
## 3941            779         2595     0           0                 0
## 3943            809         6517     0           0                 0
## 3950            101         4529     1           0                 0
## 3951             49         5087     0           1                 0
## 3957            326          816     0           0                 0
## 3965            392         5462     1           0                 0
## 3973            403         1159     0           1                 0
## 3984           1451          612     0           1                 0
## 3986           1293         4907     0           0                 0
## 3992            753         1941     0           1                 0
## 3994           1580         3449     0           0                 1
## 3999            378         2036     1           1                 0
## 4004            342         1614     0           0                 0
## 4005            327         3837     0           0                 0
## 4008            153         4810     0           0                 1
## 4020            253         6042     0           1                 0
## 4024            701         2468     0           0                 0
## 4033           1474         5527     0           1                 0
## 4035            862         2496     0           1                 0
## 4038           1295         4853     0           0                 0
## 4054            902         2950     0           1                 0
## 4062            324         2359     0           0                 0
## 4063           1576         5294     0           1                 0
## 4069            635         2199     0           1                 0
## 4074            419         5464     0           0                 0
## 4086            339         1611     0           0                 0
## 4091           1568         5032     0           1                 0
## 4093            440         1067     0           0                 0
## 4102            323         4916     0           1                 0
## 4104            980         3944     0           1                 0
## 4105            937          817     0           0                 0
## 4107            341         5476     0           1                 0
## 4112           1107         2569     0           0                 0
## 4115           1503         2169     1           1                 1
## 4117           1049         2076     0           1                 1
## 4120            325          406     0           1                 0
## 4124            516         3217     0           0                 0
## 4130            332         6427     0           1                 0
## 4133           1214         1715     0           1                 1
## 4135            544          804     0           0                 1
## 4137           1295         1675     1           1                 0
## 4143            668         3049     1           1                 0
## 4144           1377         4946     0           1                 1
## 4145            763         2691     0           0                 1
## 4150            329         1489     0           1                 0
## 4153           1392         4554     0           0                 1
## 4155            680          134     0           1                 1
## 4159           1356         4372     0           1                 0
## 4160            330         4824     0           1                 1
## 4164            268         6158     0           1                 0
## 4170            330         2964     0           1                 0
## 4178           1202         2971     1           1                 1
## 4179            348         1620     0           0                 0
## 4185            165         5420     0           0                 0
## 4196            326         1469     0           1                 0
## 4198           1310         3483     0           1                 1
## 4203            761         2202     0           1                 0
## 4208           1398         3171     1           1                 0
## 4210           1436         5283     0           1                 0
## 4211           1113           31     0           1                 1
## 4212            398          941     0           1                 0
## 4214            324           57     0           1                 0
## 4224           1081         5982     1           1                 0
## 4227            838         1645     0           0                 0
## 4233            514         1576     0           1                 0
## 4236            329         1489     0           0                 0
## 4247           1372         1459     0           1                 0
## 4253            326         4845     1           0                 0
## 4255            756         2726     0           1                 0
## 4257            271         6143     0           0                 0
## 4272           1532         3975     0           0                 0
## 4274            328          503     0           1                 0
## 4278           1416         2501     0           0                 1
## 4280           1358         6027     0           1                 0
## 4285            195         5499     0           0                 0
## 4287           1393          245     1           0                 0
## 4300            191         3792     0           1                 0
## 4303            693          145     0           0                 0
## 4313            189         5598     0           1                 0
## 4315           1211          111     0           0                 1
## 4316           1022          420     0           0                 0
## 4323           1480         1064     1           0                 0
## 4332            618         1761     0           1                 1
## 4334            654         1989     0           1                 0
## 4336            844         2701     0           0                 1
## 4340            959         2371     0           0                 0
## 4342            316         1477     1           0                 0
## 4352            927         6279     0           1                 0
## 4353           1560         1882     0           0                 0
## 4354           1386         2435     0           1                 1
## 4366            337         1609     0           1                 0
## 4372            351          594     0           0                 0
## 4375            656         1327     0           0                 1
## 4377           1198         1125     1           0                 0
## 4379            807         2648     1           1                 0
## 4380            339         1611     0           1                 0
## 4381            322         3098     0           0                 0
## 4384            837         4435     0           0                 0
## 4385            318         1479     0           1                 0
## 4394            193         4207     0           0                 1
## 4400            341         1309     0           1                 0
## 4404            679         2412     0           0                 0
## 4430             24         4958     0           1                 0
## 4444           1470         3593     0           1                 1
## 4445           1328         4878     0           0                 0
## 4451           1485         3131     1           1                 0
## 4460           1010         2974     0           0                 0
## 4462           1399         3878     0           1                 0
## 4463            603         2802     0           1                 0
## 4467            730         2686     0           1                 0
## 4468            325         4981     0           0                 0
## 4474            550         1098     0           1                 0
## 4477           1026         5508     0           1                 0
## 4481           1094         2805     1           0                 1
## 4482            740         2941     0           0                 0
## 4487           1285         1987     0           1                 0
## 4488           1021         5503     1           0                 0
## 4491            334         1564     0           0                 0
## 4497            337         5935     0           1                 0
## 4499           1154         4484     0           1                 1
## 4505           1121         4368     0           0                 1
## 4509           1349         5192     0           1                 0
## 4519           1086         6458     0           1                 0
## 4520           1213         2783     1           0                 0
## 4522            665         3794     0           1                 1
## 4524           1191         5273     1           1                 0
## 4529           1006         5444     1           1                 0
## 4530            677         6162     0           1                 0
## 4537           1215         6021     1           1                 0
## 4551           1304         1926     1           0                 1
## 4557            334         1606     1           1                 0
## 4558            965         3967     0           0                 0
## 4559              7         5349     0           1                 0
## 4567            110         5841     0           0                 1
## 4568            402           23     0           1                 0
## 4583             26         4767     0           0                 1
## 4584            358         1855     0           0                 0
## 4597           1567         5206     0           1                 1
## 4608            927         4059     0           0                 0
## 4621            747         5457     0           0                 0
## 4624           1445         3847     1           1                 0
## 4629            334         6243     0           1                 0
## 4631           1122         1144     1           0                 0
## 4647            315         5829     0           0                 0
## 4655            337         3676     0           1                 0
## 4657           1109          864     1           0                 0
## 4659            318         4448     0           0                 0
## 4667            688          519     0           1                 0
## 4671           1476         1531     1           0                 0
## 4678            168         4094     0           0                 0
## 4690           1485         5346     0           1                 0
## 4693            627           97     0           0                 0
## 4698           1183         4188     0           1                 0
## 4701            873         2903     0           0                 0
## 4718            885         5040     1           1                 0
## 4720            344          367     0           1                 0
## 4724            332         3093     0           1                 0
## 4726           1291         6464     0           1                 0
## 4729           1229         3923     0           0                 0
## 4743            540         3212     0           1                 0
## 4745            343         4065     0           1                 0
## 4755           1002         1912     0           1                 1
## 4762            332         5292     0           1                 0
## 4769            998         3043     0           0                 0
## 4771            385          758     0           1                 0
## 4775           1179         3628     0           1                 0
## 4780            757         1987     0           0                 0
## 4781            746         2708     0           1                 0
## 4784            334         4142     0           1                 0
## 4785            120         5488     1           0                 1
## 4790            250         6126     0           1                 0
## 4799            323          365     0           1                 0
## 4806           1581         3729     0           0                 0
## 4822            610         4392     0           0                 0
## 4827            390         1090     0           1                 0
## 4833            472          907     0           0                 1
## 4837            340         5799     0           0                 0
## 4838            537         6113     0           1                 0
## 4843              2         4429     0           0                 0
## 4851            839         3042     0           1                 0
## 4852            161         5495     0           1                 1
## 4855           1038          668     1           0                 0
## 4859            897          128     0           0                 0
## 4861           1575         3229     1           0                 0
## 4862           1215          452     0           1                 0
## 4869             83          163     1           1                 0
## 4881            116         3838     0           1                 0
## 4883           1446         4040     0           1                 0
## 4884            944         2161     0           1                 0
## 4892           1280         2889     1           0                 0
## 4895            790          690     0           0                 0
## 4902           1276         3667     0           1                 0
## 4904           1295         5012     0           1                 1
## 4908            534         6204     0           0                 0
## 4909           1195          926     0           0                 0
## 4911            325          168     0           1                 0
## 4920            315         5137     0           1                 0
## 4941            773         1905     0           0                 0
## 4953           1506         4068     1           1                 1
## 4960            905          987     1           0                 0
## 4963            384          906     0           1                 0
## 4964            325         3330     0           0                 0
## 4970            350         3970     0           1                 0
## 4971            592         3736     1           0                 0
## 4982            446         1638     0           0                 0
## 4984            124         5016     1           0                 0
## 4987           1513         1256     1           0                 0
## 4990            604         6394     1           1                 1
## 4996           1098         6156     1           1                 0
## 4997            209         5478     0           0                 0
## 5002            275         5992     0           1                 0
## 5007            722         3230     0           1                 1
## 5011            328          686     0           0                 0
## 5012           1504          502     0           1                 1
## 5013            331         6063     0           0                 0
## 5019            334         3776     0           1                 0
## 5022            687         3075     0           0                 0
## 5023           1482         4748     1           1                 0
## 5027            448          703     0           0                 1
## 5040           1075         2378     0           1                 0
## 5043            116         5489     1           1                 0
## 5051            657          965     0           0                 0
## 5060            957         1521     0           0                 0
## 5065             84         1800     0           1                 1
## 5069           1468         2715     1           0                 0
## 5077            349         3845     0           0                 0
## 5079            342         6398     1           1                 0
## 5089           1336         5073     0           1                 0
## 5096           1257         1959     0           0                 0
## 5103           1081         5108     0           0                 0
## 5106            245         6087     0           0                 0
## 5107           1267         3507     0           0                 1
## 5112           1124         3406     0           0                 0
## 5114           1037         1570     0           1                 0
## 5115            678          607     0           0                 0
## 5126             80         2082     1           1                 1
## 5135             86         5360     0           0                 0
## 5141           1572         5125     0           1                 0
## 5144            341         3030     0           0                 0
## 5150            984          221     0           0                 0
## 5152           1136         5400     0           1                 0
## 5154            746          574     0           1                 0
## 5163            327         1487     0           0                 0
## 5172           1006         1510     1           1                 0
## 5178           1035         3012     0           0                 0
## 5184           1419         1819     0           0                 0
## 5187           1385         1629     1           1                 0
## 5192            216         4706     0           0                 0
## 5196           1033         1886     0           1                 0
## 5200            559         6404     1           0                 1
## 5218            357         2659     0           1                 0
## 5237            337          752     0           0                 0
## 5239           1483         2369     1           0                 0
## 5242           1483          324     0           1                 0
## 5250             89         5630     1           1                 0
## 5257           1375         4917     0           0                 0
## 5261            840         5144     0           1                 0
## 5284            477          966     0           1                 0
## 5285           1206         2254     0           1                 0
## 5290            113         5160     0           0                 1
## 5291             26         2438     1           0                 1
## 5294            942         5025     0           0                 0
## 5299           1399         6322     0           1                 0
## 5306            923         3832     0           0                 0
## 5309            674         2323     1           0                 0
## 5311            184         6048     0           0                 1
## 5314           1242         1703     0           0                 0
## 5319            328         4905     0           0                 0
## 5325           1364          412     1           0                 0
## 5333           1100         5720     1           0                 1
## 5338           1103         4048     0           1                 0
## 5342           1013         3175     0           1                 0
## 5352           1289         3857     1           1                 0
## 5363             74         4668     1           0                 0
## 5369            873         2134     0           1                 0
## 5380            332         1492     1           1                 0
## 5390            329         3339     0           1                 0
## 5399            904         3429     0           0                 0
## 5404           1310         4398     0           1                 1
## 5409            875         6082     0           1                 0
## 5415           1221           18     1           1                 0
## 5417             10         2693     0           0                 0
## 5419           1294         2262     0           0                 0
## 5422           1060         5991     1           1                 0
## 5438            327         1487     1           1                 0
## 5439            605          878     0           0                 0
## 5440             32         3363     0           0                 0
## 5446           1010         5447     1           0                 1
## 5447            328          528     0           0                 0
## 5448            466         3001     1           0                 0
## 5449            701         4788     0           0                 0
## 5469           1283         4904     0           0                 0
## 5475           1159         3784     1           0                 0
## 5487           1088         6381     1           1                 0
## 5489            717         2195     1           1                 0
## 5497            454         3172     0           0                 0
## 5505           1444         5011     0           0                 1
## 5507            321         2683     0           0                 0
## 5508            716         1636     1           1                 0
## 5509           1333         5035     0           1                 1
## 5512           1284         3897     0           0                 0
## 5517            392          624     0           0                 0
## 5518            376          396     0           1                 0
## 5527           1301         3941     0           0                 0
## 5528            490         2554     1           1                 0
## 5537           1330         1421     0           1                 1
## 5548           1200         6492     1           1                 0
## 5558           1247         4770     0           1                 0
## 5581            750         2112     1           0                 0
## 5587            322         4981     0           0                 0
## 5592           1018         4421     1           1                 0
## 5598            767         6248     0           1                 0
## 5600            746         5526     0           0                 0
## 5610            341         1767     0           1                 0
## 5611           1417         1427     0           0                 1
## 5617            345         3972     0           0                 0
## 5621            335         1607     1           1                 1
## 5628            636         5299     1           1                 0
## 5636           1135         5821     1           1                 0
## 5640            532          192     0           0                 1
## 5641            335         5310     0           0                 0
## 5650           1453         1881     0           1                 0
## 5653            331         5089     0           1                 0
## 5654           1024         5506     1           0                 0
## 5656           1291         6253     1           0                 1
## 5668            329         1489     0           1                 0
## 5671           1330         5205     1           1                 0
## 5677            318         6334     0           1                 0
## 5680            334         6281     0           1                 0
## 5683            333         5376     0           1                 0
## 5692           1190         2057     0           1                 1
## 5694             97         5797     1           1                 1
## 5697            327         1487     0           1                 0
## 5703           1413         1554     1           0                 1
## 5704            340         3983     0           0                 0
## 5714             81         2473     1           0                 1
## 5720           1385          259     1           0                 0
## 5729           1264         1072     0           1                 0
## 5735            338         5696     0           0                 1
## 5737            381          826     0           0                 0
## 5745            332         2863     0           1                 0
## 5746            315         3867     0           0                 0
## 5751           1022         5504     1           0                 0
## 5756           1467         4659     0           1                 1
## 5760           1410         3397     0           1                 0
## 5771           1503         3186     1           0                 0
## 5772            338          131     0           1                 0
## 5773           1381         2020     0           0                 0
## 5777            338         6361     0           1                 0
## 5784           1518          791     1           0                 1
## 5785            773         5854     0           1                 0
## 5786            184         5989     0           1                 1
## 5788            847         2404     0           0                 0
## 5796            375         1147     0           0                 0
## 5798            326         3035     1           0                 0
## 5810             97         5282     0           1                 0
## 5811            268         6115     0           0                 0
## 5812            843         3084     0           1                 0
## 5816           1201         4388     0           1                 0
## 5821            846         1409     0           1                 0
## 5823           1413         6053     1           0                 0
## 5826             96         5461     0           0                 0
## 5832            675         2557     0           0                 0
## 5833            615         2840     1           1                 1
## 5834           1179         6521     0           0                 0
## 5836           1027          975     0           0                 0
## 5840             74         5785     0           1                 0
## 5842           1044          704     1           1                 1
## 5844           1001          873     1           1                 1
## 5850            323          608     0           0                 0
## 5853            319         5357     0           1                 0
## 5856            327         6375     0           0                 0
## 5858            327         5377     0           1                 0
## 5864           1012         5449     1           0                 0
## 5869            134         4771     1           0                 0
## 5870            358         4354     0           1                 0
## 5873           1203         2370     0           0                 0
## 5874            328         2279     0           0                 0
## 5876            845         2441     1           1                 1
## 5879            687         6195     0           1                 0
## 5885            377         2341     0           1                 0
## 5892            551          832     1           1                 0
## 5893           1289         3626     1           1                 0
## 5900            338         1610     1           1                 0
## 5908            231         6097     0           0                 0
## 5925             95         2542     1           1                 1
## 5927            845         5948     0           1                 1
## 5942            391         2042     0           1                 0
## 5945            695         4233     0           1                 0
## 5947            987         4095     0           1                 0
## 5949           1175          776     1           1                 1
## 5953            511         3036     0           0                 0
## 5956            881         2629     0           0                 0
## 5960           1092         6271     1           0                 0
## 5962           1380         3522     0           1                 0
## 5965             83         5313     0           1                 0
## 5967           1392         4970     1           1                 0
## 5981           1484         2418     1           1                 1
## 5984           1064         3940     1           1                 0
## 5992            327         6386     0           1                 0
## 5995           1456         5210     0           0                 0
## 5996           1295         4633     0           0                 0
## 5997           1053         3713     0           1                 1
## 6003            321         5396     0           0                 0
## 6008            160         5614     1           1                 0
## 6010            341         5435     0           1                 0
## 6012            872         1602     0           0                 0
## 6014            312         3003     0           0                 0
## 6016           1427         2067     1           0                 0
## 6018            323         1954     0           0                 0
## 6019            406         6052     0           1                 0
## 6020           1221         6258     1           1                 0
## 6023            437         3077     0           0                 1
## 6025           1376         1934     1           1                 1
## 6027            205         5765     1           1                 1
## 6036           1143         6311     0           0                 0
## 6045            399          137     0           0                 0
## 6053            671          484     0           0                 0
## 6058           1491         1307     1           1                 0
## 6063            106         5794     0           1                 0
## 6070           1400         4167     0           0                 0
## 6072            444         2504     1           1                 0
## 6077            694          924     1           0                 0
## 6079            546           47     0           1                 0
## 6080            771         4563     1           0                 0
## 6082             61         5554     0           1                 0
## 6087            327         5317     0           1                 0
## 6089           1224         4749     0           1                 0
## 6092           1566         2550     1           0                 1
## 6094           1299         4551     0           0                 0
## 6098            765          249     1           1                 0
## 6105           1117         1022     0           1                 0
## 6109            320          830     0           1                 0
## 6113            324         1044     0           0                 0
## 6119            185         4988     0           0                 0
## 6120           1166          234     0           0                 0
## 6124            731         3097     0           0                 0
## 6127            249         6089     0           1                 0
## 6131            338         4231     0           1                 0
## 6134            686         1835     1           0                 0
## 6140            967         3894     0           0                 0
## 6141            414         2159     0           0                 0
## 6145            353          499     0           1                 0
## 6147            321          474     1           1                 0
## 6150            327         2696     0           1                 0
## 6156           1114         3018     0           1                 1
## 6157           1032         2533     0           1                 1
## 6160           1189         5965     1           1                 0
## 6166            443          337     1           1                 0
## 6185             78          544     0           0                 0
## 6188            190         5744     0           1                 0
## 6195             97         5636     0           0                 0
## 6198           1505         4297     0           1                 0
## 6205            337         3309     0           0                 0
## 6206            335         6191     0           1                 0
## 6208           1050         3610     0           1                 0
## 6210            817         3506     0           0                 0
## 6216           1283         3655     0           1                 0
## 6231           1573         5656     0           1                 0
## 6233            664         1186     1           1                 0
## 6234            142         5851     0           0                 0
## 6246           1534         4649     0           0                 0
## 6253            343          541     0           1                 0
## 6261            472          328     0           0                 0
## 6271            609         6381     0           0                 0
## 6279           1278         1890     1           1                 0
## 6290           1204         3233     0           1                 0
## 6294           1122         3523     1           0                 0
## 6296           1158         5599     1           0                 0
## 6301            409         1463     0           0                 0
## 6303              4         4497     0           0                 1
## 6312            922         1592     0           0                 0
## 6315            114         3687     0           0                 0
## 6317           1434         1026     1           0                 0
## 6329             19         4527     0           0                 0
## 6332           1529         1713     0           1                 0
## 6334             77         4320     0           1                 0
## 6339            991          207     0           1                 0
## 6341            328         5671     0           0                 0
## 6348           1564          125     0           1                 0
## 6352            340         1612     1           0                 0
## 6355           1108         5556     0           0                 0
## 6369            603         3745     1           1                 0
## 6370           1280          189     1           1                 0
## 6374           1092         2431     0           1                 0
## 6382            118         5760     0           1                 0
## 6383           1183         2470     0           1                 0
## 6393            765          974     1           0                 0
## 6403           1021          749     0           1                 1
## 6404            157         5858     0           0                 0
## 6408            588         2695     0           1                 0
## 6409           1156         3263     1           0                 1
## 6412           1189         2265     0           1                 0
## 6414            738         2419     0           1                 0
## 6417            595         1913     0           1                 0
## 6418            682         1661     0           0                 0
## 6422            321         2390     0           0                 0
## 6424            867         1752     0           1                 0
## 6427            685         2212     0           1                 0
## 6433            770         6372     0           0                 0
## 6434            692         2972     0           0                 0
## 6442            332         4568     0           0                 0
## 6445              2         4115     1           1                 1
## 6451            440          844     0           1                 1
## 6453           1305         3652     0           1                 0
## 6456           1026         2989     0           1                 1
## 6459           1112         5941     0           1                 0
## 6475           1531          603     0           1                 0
## 6479           1479         4705     0           0                 0
## 6480           1009         5446     1           0                 0
## 6481            311         1343     1           1                 0
## 6487           1012         5449     1           1                 0
## 6490           1248         6100     1           0                 0
## 6497            843         2990     0           1                 0
## 6503            694         2804     0           0                 0
## 6504            865         5427     0           1                 0
## 6513            399         3641     0           0                 0
## 6530           1201          938     1           1                 0
## 6531           1073         1562     0           0                 0
## 6535            758         2968     0           0                 0
## 6536             90         3679     1           0                 1
## 6543           1512         4989     0           0                 0
## 6554              5          663     1           0                 1
## 6556            335         6444     0           1                 0
## 6562            434          197     0           0                 0
## 6563            763         1459     0           0                 0
## 6574            130         5655     0           0                 0
## 6581            413         1513     0           0                 0
## 6587           1253         4808     0           1                 0
## 6597            206         5745     1           1                 1
## 6618           1507         4731     1           1                 1
## 6619            341          488     0           0                 0
## 6621           1281         5002     0           0                 1
## 6625           1101         5721     1           0                 0
## 6626             41          132     1           0                 0
## 6629            736         3262     0           1                 0
## 6630            349          226     0           1                 0
## 6632            697          696     0           1                 0
## 6635           1103         2025     0           0                 1
## 6638            322         6526     0           1                 0
## 6651           1441         5328     0           1                 0
## 6654            542         1339     0           0                 0
## 6656             91         3324     0           0                 0
## 6659           1195         5635     1           0                 0
## 6673           1444         5191     0           1                 0
## 6682            565         1200     0           0                 0
## 6686           1041         4378     0           0                 0
## 6691            121         5809     0           1                 0
## 6700           1573         4279     0           1                 0
## 6702           1553         4129     0           0                 0
## 6704           1510         5209     0           1                 1
## 6711           1281         4897     0           1                 0
## 6712           1190         3346     0           0                 0
## 6713            136         5600     0           0                 1
## 6716            324         6041     0           0                 0
## 6717           1034          976     1           0                 1
## 6720           1071         4196     0           1                 0
## 6724            688          753     0           1                 0
## 6729            341         1613     0           1                 0
## 6735             27         5580     0           1                 0
## 6738            503         1561     0           0                 0
## 6740           1192         4590     0           1                 0
## 6752            763         1639     1           1                 0
## 6766           1203         4070     0           0                 1
## 6767            448         6367     0           1                 0
## 6768            329         1017     0           0                 0
## 6769            610          445     0           1                 0
## 6771           1012         1822     1           1                 0
## 6775            218         5424     1           1                 0
## 6778            350         3909     0           1                 0
## 6779            338         1610     1           0                 0
## 6781            542         5683     1           1                 0
## 6782            395          602     1           1                 0
## 6788           1022         6289     0           0                 0
## 6789            209         5887     0           0                 0
## 6798             10         3261     0           1                 0
## 6804           1472         4521     0           0                 1
## 6813            692         1991     0           0                 0
## 6815           1230         1908     0           1                 0
## 6816            348         6133     0           1                 0
## 6820            338         5399     0           1                 0
## 6826           1283         4348     1           1                 1
## 6839           1270         2229     0           1                 0
## 6847           1450         4437     0           1                 0
## 6849            212         6006     0           0                 0
## 6850             37         3072     1           0                 0
## 6861           1484         4255     0           0                 0
## 6865            323          381     0           0                 0
## 6869           1320         1373     0           0                 0
## 6873            102         3178     0           0                 0
## 6874            497         6511     1           1                 0
## 6876             27         5919     1           0                 1
## 6878           1218         2026     0           0                 0
## 6880            869         2913     0           1                 0
## 6882           1579         4210     0           0                 0
## 6895            600          563     0           1                 0
## 6903            165         5766     0           0                 0
## 6914           1006         5444     1           1                 0
## 6915            310         2545     0           1                 0
## 6919            335         3989     0           0                 0
## 6920           1114         1776     1           0                 0
## 6922            798         4259     0           1                 0
## 6925            204         5641     0           0                 0
## 6930            776         3320     0           0                 0
## 6933            459         2593     1           0                 0
## 6934            316         4430     0           1                 0
## 6940            669         1958     0           0                 0
## 6943           1244          242     1           0                 1
## 6953             49         6317     0           1                 0
## 6962            223         5169     1           0                 1
## 6964           1563         4192     0           0                 0
## 6967            675          399     0           1                 0
## 6979           1131         1041     0           0                 0
## 6985           1388         4245     0           1                 0
## 6988           1214           27     0           0                 0
## 6993            509           44     0           1                 0
## 7009            337         6116     0           0                 0
## 7012             94         5796     0           1                 0
## 7016            594         3448     1           0                 0
## 7022           1126         5776     1           1                 1
## 7025           1178          892     0           1                 0
## 7026            860         5741     0           0                 0
##      Partner_No Dependents_Yes PhoneService_Yes MultipleLines_Yes
## 6             1              0                1                 1
## 7             1              1                1                 1
## 11            0              1                1                 0
## 14            1              0                1                 1
## 16            0              1                1                 1
## 17            1              0                1                 0
## 23            1              0                1                 0
## 25            0              1                1                 0
## 28            0              1                0                 0
## 37            1              0                1                 0
## 39            1              0                1                 1
## 41            0              1                1                 0
## 45            0              0                1                 1
## 47            1              0                1                 0
## 52            1              0                1                 0
## 54            0              0                1                 1
## 58            0              1                1                 1
## 62            1              0                1                 1
## 64            0              1                1                 0
## 68            1              0                1                 0
## 74            0              1                1                 1
## 81            1              1                1                 0
## 90            0              0                0                 0
## 101           1              0                1                 0
## 105           0              0                1                 1
## 107           0              1                1                 1
## 116           0              1                1                 0
## 125           0              1                1                 0
## 135           1              0                1                 0
## 136           1              0                1                 1
## 140           0              0                1                 0
## 143           0              0                1                 1
## 159           0              1                1                 0
## 161           1              1                1                 0
## 171           0              0                1                 0
## 176           0              0                1                 1
## 180           0              0                1                 0
## 184           0              1                1                 0
## 187           1              0                1                 0
## 194           0              1                1                 1
## 198           1              0                1                 1
## 204           1              1                1                 0
## 206           1              0                1                 0
## 220           1              0                1                 0
## 245           1              0                1                 0
## 251           0              0                1                 0
## 253           0              0                0                 0
## 255           1              0                1                 0
## 263           0              0                1                 1
## 264           1              0                0                 0
## 270           0              0                1                 1
## 274           0              0                1                 1
## 275           1              0                1                 0
## 296           1              0                1                 0
## 301           1              0                1                 0
## 309           0              1                1                 1
## 314           0              0                1                 0
## 316           0              1                1                 1
## 328           1              0                1                 0
## 330           1              0                1                 1
## 331           0              1                1                 0
## 345           1              1                1                 0
## 351           0              1                1                 1
## 355           1              0                0                 0
## 359           0              0                0                 0
## 364           1              0                1                 0
## 366           1              0                1                 0
## 372           1              0                1                 1
## 386           0              0                1                 0
## 389           1              0                1                 1
## 390           1              1                1                 0
## 394           1              0                1                 0
## 398           1              0                1                 0
## 404           0              0                1                 0
## 406           1              0                1                 0
## 410           1              0                1                 0
## 414           1              0                1                 1
## 420           1              0                1                 0
## 422           1              0                1                 0
## 424           0              1                1                 1
## 425           1              0                0                 0
## 440           1              0                1                 0
## 444           1              1                1                 1
## 446           1              0                1                 1
## 457           0              1                1                 0
## 463           0              1                1                 1
## 465           0              0                1                 1
## 468           0              1                1                 1
## 472           1              0                1                 0
## 475           0              1                1                 0
## 478           0              1                1                 0
## 480           1              1                1                 0
## 503           0              1                1                 0
## 508           0              1                1                 1
## 512           0              0                1                 1
## 515           1              0                1                 1
## 523           1              0                1                 1
## 550           0              1                1                 1
## 551           0              1                1                 1
## 565           0              1                1                 0
## 566           0              1                1                 0
## 567           0              0                1                 1
## 572           1              0                1                 0
## 583           0              1                1                 0
## 585           1              0                1                 1
## 588           0              0                1                 1
## 593           1              0                1                 0
## 606           0              1                1                 0
## 610           0              1                0                 0
## 614           1              0                1                 1
## 626           0              0                1                 1
## 628           1              0                1                 1
## 629           0              0                1                 1
## 632           0              1                1                 1
## 633           1              0                1                 0
## 636           1              0                1                 0
## 637           0              0                1                 1
## 644           0              1                1                 1
## 646           1              0                1                 0
## 647           0              1                1                 1
## 658           0              1                1                 0
## 663           0              1                1                 1
## 671           0              1                1                 1
## 682           1              0                1                 0
## 686           1              0                1                 1
## 690           1              0                1                 0
## 694           1              0                1                 0
## 701           1              0                1                 1
## 706           1              0                1                 0
## 710           1              0                1                 0
## 722           0              1                1                 1
## 726           1              0                1                 1
## 729           1              0                1                 1
## 732           0              1                1                 0
## 741           1              0                1                 0
## 744           1              0                1                 0
## 754           1              0                1                 1
## 756           1              0                1                 0
## 760           1              0                1                 0
## 764           1              0                0                 0
## 765           1              0                1                 1
## 773           0              0                1                 0
## 778           1              0                1                 0
## 787           0              1                1                 1
## 790           1              0                1                 1
## 802           0              0                1                 0
## 814           1              0                1                 1
## 825           0              0                1                 1
## 829           0              0                1                 1
## 836           1              0                1                 0
## 841           0              1                1                 0
## 842           1              0                0                 0
## 843           1              0                1                 0
## 846           0              1                0                 0
## 847           0              0                1                 1
## 851           1              0                1                 1
## 858           0              1                0                 0
## 860           0              1                1                 1
## 861           0              0                1                 0
## 871           1              1                1                 0
## 873           1              1                1                 1
## 883           0              1                0                 0
## 887           0              1                1                 0
## 896           1              0                1                 1
## 899           1              0                1                 0
## 905           1              0                1                 0
## 912           1              0                1                 0
## 925           1              0                1                 1
## 926           1              0                1                 0
## 940           1              0                1                 0
## 947           0              1                1                 0
## 948           1              0                1                 0
## 951           1              0                1                 0
## 957           0              1                1                 0
## 958           0              0                0                 0
## 962           1              0                1                 0
## 966           1              0                1                 0
## 967           1              0                1                 1
## 973           1              0                1                 1
## 981           1              0                1                 1
## 985           1              0                1                 0
## 998           1              0                1                 0
## 999           0              0                1                 1
## 1000          0              1                1                 0
## 1009          0              1                0                 0
## 1021          0              0                1                 0
## 1022          1              0                1                 0
## 1030          1              0                1                 0
## 1032          0              0                1                 0
## 1036          0              0                1                 0
## 1039          1              1                1                 0
## 1041          0              1                1                 0
## 1044          1              0                1                 1
## 1050          1              0                1                 1
## 1052          0              0                1                 1
## 1056          0              1                1                 0
## 1058          0              1                1                 0
## 1063          1              0                1                 1
## 1064          0              0                1                 0
## 1065          0              0                1                 0
## 1068          1              0                1                 0
## 1071          1              0                1                 1
## 1091          0              1                1                 1
## 1096          0              1                1                 1
## 1098          0              1                1                 0
## 1114          1              0                1                 1
## 1120          0              1                1                 0
## 1129          0              0                1                 1
## 1137          1              1                1                 1
## 1144          1              0                1                 1
## 1145          1              0                1                 1
## 1150          0              0                1                 0
## 1156          0              0                1                 0
## 1166          1              0                0                 0
## 1171          1              0                1                 1
## 1173          1              0                1                 1
## 1179          1              0                0                 0
## 1186          1              0                1                 0
## 1195          1              0                1                 0
## 1202          1              0                1                 1
## 1203          1              0                1                 0
## 1204          1              1                1                 0
## 1209          1              0                1                 0
## 1210          0              1                1                 0
## 1216          0              1                1                 1
## 1218          1              0                0                 0
## 1219          0              1                1                 0
## 1225          0              0                1                 1
## 1226          0              0                1                 1
## 1227          0              1                1                 1
## 1228          1              0                1                 0
## 1234          1              0                1                 0
## 1241          1              0                1                 0
## 1247          0              0                1                 1
## 1249          1              0                1                 0
## 1254          1              0                0                 0
## 1271          0              1                1                 1
## 1272          0              0                1                 0
## 1278          1              0                1                 0
## 1282          0              0                1                 0
## 1293          1              0                1                 0
## 1295          0              1                0                 0
## 1303          1              0                1                 1
## 1305          1              0                1                 1
## 1316          1              1                1                 0
## 1333          0              0                1                 0
## 1336          0              0                1                 1
## 1341          0              0                1                 1
## 1351          1              0                1                 0
## 1352          1              0                1                 1
## 1356          1              0                1                 1
## 1357          1              0                1                 1
## 1361          0              0                0                 0
## 1368          1              0                1                 0
## 1377          1              0                1                 0
## 1379          1              0                1                 1
## 1382          1              0                1                 1
## 1383          0              1                1                 1
## 1391          0              0                1                 1
## 1398          1              1                0                 0
## 1399          1              0                1                 0
## 1400          1              0                1                 1
## 1405          0              1                1                 1
## 1415          0              1                1                 0
## 1433          1              0                1                 1
## 1441          1              0                1                 1
## 1453          0              0                1                 1
## 1458          0              0                1                 0
## 1467          0              0                1                 1
## 1472          1              0                1                 0
## 1476          1              0                0                 0
## 1478          1              0                1                 0
## 1483          1              0                1                 1
## 1487          1              0                1                 0
## 1492          1              0                1                 0
## 1510          1              1                1                 0
## 1512          0              0                1                 1
## 1518          1              0                1                 0
## 1523          0              1                1                 0
## 1531          0              0                1                 1
## 1537          1              0                1                 0
## 1542          1              0                1                 0
## 1550          1              0                1                 0
## 1552          1              0                1                 0
## 1554          1              0                1                 1
## 1556          1              1                0                 0
## 1558          0              1                0                 0
## 1566          0              1                1                 0
## 1570          1              1                1                 0
## 1580          1              0                0                 0
## 1601          1              0                1                 0
## 1604          1              0                1                 0
## 1605          0              0                1                 1
## 1609          1              0                1                 0
## 1610          0              0                0                 0
## 1612          0              1                1                 0
## 1613          1              0                1                 1
## 1616          0              1                0                 0
## 1627          0              0                1                 1
## 1629          1              0                1                 0
## 1631          1              0                1                 0
## 1636          0              1                1                 0
## 1637          0              0                1                 1
## 1642          0              1                1                 1
## 1656          0              0                1                 1
## 1657          0              0                1                 1
## 1660          1              0                1                 1
## 1661          1              0                1                 1
## 1668          0              1                1                 1
## 1692          1              0                1                 1
## 1693          0              1                1                 0
## 1698          0              0                1                 1
## 1701          0              0                1                 1
## 1702          1              0                1                 1
## 1705          1              0                1                 1
## 1712          1              0                1                 0
## 1715          1              0                1                 0
## 1725          0              0                1                 1
## 1732          1              0                1                 0
## 1743          0              1                1                 1
## 1745          1              0                1                 1
## 1755          1              0                1                 0
## 1759          1              0                1                 0
## 1763          0              0                1                 1
## 1766          1              0                1                 1
## 1769          0              1                1                 0
## 1770          0              1                1                 0
## 1778          1              0                1                 1
## 1790          0              1                1                 1
## 1794          1              0                1                 1
## 1799          1              0                0                 0
## 1800          0              1                1                 0
## 1801          0              1                1                 1
## 1805          0              0                1                 1
## 1806          0              1                1                 1
## 1809          1              0                1                 0
## 1817          0              0                1                 1
## 1820          0              1                1                 0
## 1821          1              0                1                 1
## 1824          1              0                1                 1
## 1828          0              0                0                 0
## 1829          1              0                1                 0
## 1833          1              0                1                 0
## 1839          0              1                1                 0
## 1840          0              0                1                 0
## 1841          1              0                0                 0
## 1843          0              1                1                 0
## 1846          0              0                1                 1
## 1852          1              0                1                 0
## 1856          0              1                1                 0
## 1859          0              0                1                 1
## 1872          0              0                1                 1
## 1874          1              0                1                 0
## 1875          1              0                1                 0
## 1881          0              1                1                 0
## 1882          0              1                1                 0
## 1889          1              1                1                 1
## 1891          1              1                1                 1
## 1908          0              1                1                 0
## 1916          0              0                1                 0
## 1920          0              1                1                 1
## 1922          0              1                1                 1
## 1925          0              1                1                 0
## 1929          1              0                1                 0
## 1937          1              0                1                 0
## 1955          0              1                0                 0
## 1968          0              1                1                 1
## 1969          0              1                1                 0
## 1980          0              1                1                 1
## 1982          0              1                1                 1
## 1986          1              0                1                 1
## 1988          1              0                1                 0
## 1989          0              1                1                 0
## 1993          0              1                1                 1
## 2003          1              0                1                 0
## 2005          0              1                1                 1
## 2009          1              1                1                 0
## 2012          1              0                1                 1
## 2014          1              0                1                 0
## 2019          0              0                1                 1
## 2029          1              0                1                 0
## 2031          1              1                1                 0
## 2038          1              0                1                 1
## 2056          0              1                1                 1
## 2061          1              0                1                 1
## 2064          1              0                1                 1
## 2068          1              1                1                 0
## 2073          1              0                1                 0
## 2075          0              1                1                 1
## 2079          1              0                1                 0
## 2086          0              1                0                 0
## 2087          1              1                1                 0
## 2089          1              1                1                 1
## 2091          1              0                1                 0
## 2092          1              0                1                 0
## 2095          0              0                1                 1
## 2097          0              0                1                 1
## 2100          0              0                1                 1
## 2104          1              0                1                 0
## 2106          1              0                1                 0
## 2110          1              0                1                 0
## 2112          1              0                1                 1
## 2114          0              1                1                 0
## 2117          1              0                1                 0
## 2119          1              0                1                 1
## 2121          0              1                1                 1
## 2127          0              1                0                 0
## 2129          1              0                1                 0
## 2130          1              0                1                 0
## 2131          1              0                1                 1
## 2134          0              1                1                 0
## 2135          1              0                1                 0
## 2138          1              1                1                 0
## 2145          1              0                1                 1
## 2152          1              0                1                 0
## 2158          0              0                1                 1
## 2161          1              0                1                 0
## 2167          1              0                1                 0
## 2170          1              0                1                 0
## 2171          1              0                1                 0
## 2173          0              0                1                 1
## 2177          0              1                1                 1
## 2178          0              1                1                 1
## 2188          0              0                1                 0
## 2189          1              1                1                 0
## 2204          0              0                1                 1
## 2207          0              0                1                 1
## 2208          1              0                1                 0
## 2210          1              0                1                 0
## 2220          0              0                1                 0
## 2232          1              0                1                 0
## 2241          0              0                1                 1
## 2245          1              0                1                 0
## 2247          1              0                1                 0
## 2249          0              0                1                 0
## 2254          1              0                1                 0
## 2263          0              0                1                 1
## 2267          1              0                1                 0
## 2271          0              1                1                 1
## 2273          1              0                1                 1
## 2279          1              0                1                 0
## 2281          0              0                1                 1
## 2283          0              0                1                 1
## 2285          0              1                1                 1
## 2299          1              0                1                 0
## 2302          1              0                1                 0
## 2305          1              0                1                 1
## 2306          1              0                0                 0
## 2314          0              1                1                 1
## 2317          1              0                1                 1
## 2337          0              0                1                 1
## 2353          0              0                1                 1
## 2369          0              1                1                 0
## 2370          1              0                1                 0
## 2379          0              1                0                 0
## 2380          0              0                1                 1
## 2384          1              0                1                 0
## 2385          0              1                1                 1
## 2386          0              1                1                 0
## 2394          0              1                0                 0
## 2400          0              1                1                 1
## 2403          0              0                1                 0
## 2409          0              1                0                 0
## 2417          1              0                0                 0
## 2419          1              0                1                 0
## 2423          1              0                0                 0
## 2429          1              0                0                 0
## 2431          1              1                1                 0
## 2446          0              1                1                 1
## 2448          1              0                1                 1
## 2469          0              1                1                 0
## 2476          0              0                1                 1
## 2477          0              0                1                 1
## 2480          0              1                1                 0
## 2483          1              0                1                 0
## 2488          0              0                0                 0
## 2489          0              0                1                 1
## 2490          1              0                1                 1
## 2493          0              0                1                 0
## 2498          1              0                1                 1
## 2520          1              1                1                 0
## 2542          1              0                1                 0
## 2551          1              0                1                 0
## 2560          1              0                1                 1
## 2561          0              1                1                 1
## 2570          1              0                1                 1
## 2577          1              0                1                 0
## 2578          1              1                1                 1
## 2586          0              0                1                 0
## 2590          0              0                1                 1
## 2593          0              0                1                 1
## 2596          1              0                1                 0
## 2598          0              1                1                 1
## 2606          1              1                0                 0
## 2611          1              0                1                 1
## 2613          1              0                1                 0
## 2618          0              1                1                 1
## 2619          1              1                1                 1
## 2626          0              0                1                 1
## 2629          0              0                1                 1
## 2630          0              0                1                 0
## 2632          0              0                1                 1
## 2641          1              0                1                 0
## 2643          1              0                1                 0
## 2655          1              0                1                 1
## 2660          0              1                1                 1
## 2662          1              1                1                 0
## 2664          1              1                1                 0
## 2670          1              0                1                 0
## 2673          1              0                1                 0
## 2680          1              0                1                 1
## 2681          0              0                1                 1
## 2684          0              0                1                 1
## 2688          1              0                1                 0
## 2698          1              0                1                 0
## 2707          0              1                1                 0
## 2708          1              0                0                 0
## 2712          0              0                1                 0
## 2724          1              0                0                 0
## 2725          1              0                1                 1
## 2734          0              1                1                 0
## 2737          1              0                1                 0
## 2752          1              0                1                 0
## 2753          0              1                1                 1
## 2760          0              1                1                 1
## 2765          1              0                1                 0
## 2769          0              0                0                 0
## 2771          0              0                1                 1
## 2772          0              0                1                 0
## 2780          1              1                1                 0
## 2788          1              0                1                 0
## 2793          1              0                1                 1
## 2804          0              1                1                 0
## 2805          1              0                0                 0
## 2807          0              1                1                 0
## 2811          1              0                1                 0
## 2817          0              0                1                 1
## 2827          0              0                1                 1
## 2830          0              1                1                 0
## 2833          1              0                1                 0
## 2834          1              0                1                 0
## 2838          1              0                0                 0
## 2853          0              1                1                 0
## 2857          1              0                1                 0
## 2860          1              0                1                 0
## 2861          0              1                1                 1
## 2863          1              0                1                 0
## 2873          0              1                1                 1
## 2880          0              1                1                 1
## 2891          0              0                1                 0
## 2892          1              0                1                 0
## 2898          1              0                1                 0
## 2899          0              1                0                 0
## 2900          1              0                1                 0
## 2913          0              1                1                 0
## 2915          0              0                0                 0
## 2917          1              0                1                 1
## 2919          1              0                1                 0
## 2924          0              1                1                 0
## 2927          1              1                1                 1
## 2934          0              0                1                 1
## 2940          1              0                0                 0
## 2942          0              1                1                 1
## 2943          0              1                1                 0
## 2945          1              0                1                 0
## 2951          1              0                1                 1
## 2953          1              0                1                 1
## 2956          1              0                1                 1
## 2958          0              1                0                 0
## 2961          1              0                1                 1
## 2967          0              1                1                 1
## 2976          1              0                1                 1
## 2977          1              0                1                 0
## 2984          0              0                1                 1
## 2987          0              0                1                 0
## 2989          0              1                1                 0
## 2991          1              0                0                 0
## 3000          0              1                1                 0
## 3005          1              0                1                 1
## 3008          0              1                1                 1
## 3012          1              0                1                 0
## 3015          0              1                1                 0
## 3016          1              1                0                 0
## 3019          0              1                1                 1
## 3022          0              0                1                 1
## 3023          1              0                1                 0
## 3025          0              1                1                 1
## 3032          1              0                0                 0
## 3033          1              0                1                 0
## 3035          0              0                0                 0
## 3038          1              0                0                 0
## 3041          0              0                1                 0
## 3042          0              0                1                 1
## 3046          1              0                1                 0
## 3049          0              1                1                 1
## 3063          1              0                1                 0
## 3066          1              0                0                 0
## 3071          0              0                1                 1
## 3073          0              0                1                 0
## 3074          1              0                1                 1
## 3079          0              1                1                 1
## 3080          1              0                1                 0
## 3084          0              1                1                 0
## 3088          1              0                0                 0
## 3090          1              0                1                 0
## 3096          0              0                1                 1
## 3111          1              0                1                 1
## 3123          1              0                0                 0
## 3127          0              0                1                 1
## 3144          1              0                1                 0
## 3146          1              0                0                 0
## 3152          1              0                1                 0
## 3154          0              0                1                 0
## 3175          1              0                1                 0
## 3176          1              0                1                 0
## 3177          0              0                1                 1
## 3181          1              0                0                 0
## 3191          1              0                1                 0
## 3193          0              1                1                 0
## 3195          1              0                1                 1
## 3199          0              0                1                 1
## 3204          0              0                1                 1
## 3208          0              0                1                 0
## 3214          1              0                1                 0
## 3216          0              0                1                 1
## 3233          0              1                1                 0
## 3238          1              1                1                 0
## 3240          1              0                1                 1
## 3242          1              0                1                 0
## 3246          0              0                1                 0
## 3248          0              1                1                 1
## 3264          0              1                1                 1
## 3266          1              0                1                 1
## 3275          0              1                1                 0
## 3280          1              0                1                 1
## 3281          0              0                1                 0
## 3288          1              0                0                 0
## 3289          1              0                1                 1
## 3293          0              0                1                 1
## 3294          1              0                1                 0
## 3296          0              1                1                 0
## 3301          1              0                1                 1
## 3303          0              1                1                 1
## 3305          1              0                1                 0
## 3307          1              0                0                 0
## 3309          1              0                1                 0
## 3313          0              0                1                 0
## 3315          1              0                1                 0
## 3317          0              0                1                 1
## 3327          1              0                1                 0
## 3329          1              0                1                 1
## 3333          1              0                1                 0
## 3346          1              0                1                 0
## 3352          1              1                1                 0
## 3353          1              0                1                 0
## 3354          1              0                1                 0
## 3358          0              0                0                 0
## 3364          1              0                1                 1
## 3373          0              0                1                 0
## 3374          1              0                1                 0
## 3375          0              0                1                 1
## 3377          0              1                1                 1
## 3378          0              0                1                 1
## 3384          1              0                1                 0
## 3386          1              0                1                 0
## 3395          1              0                1                 1
## 3399          1              1                1                 0
## 3400          0              1                1                 1
## 3402          0              0                1                 0
## 3405          1              0                1                 0
## 3413          0              0                1                 1
## 3423          0              0                1                 1
## 3429          1              0                1                 0
## 3436          0              1                1                 0
## 3442          1              0                1                 1
## 3445          0              0                1                 1
## 3446          0              0                1                 0
## 3458          1              0                1                 1
## 3475          0              0                1                 0
## 3477          1              0                1                 0
## 3478          1              0                1                 0
## 3479          0              0                1                 0
## 3482          0              1                1                 0
## 3498          1              0                1                 1
## 3500          1              0                0                 0
## 3504          1              0                1                 0
## 3511          1              0                1                 0
## 3535          0              1                1                 0
## 3536          0              0                0                 0
## 3539          0              0                1                 1
## 3541          0              0                1                 1
## 3544          0              1                1                 0
## 3548          1              0                1                 1
## 3558          1              0                1                 1
## 3564          1              0                1                 0
## 3565          0              1                1                 0
## 3566          1              0                1                 0
## 3568          0              1                1                 0
## 3570          1              0                0                 0
## 3571          0              1                1                 1
## 3575          1              1                1                 0
## 3576          0              1                1                 0
## 3579          0              0                1                 0
## 3587          1              0                1                 0
## 3601          0              0                1                 1
## 3603          1              0                1                 1
## 3612          0              0                0                 0
## 3616          0              1                0                 0
## 3621          1              1                1                 0
## 3625          1              0                1                 0
## 3632          1              0                1                 0
## 3635          0              0                1                 1
## 3639          1              1                1                 1
## 3642          1              0                1                 0
## 3646          0              0                1                 0
## 3648          0              0                0                 0
## 3650          0              0                1                 0
## 3653          1              0                1                 0
## 3654          0              0                1                 1
## 3657          1              0                1                 0
## 3660          0              0                1                 1
## 3683          1              0                1                 1
## 3688          1              0                1                 1
## 3692          0              1                1                 1
## 3696          0              1                1                 1
## 3697          1              0                1                 1
## 3702          0              1                1                 0
## 3703          1              0                1                 0
## 3705          0              1                1                 0
## 3717          1              1                0                 0
## 3720          1              0                1                 0
## 3725          0              0                1                 1
## 3727          0              1                1                 1
## 3728          1              1                0                 0
## 3729          1              0                1                 1
## 3730          0              0                1                 1
## 3735          0              1                1                 0
## 3737          1              0                1                 1
## 3741          0              0                1                 0
## 3747          1              0                1                 0
## 3752          1              0                1                 0
## 3756          0              0                1                 1
## 3758          0              0                1                 0
## 3759          1              0                1                 1
## 3765          0              0                1                 0
## 3769          0              1                1                 1
## 3772          0              1                1                 0
## 3774          0              1                1                 1
## 3779          1              0                1                 1
## 3783          0              0                1                 0
## 3798          0              0                1                 1
## 3801          1              0                1                 0
## 3805          0              1                1                 0
## 3806          1              0                1                 0
## 3809          0              0                1                 1
## 3828          0              1                1                 0
## 3834          0              0                1                 1
## 3840          0              1                1                 0
## 3844          0              0                1                 0
## 3847          1              0                1                 1
## 3848          0              0                1                 1
## 3849          0              1                1                 0
## 3857          0              0                1                 1
## 3868          1              0                1                 0
## 3871          0              1                0                 0
## 3873          1              0                1                 0
## 3878          0              0                1                 1
## 3882          1              0                1                 0
## 3884          0              0                1                 1
## 3885          0              0                1                 1
## 3886          1              0                1                 0
## 3890          0              1                1                 0
## 3891          0              1                1                 1
## 3892          1              0                1                 1
## 3893          0              0                1                 1
## 3912          0              1                1                 0
## 3918          0              1                1                 1
## 3922          0              0                1                 0
## 3929          0              0                1                 0
## 3936          1              0                1                 0
## 3937          1              0                1                 0
## 3938          0              1                1                 0
## 3939          1              0                0                 0
## 3941          1              0                1                 0
## 3943          1              1                1                 1
## 3950          0              0                1                 1
## 3951          0              0                1                 1
## 3957          1              0                1                 0
## 3965          1              0                1                 1
## 3973          0              1                1                 1
## 3984          1              0                1                 0
## 3986          1              0                1                 1
## 3992          0              1                1                 0
## 3994          1              0                1                 1
## 3999          1              0                1                 1
## 4004          1              0                1                 0
## 4005          0              1                1                 0
## 4008          1              0                1                 1
## 4020          0              1                1                 1
## 4024          1              1                1                 0
## 4033          1              0                1                 1
## 4035          1              0                0                 0
## 4038          0              0                1                 1
## 4054          0              1                1                 1
## 4062          0              1                1                 0
## 4063          0              1                1                 0
## 4069          1              0                0                 0
## 4074          0              1                1                 1
## 4086          1              0                1                 0
## 4091          1              1                1                 0
## 4093          1              0                0                 0
## 4102          0              1                1                 0
## 4104          0              0                1                 0
## 4105          1              0                1                 0
## 4107          1              0                1                 0
## 4112          1              0                1                 0
## 4115          0              0                1                 1
## 4117          0              0                1                 0
## 4120          0              1                1                 0
## 4124          1              0                0                 0
## 4130          0              0                1                 0
## 4133          1              0                1                 1
## 4135          1              0                0                 0
## 4137          1              0                1                 1
## 4143          0              0                0                 0
## 4144          0              0                1                 0
## 4145          1              0                0                 0
## 4150          1              0                1                 0
## 4153          1              0                1                 1
## 4155          1              0                1                 0
## 4159          1              0                1                 1
## 4160          1              0                1                 0
## 4164          0              0                1                 1
## 4170          0              1                1                 0
## 4178          0              0                1                 1
## 4179          1              0                1                 0
## 4185          0              0                1                 1
## 4196          0              0                1                 0
## 4198          1              0                1                 0
## 4203          0              1                1                 0
## 4208          1              0                1                 1
## 4210          1              0                1                 1
## 4211          0              0                1                 1
## 4212          1              0                1                 1
## 4214          0              1                1                 0
## 4224          1              0                1                 0
## 4227          0              0                0                 0
## 4233          0              1                0                 0
## 4236          1              0                1                 0
## 4247          0              1                1                 1
## 4253          1              0                1                 0
## 4255          1              0                1                 0
## 4257          0              0                1                 1
## 4272          0              0                1                 0
## 4274          0              1                1                 0
## 4278          1              0                1                 0
## 4280          0              0                1                 1
## 4285          0              1                1                 1
## 4287          1              0                1                 0
## 4300          0              1                1                 1
## 4303          1              0                0                 0
## 4313          1              0                1                 1
## 4315          1              0                1                 1
## 4316          1              0                1                 0
## 4323          0              1                1                 1
## 4332          1              0                0                 0
## 4334          1              1                1                 0
## 4336          1              0                1                 1
## 4340          0              0                1                 1
## 4342          1              0                1                 0
## 4352          0              1                1                 0
## 4353          1              0                1                 1
## 4354          0              0                1                 1
## 4366          0              1                1                 0
## 4372          0              0                1                 0
## 4375          1              0                1                 1
## 4377          0              0                1                 0
## 4379          0              1                1                 0
## 4380          1              1                1                 0
## 4381          1              0                1                 0
## 4384          1              0                1                 0
## 4385          0              1                1                 0
## 4394          0              1                1                 1
## 4400          1              1                1                 0
## 4404          0              0                0                 0
## 4430          0              0                1                 1
## 4444          1              0                1                 1
## 4445          0              0                1                 0
## 4451          0              1                1                 1
## 4460          0              0                1                 1
## 4462          1              0                1                 0
## 4463          1              0                1                 0
## 4467          1              0                0                 0
## 4468          1              0                1                 0
## 4474          0              0                0                 0
## 4477          1              0                1                 0
## 4481          0              0                1                 0
## 4482          0              1                1                 1
## 4487          1              0                1                 0
## 4488          1              0                1                 0
## 4491          0              1                1                 0
## 4497          1              0                1                 0
## 4499          0              0                1                 1
## 4505          1              0                1                 1
## 4509          0              1                1                 1
## 4519          1              0                1                 0
## 4520          1              0                1                 0
## 4522          1              0                1                 0
## 4524          0              1                1                 1
## 4529          1              0                1                 0
## 4530          0              0                0                 0
## 4537          0              0                1                 0
## 4551          1              0                1                 1
## 4557          1              0                1                 0
## 4558          0              0                0                 0
## 4559          0              0                1                 0
## 4567          0              0                1                 1
## 4568          1              0                1                 1
## 4583          1              0                1                 1
## 4584          1              0                1                 0
## 4597          1              0                1                 0
## 4608          0              0                1                 1
## 4621          0              0                1                 0
## 4624          1              0                1                 1
## 4629          0              1                1                 0
## 4631          1              0                1                 1
## 4647          0              1                1                 0
## 4655          1              1                1                 0
## 4657          1              0                1                 1
## 4659          1              0                1                 0
## 4667          0              1                1                 0
## 4671          1              1                1                 1
## 4678          0              0                1                 1
## 4690          0              0                1                 0
## 4693          1              0                1                 0
## 4698          1              0                1                 0
## 4701          0              1                1                 0
## 4718          1              0                1                 1
## 4720          0              0                1                 0
## 4724          0              1                1                 0
## 4726          0              0                1                 0
## 4729          0              1                1                 1
## 4743          1              0                0                 0
## 4745          1              0                1                 0
## 4755          1              0                1                 0
## 4762          0              1                1                 0
## 4769          0              0                1                 0
## 4771          1              1                1                 1
## 4775          1              0                1                 0
## 4780          0              0                1                 0
## 4781          1              0                1                 1
## 4784          0              0                1                 0
## 4785          0              0                1                 1
## 4790          0              1                1                 1
## 4799          1              0                1                 0
## 4806          1              1                1                 0
## 4822          1              0                1                 0
## 4827          0              1                1                 1
## 4833          1              0                0                 0
## 4837          1              1                1                 0
## 4838          0              1                0                 0
## 4843          1              0                1                 0
## 4851          0              1                1                 0
## 4852          0              0                1                 1
## 4855          1              0                1                 0
## 4859          1              0                1                 1
## 4861          0              0                1                 1
## 4862          1              0                1                 1
## 4869          1              0                1                 0
## 4881          1              0                1                 0
## 4883          0              1                1                 0
## 4884          0              0                1                 1
## 4892          1              1                1                 1
## 4895          1              0                1                 0
## 4902          0              0                1                 0
## 4904          0              0                1                 0
## 4908          0              1                0                 0
## 4909          1              0                1                 1
## 4911          0              1                1                 0
## 4920          0              0                1                 0
## 4941          1              0                1                 0
## 4953          1              0                1                 1
## 4960          1              0                1                 1
## 4963          1              0                0                 0
## 4964          1              0                1                 0
## 4970          0              1                1                 0
## 4971          1              0                1                 0
## 4982          1              1                0                 0
## 4984          1              0                1                 0
## 4987          1              0                1                 0
## 4990          1              0                1                 0
## 4996          0              1                1                 1
## 4997          0              0                1                 1
## 5002          0              0                1                 1
## 5007          0              0                0                 0
## 5011          0              1                1                 0
## 5012          1              0                1                 1
## 5013          1              0                1                 0
## 5019          0              1                1                 0
## 5022          0              0                1                 0
## 5023          1              1                1                 0
## 5027          0              1                0                 0
## 5040          1              0                1                 1
## 5043          0              0                1                 1
## 5051          1              0                1                 0
## 5060          0              1                1                 0
## 5065          0              0                1                 1
## 5069          0              1                1                 0
## 5077          0              1                1                 0
## 5079          1              0                1                 0
## 5089          0              1                1                 1
## 5096          0              1                1                 0
## 5103          1              0                1                 1
## 5106          0              1                1                 1
## 5107          1              0                1                 1
## 5112          1              0                1                 0
## 5114          1              0                1                 1
## 5115          0              1                1                 0
## 5126          0              0                1                 1
## 5135          1              0                1                 1
## 5141          0              0                1                 1
## 5144          1              0                1                 0
## 5150          0              1                1                 0
## 5152          1              0                1                 1
## 5154          1              1                1                 0
## 5163          1              0                1                 0
## 5172          1              0                1                 0
## 5178          1              1                1                 0
## 5184          0              1                1                 1
## 5187          1              1                1                 0
## 5192          1              0                1                 1
## 5196          1              1                1                 0
## 5200          0              0                0                 0
## 5218          0              1                1                 0
## 5237          0              1                1                 0
## 5239          1              0                1                 1
## 5242          1              0                1                 1
## 5250          1              0                1                 1
## 5257          1              0                1                 1
## 5261          1              0                1                 0
## 5284          1              0                0                 0
## 5285          1              0                1                 1
## 5290          0              0                1                 1
## 5291          0              0                1                 1
## 5294          0              1                1                 0
## 5299          0              1                1                 0
## 5306          0              0                0                 0
## 5309          1              0                1                 0
## 5311          0              0                1                 1
## 5314          0              0                1                 0
## 5319          0              1                1                 0
## 5325          0              1                1                 0
## 5333          1              0                1                 1
## 5338          1              0                1                 1
## 5342          0              1                1                 1
## 5352          0              1                1                 1
## 5363          1              0                1                 1
## 5369          1              0                1                 0
## 5380          0              1                1                 0
## 5390          1              0                1                 0
## 5399          0              1                1                 0
## 5404          0              0                1                 1
## 5409          0              1                1                 0
## 5415          1              0                1                 0
## 5417          1              0                1                 1
## 5419          1              0                1                 1
## 5422          1              0                1                 1
## 5438          1              0                1                 0
## 5439          1              0                1                 0
## 5440          0              1                1                 1
## 5446          0              0                1                 0
## 5447          1              0                1                 0
## 5448          1              0                0                 0
## 5449          0              1                1                 0
## 5469          0              1                1                 1
## 5475          0              0                1                 1
## 5487          1              0                1                 0
## 5489          0              1                0                 0
## 5497          0              1                0                 0
## 5505          1              0                1                 0
## 5507          0              1                1                 0
## 5508          1              0                1                 1
## 5509          0              1                1                 0
## 5512          1              0                1                 1
## 5517          0              1                1                 1
## 5518          0              1                1                 1
## 5527          0              1                1                 1
## 5528          1              0                0                 0
## 5537          0              0                1                 0
## 5548          1              0                1                 0
## 5558          0              0                1                 1
## 5581          1              0                1                 0
## 5587          1              0                1                 0
## 5592          0              1                1                 0
## 5598          1              1                1                 0
## 5600          0              1                1                 0
## 5610          1              0                1                 0
## 5611          0              0                1                 0
## 5617          1              1                1                 0
## 5621          1              0                1                 0
## 5628          0              0                0                 0
## 5636          0              0                1                 0
## 5640          0              1                0                 0
## 5641          0              0                1                 0
## 5650          0              0                1                 1
## 5653          1              0                1                 0
## 5654          1              0                1                 0
## 5656          1              0                1                 0
## 5668          0              1                1                 0
## 5671          1              0                1                 1
## 5677          0              1                1                 0
## 5680          0              1                1                 0
## 5683          1              0                1                 0
## 5692          0              0                1                 1
## 5694          0              1                1                 1
## 5697          1              0                1                 0
## 5703          0              0                1                 1
## 5704          1              0                1                 0
## 5714          0              0                1                 1
## 5720          1              0                1                 1
## 5729          0              1                1                 0
## 5735          1              0                1                 0
## 5737          0              1                1                 1
## 5745          1              0                1                 0
## 5746          0              1                1                 0
## 5751          1              0                1                 0
## 5756          1              0                1                 1
## 5760          0              0                1                 0
## 5771          1              0                1                 0
## 5772          0              1                1                 0
## 5773          1              0                1                 0
## 5777          0              1                1                 0
## 5784          1              0                1                 0
## 5785          1              0                1                 1
## 5786          0              0                1                 1
## 5788          0              1                0                 0
## 5796          0              1                1                 1
## 5798          1              1                1                 0
## 5810          1              0                1                 1
## 5811          0              1                1                 1
## 5812          0              0                1                 0
## 5816          0              1                1                 1
## 5821          0              1                0                 0
## 5823          1              0                1                 0
## 5826          0              0                1                 1
## 5832          0              1                1                 0
## 5833          1              0                0                 0
## 5834          1              0                1                 1
## 5836          0              0                1                 0
## 5840          0              1                1                 1
## 5842          1              0                1                 0
## 5844          0              0                1                 0
## 5850          1              0                1                 0
## 5853          1              0                1                 0
## 5856          0              0                1                 0
## 5858          1              0                1                 0
## 5864          1              1                1                 0
## 5869          1              0                1                 1
## 5870          1              0                1                 0
## 5873          1              0                1                 0
## 5874          0              1                1                 0
## 5876          0              0                0                 0
## 5879          1              1                1                 0
## 5885          0              1                1                 1
## 5892          0              1                0                 0
## 5893          0              1                1                 1
## 5900          1              0                1                 0
## 5908          1              0                1                 1
## 5925          1              0                1                 1
## 5927          1              0                1                 0
## 5942          1              1                0                 0
## 5945          1              0                1                 0
## 5947          0              1                1                 0
## 5949          0              0                1                 0
## 5953          1              0                0                 0
## 5956          0              1                1                 0
## 5960          1              0                1                 1
## 5962          0              0                1                 1
## 5965          1              0                1                 1
## 5967          0              1                1                 0
## 5981          0              0                1                 1
## 5984          0              1                1                 1
## 5992          1              1                1                 0
## 5995          0              0                1                 1
## 5996          0              1                1                 0
## 5997          1              0                1                 1
## 6003          0              1                1                 0
## 6008          1              0                1                 1
## 6010          1              0                1                 0
## 6012          0              1                0                 0
## 6014          1              0                1                 0
## 6016          0              0                1                 1
## 6018          1              0                1                 0
## 6019          0              1                1                 1
## 6020          0              0                1                 0
## 6023          0              1                0                 0
## 6025          1              0                1                 1
## 6027          0              0                1                 1
## 6036          1              1                1                 1
## 6045          1              1                1                 1
## 6053          1              1                1                 1
## 6058          1              0                1                 0
## 6063          0              1                1                 1
## 6070          0              0                1                 1
## 6072          1              0                0                 0
## 6077          1              0                1                 1
## 6079          1              1                0                 0
## 6080          1              0                1                 0
## 6082          0              1                1                 0
## 6087          1              0                1                 0
## 6089          0              1                1                 1
## 6092          0              0                1                 1
## 6094          0              0                1                 1
## 6098          1              0                1                 0
## 6105          1              0                1                 1
## 6109          1              0                1                 0
## 6113          0              1                1                 0
## 6119          0              0                1                 1
## 6120          0              0                1                 0
## 6124          1              0                0                 0
## 6127          0              1                1                 1
## 6131          1              1                1                 0
## 6134          0              0                1                 1
## 6140          1              0                1                 1
## 6141          1              0                0                 0
## 6145          0              1                1                 0
## 6147          0              0                1                 0
## 6150          1              0                1                 0
## 6156          0              0                1                 1
## 6157          1              0                1                 0
## 6160          1              0                1                 0
## 6166          1              0                0                 0
## 6185          1              1                1                 1
## 6188          1              0                1                 1
## 6195          0              1                1                 1
## 6198          0              0                1                 1
## 6205          0              1                1                 0
## 6206          1              0                1                 0
## 6208          0              1                1                 1
## 6210          0              1                0                 0
## 6216          0              1                1                 1
## 6231          0              0                1                 1
## 6233          1              0                1                 0
## 6234          0              1                1                 1
## 6246          0              0                1                 0
## 6253          0              1                1                 0
## 6261          1              0                0                 0
## 6271          0              1                1                 0
## 6279          1              0                1                 1
## 6290          0              1                1                 1
## 6294          1              0                1                 1
## 6296          1              0                1                 0
## 6301          0              0                1                 1
## 6303          1              0                1                 1
## 6312          0              1                1                 0
## 6315          1              0                1                 1
## 6317          0              1                1                 0
## 6329          0              1                1                 1
## 6332          1              0                1                 1
## 6334          0              0                1                 1
## 6339          0              0                1                 0
## 6341          0              1                1                 0
## 6348          1              0                1                 0
## 6352          1              0                1                 0
## 6355          1              0                1                 0
## 6369          1              0                0                 0
## 6370          0              1                1                 0
## 6374          0              1                1                 0
## 6382          0              1                1                 0
## 6383          0              1                1                 1
## 6393          1              1                1                 0
## 6403          0              0                1                 0
## 6404          0              1                1                 0
## 6408          1              0                0                 0
## 6409          0              0                1                 1
## 6412          0              0                1                 1
## 6414          1              0                1                 0
## 6417          0              1                0                 0
## 6418          1              0                1                 0
## 6422          0              1                1                 0
## 6424          0              0                1                 0
## 6427          0              1                0                 0
## 6433          0              1                1                 0
## 6434          0              1                1                 0
## 6442          0              1                1                 0
## 6445          0              0                1                 1
## 6451          0              0                0                 0
## 6453          0              0                1                 0
## 6456          1              0                1                 1
## 6459          1              0                1                 1
## 6475          0              1                1                 0
## 6479          0              0                1                 1
## 6480          1              0                1                 0
## 6481          1              0                1                 0
## 6487          1              0                1                 0
## 6490          1              0                1                 0
## 6497          0              1                1                 0
## 6503          0              1                1                 0
## 6504          1              0                1                 0
## 6513          0              1                1                 1
## 6530          1              0                1                 0
## 6531          0              0                1                 0
## 6535          0              1                1                 0
## 6536          1              0                1                 1
## 6543          0              0                1                 0
## 6554          0              0                1                 1
## 6556          1              0                1                 0
## 6562          1              0                0                 0
## 6563          1              0                1                 0
## 6574          1              0                1                 1
## 6581          0              0                1                 1
## 6587          0              0                1                 0
## 6597          1              0                1                 1
## 6618          0              0                1                 0
## 6619          0              0                1                 0
## 6621          0              0                1                 1
## 6625          1              0                1                 1
## 6626          0              1                1                 1
## 6629          0              0                1                 0
## 6630          1              0                1                 0
## 6632          0              1                0                 0
## 6635          0              0                1                 0
## 6638          0              1                1                 0
## 6651          0              0                1                 1
## 6654          1              0                0                 0
## 6656          1              0                1                 1
## 6659          1              0                1                 0
## 6673          0              0                1                 1
## 6682          1              0                0                 0
## 6686          0              1                1                 1
## 6691          0              0                1                 1
## 6700          0              0                1                 1
## 6702          0              1                1                 1
## 6704          1              0                1                 1
## 6711          0              1                1                 1
## 6712          0              1                1                 1
## 6713          0              0                1                 1
## 6716          0              0                1                 0
## 6717          1              0                1                 0
## 6720          0              1                1                 0
## 6724          1              0                1                 0
## 6729          1              0                1                 0
## 6735          1              0                1                 1
## 6738          0              0                0                 0
## 6740          0              0                1                 1
## 6752          1              0                1                 0
## 6766          0              0                1                 0
## 6767          0              0                0                 0
## 6768          1              1                1                 0
## 6769          1              1                0                 0
## 6771          1              1                1                 0
## 6775          1              0                1                 1
## 6778          1              1                1                 0
## 6779          1              0                1                 0
## 6781          1              0                0                 0
## 6782          1              0                1                 1
## 6788          1              0                1                 0
## 6789          1              0                1                 1
## 6798          1              0                1                 0
## 6804          0              0                1                 1
## 6813          1              0                1                 0
## 6815          1              0                1                 1
## 6816          1              0                1                 0
## 6820          1              0                1                 0
## 6826          0              0                1                 0
## 6839          0              1                1                 1
## 6847          0              1                1                 0
## 6849          1              0                1                 1
## 6850          1              0                1                 1
## 6861          0              0                1                 1
## 6865          0              0                1                 0
## 6869          0              0                1                 0
## 6873          1              1                1                 0
## 6874          0              0                0                 0
## 6876          1              0                1                 1
## 6878          0              1                1                 0
## 6880          1              0                1                 0
## 6882          0              1                1                 0
## 6895          1              1                0                 0
## 6903          0              1                1                 1
## 6914          1              0                1                 0
## 6915          0              0                1                 0
## 6919          1              1                1                 0
## 6920          0              0                1                 1
## 6922          1              0                1                 0
## 6925          0              1                1                 1
## 6930          0              1                0                 0
## 6933          0              1                0                 0
## 6934          1              0                1                 0
## 6940          0              1                1                 0
## 6943          1              0                1                 1
## 6953          0              1                1                 1
## 6962          1              0                1                 1
## 6964          0              0                1                 1
## 6967          1              0                1                 0
## 6979          0              1                1                 1
## 6985          1              1                1                 1
## 6988          1              0                1                 0
## 6993          1              0                0                 0
## 7009          1              0                1                 0
## 7012          1              0                1                 1
## 7016          1              0                1                 0
## 7022          1              0                1                 1
## 7025          1              0                1                 0
## 7026          1              0                0                 0
##      InternetService_FiberOptic InternetService_No OnlineSecurity_Yes
## 6                             1                  0                  0
## 7                             1                  0                  0
## 11                            0                  0                  1
## 14                            1                  0                  0
## 16                            1                  0                  1
## 17                            0                  1                  0
## 23                            0                  1                  0
## 25                            0                  0                  1
## 28                            0                  0                  0
## 37                            1                  0                  0
## 39                            1                  0                  0
## 41                            0                  0                  0
## 45                            0                  0                  1
## 47                            0                  0                  0
## 52                            1                  0                  1
## 54                            1                  0                  0
## 58                            1                  0                  0
## 62                            1                  0                  0
## 64                            0                  0                  0
## 68                            0                  0                  0
## 74                            0                  1                  0
## 81                            1                  0                  0
## 90                            0                  0                  0
## 101                           0                  1                  0
## 105                           1                  0                  0
## 107                           1                  0                  1
## 116                           1                  0                  1
## 125                           0                  1                  0
## 135                           0                  0                  0
## 136                           0                  1                  0
## 140                           1                  0                  0
## 143                           1                  0                  0
## 159                           0                  0                  1
## 161                           0                  0                  1
## 171                           1                  0                  1
## 176                           0                  1                  0
## 180                           0                  1                  0
## 184                           0                  0                  1
## 187                           0                  0                  0
## 194                           1                  0                  1
## 198                           1                  0                  0
## 204                           1                  0                  0
## 206                           1                  0                  0
## 220                           1                  0                  0
## 245                           0                  0                  0
## 251                           1                  0                  1
## 253                           0                  0                  0
## 255                           0                  1                  0
## 263                           1                  0                  0
## 264                           0                  0                  1
## 270                           0                  1                  0
## 274                           1                  0                  0
## 275                           1                  0                  0
## 296                           0                  1                  0
## 301                           0                  0                  0
## 309                           1                  0                  0
## 314                           1                  0                  0
## 316                           1                  0                  1
## 328                           1                  0                  0
## 330                           1                  0                  0
## 331                           0                  1                  0
## 345                           0                  1                  0
## 351                           0                  0                  1
## 355                           0                  0                  1
## 359                           0                  0                  1
## 364                           0                  1                  0
## 366                           1                  0                  0
## 372                           1                  0                  0
## 386                           0                  1                  0
## 389                           1                  0                  0
## 390                           0                  0                  0
## 394                           0                  1                  0
## 398                           1                  0                  0
## 404                           0                  0                  1
## 406                           0                  1                  0
## 410                           0                  1                  0
## 414                           1                  0                  0
## 420                           1                  0                  0
## 422                           1                  0                  0
## 424                           0                  1                  0
## 425                           0                  0                  1
## 440                           0                  0                  0
## 444                           0                  0                  1
## 446                           1                  0                  0
## 457                           1                  0                  0
## 463                           1                  0                  0
## 465                           1                  0                  1
## 468                           1                  0                  0
## 472                           0                  0                  0
## 475                           1                  0                  0
## 478                           0                  0                  1
## 480                           1                  0                  0
## 503                           1                  0                  1
## 508                           1                  0                  0
## 512                           1                  0                  0
## 515                           1                  0                  0
## 523                           1                  0                  0
## 550                           1                  0                  1
## 551                           1                  0                  1
## 565                           0                  0                  1
## 566                           1                  0                  1
## 567                           0                  0                  1
## 572                           0                  0                  0
## 583                           0                  1                  0
## 585                           1                  0                  0
## 588                           1                  0                  1
## 593                           1                  0                  1
## 606                           0                  0                  1
## 610                           0                  0                  0
## 614                           0                  0                  0
## 626                           1                  0                  0
## 628                           1                  0                  0
## 629                           1                  0                  0
## 632                           0                  0                  1
## 633                           0                  1                  0
## 636                           1                  0                  0
## 637                           0                  0                  1
## 644                           0                  1                  0
## 646                           0                  0                  0
## 647                           0                  0                  0
## 658                           0                  1                  0
## 663                           0                  0                  1
## 671                           0                  1                  0
## 682                           0                  0                  1
## 686                           0                  1                  0
## 690                           0                  1                  0
## 694                           0                  1                  0
## 701                           1                  0                  0
## 706                           0                  0                  1
## 710                           0                  1                  0
## 722                           1                  0                  0
## 726                           0                  1                  0
## 729                           0                  0                  0
## 732                           1                  0                  0
## 741                           1                  0                  1
## 744                           0                  0                  0
## 754                           1                  0                  0
## 756                           0                  1                  0
## 760                           1                  0                  0
## 764                           0                  0                  0
## 765                           1                  0                  0
## 773                           1                  0                  0
## 778                           0                  0                  0
## 787                           0                  0                  1
## 790                           0                  0                  1
## 802                           0                  0                  0
## 814                           1                  0                  0
## 825                           1                  0                  0
## 829                           1                  0                  1
## 836                           0                  0                  0
## 841                           0                  1                  0
## 842                           0                  0                  1
## 843                           1                  0                  0
## 846                           0                  0                  1
## 847                           0                  0                  1
## 851                           0                  1                  0
## 858                           0                  0                  1
## 860                           1                  0                  1
## 861                           1                  0                  0
## 871                           0                  1                  0
## 873                           1                  0                  0
## 883                           0                  0                  1
## 887                           1                  0                  0
## 896                           1                  0                  0
## 899                           0                  1                  0
## 905                           0                  0                  0
## 912                           0                  1                  0
## 925                           1                  0                  0
## 926                           1                  0                  0
## 940                           1                  0                  0
## 947                           0                  1                  0
## 948                           0                  0                  0
## 951                           0                  0                  1
## 957                           1                  0                  0
## 958                           0                  0                  1
## 962                           0                  0                  0
## 966                           0                  0                  1
## 967                           1                  0                  0
## 973                           1                  0                  1
## 981                           1                  0                  0
## 985                           0                  1                  0
## 998                           1                  0                  0
## 999                           1                  0                  0
## 1000                          1                  0                  0
## 1009                          0                  0                  1
## 1021                          1                  0                  0
## 1022                          1                  0                  0
## 1030                          1                  0                  0
## 1032                          0                  0                  1
## 1036                          1                  0                  0
## 1039                          0                  1                  0
## 1041                          1                  0                  0
## 1044                          0                  0                  1
## 1050                          0                  0                  0
## 1052                          1                  0                  0
## 1056                          1                  0                  0
## 1058                          0                  1                  0
## 1063                          1                  0                  1
## 1064                          0                  1                  0
## 1065                          1                  0                  1
## 1068                          1                  0                  0
## 1071                          1                  0                  0
## 1091                          0                  0                  0
## 1096                          0                  0                  0
## 1098                          0                  1                  0
## 1114                          1                  0                  0
## 1120                          0                  0                  1
## 1129                          1                  0                  0
## 1137                          0                  0                  1
## 1144                          0                  0                  0
## 1145                          1                  0                  0
## 1150                          0                  0                  1
## 1156                          1                  0                  0
## 1166                          0                  0                  0
## 1171                          0                  0                  0
## 1173                          1                  0                  0
## 1179                          0                  0                  1
## 1186                          1                  0                  0
## 1195                          0                  1                  0
## 1202                          1                  0                  0
## 1203                          1                  0                  0
## 1204                          0                  0                  0
## 1209                          1                  0                  0
## 1210                          0                  1                  0
## 1216                          0                  0                  0
## 1218                          0                  0                  0
## 1219                          0                  0                  1
## 1225                          1                  0                  1
## 1226                          0                  0                  1
## 1227                          1                  0                  0
## 1228                          0                  0                  1
## 1234                          0                  1                  0
## 1241                          0                  1                  0
## 1247                          1                  0                  0
## 1249                          0                  1                  0
## 1254                          0                  0                  0
## 1271                          1                  0                  1
## 1272                          0                  0                  1
## 1278                          0                  1                  0
## 1282                          1                  0                  0
## 1293                          1                  0                  0
## 1295                          0                  0                  1
## 1303                          1                  0                  1
## 1305                          1                  0                  0
## 1316                          0                  1                  0
## 1333                          1                  0                  0
## 1336                          1                  0                  0
## 1341                          1                  0                  0
## 1351                          0                  1                  0
## 1352                          1                  0                  0
## 1356                          1                  0                  0
## 1357                          1                  0                  0
## 1361                          0                  0                  0
## 1368                          1                  0                  0
## 1377                          1                  0                  0
## 1379                          0                  0                  0
## 1382                          0                  0                  0
## 1383                          0                  1                  0
## 1391                          0                  0                  0
## 1398                          0                  0                  0
## 1399                          0                  0                  0
## 1400                          0                  1                  0
## 1405                          1                  0                  0
## 1415                          0                  1                  0
## 1433                          0                  0                  0
## 1441                          1                  0                  0
## 1453                          1                  0                  0
## 1458                          0                  1                  0
## 1467                          1                  0                  0
## 1472                          0                  1                  0
## 1476                          0                  0                  0
## 1478                          1                  0                  0
## 1483                          1                  0                  0
## 1487                          0                  1                  0
## 1492                          0                  1                  0
## 1510                          0                  1                  0
## 1512                          1                  0                  0
## 1518                          0                  0                  1
## 1523                          0                  1                  0
## 1531                          0                  0                  1
## 1537                          0                  1                  0
## 1542                          0                  1                  0
## 1550                          0                  1                  0
## 1552                          1                  0                  0
## 1554                          1                  0                  0
## 1556                          0                  0                  1
## 1558                          0                  0                  1
## 1566                          0                  1                  0
## 1570                          0                  1                  0
## 1580                          0                  0                  0
## 1601                          0                  1                  0
## 1604                          0                  1                  0
## 1605                          1                  0                  1
## 1609                          0                  1                  0
## 1610                          0                  0                  1
## 1612                          0                  1                  0
## 1613                          0                  0                  0
## 1616                          0                  0                  0
## 1627                          1                  0                  1
## 1629                          0                  0                  0
## 1631                          0                  0                  0
## 1636                          0                  1                  0
## 1637                          0                  0                  1
## 1642                          0                  0                  1
## 1656                          0                  1                  0
## 1657                          1                  0                  0
## 1660                          1                  0                  0
## 1661                          1                  0                  0
## 1668                          0                  0                  1
## 1692                          1                  0                  0
## 1693                          0                  0                  1
## 1698                          1                  0                  1
## 1701                          1                  0                  0
## 1702                          1                  0                  0
## 1705                          0                  0                  0
## 1712                          0                  0                  0
## 1715                          1                  0                  0
## 1725                          1                  0                  1
## 1732                          0                  1                  0
## 1743                          1                  0                  0
## 1745                          1                  0                  0
## 1755                          0                  1                  0
## 1759                          0                  0                  0
## 1763                          1                  0                  1
## 1766                          1                  0                  1
## 1769                          0                  1                  0
## 1770                          0                  0                  1
## 1778                          0                  0                  0
## 1790                          0                  0                  1
## 1794                          0                  1                  0
## 1799                          0                  0                  1
## 1800                          0                  1                  0
## 1801                          0                  0                  1
## 1805                          1                  0                  0
## 1806                          1                  0                  1
## 1809                          0                  0                  0
## 1817                          1                  0                  0
## 1820                          0                  1                  0
## 1821                          0                  0                  0
## 1824                          0                  1                  0
## 1828                          0                  0                  0
## 1829                          0                  0                  1
## 1833                          0                  1                  0
## 1839                          0                  1                  0
## 1840                          0                  0                  1
## 1841                          0                  0                  0
## 1843                          0                  1                  0
## 1846                          0                  0                  1
## 1852                          0                  0                  1
## 1856                          0                  1                  0
## 1859                          0                  1                  0
## 1872                          1                  0                  0
## 1874                          0                  1                  0
## 1875                          1                  0                  0
## 1881                          0                  0                  1
## 1882                          0                  0                  1
## 1889                          0                  0                  1
## 1891                          0                  0                  1
## 1908                          0                  1                  0
## 1916                          0                  1                  0
## 1920                          1                  0                  0
## 1922                          1                  0                  0
## 1925                          1                  0                  0
## 1929                          0                  1                  0
## 1937                          0                  0                  0
## 1955                          0                  0                  0
## 1968                          1                  0                  0
## 1969                          0                  0                  1
## 1980                          1                  0                  0
## 1982                          1                  0                  0
## 1986                          1                  0                  0
## 1988                          1                  0                  0
## 1989                          0                  0                  0
## 1993                          1                  0                  0
## 2003                          1                  0                  0
## 2005                          0                  0                  1
## 2009                          0                  1                  0
## 2012                          1                  0                  0
## 2014                          0                  0                  0
## 2019                          1                  0                  0
## 2029                          0                  1                  0
## 2031                          0                  0                  1
## 2038                          0                  0                  0
## 2056                          0                  0                  1
## 2061                          1                  0                  0
## 2064                          1                  0                  1
## 2068                          0                  1                  0
## 2073                          1                  0                  0
## 2075                          1                  0                  1
## 2079                          0                  1                  0
## 2086                          0                  0                  0
## 2087                          0                  1                  0
## 2089                          0                  1                  0
## 2091                          1                  0                  0
## 2092                          0                  1                  0
## 2095                          1                  0                  0
## 2097                          1                  0                  1
## 2100                          1                  0                  0
## 2104                          0                  0                  0
## 2106                          0                  1                  0
## 2110                          0                  0                  1
## 2112                          0                  0                  0
## 2114                          1                  0                  0
## 2117                          0                  1                  0
## 2119                          1                  0                  0
## 2121                          0                  0                  1
## 2127                          0                  0                  1
## 2129                          1                  0                  0
## 2130                          0                  1                  0
## 2131                          1                  0                  1
## 2134                          0                  0                  1
## 2135                          0                  0                  0
## 2138                          0                  0                  1
## 2145                          1                  0                  0
## 2152                          1                  0                  0
## 2158                          1                  0                  0
## 2161                          0                  1                  0
## 2167                          0                  0                  0
## 2170                          0                  1                  0
## 2171                          1                  0                  0
## 2173                          1                  0                  1
## 2177                          0                  0                  0
## 2178                          1                  0                  0
## 2188                          0                  0                  1
## 2189                          0                  1                  0
## 2204                          1                  0                  0
## 2207                          1                  0                  1
## 2208                          0                  1                  0
## 2210                          1                  0                  0
## 2220                          1                  0                  0
## 2232                          1                  0                  0
## 2241                          1                  0                  0
## 2245                          0                  0                  0
## 2247                          0                  0                  0
## 2249                          0                  0                  1
## 2254                          0                  0                  1
## 2263                          1                  0                  1
## 2267                          1                  0                  0
## 2271                          1                  0                  0
## 2273                          1                  0                  0
## 2279                          1                  0                  0
## 2281                          1                  0                  1
## 2283                          1                  0                  0
## 2285                          1                  0                  1
## 2299                          0                  0                  1
## 2302                          1                  0                  0
## 2305                          1                  0                  0
## 2306                          0                  0                  1
## 2314                          1                  0                  1
## 2317                          1                  0                  0
## 2337                          1                  0                  1
## 2353                          0                  0                  1
## 2369                          0                  0                  0
## 2370                          0                  1                  0
## 2379                          0                  0                  0
## 2380                          1                  0                  0
## 2384                          0                  0                  0
## 2385                          0                  0                  1
## 2386                          0                  1                  0
## 2394                          0                  0                  0
## 2400                          1                  0                  1
## 2403                          1                  0                  0
## 2409                          0                  0                  1
## 2417                          0                  0                  0
## 2419                          0                  1                  0
## 2423                          0                  0                  0
## 2429                          0                  0                  1
## 2431                          0                  0                  0
## 2446                          1                  0                  1
## 2448                          1                  0                  0
## 2469                          0                  1                  0
## 2476                          1                  0                  0
## 2477                          0                  1                  0
## 2480                          0                  1                  0
## 2483                          0                  0                  1
## 2488                          0                  0                  1
## 2489                          1                  0                  0
## 2490                          1                  0                  0
## 2493                          0                  1                  0
## 2498                          0                  1                  0
## 2520                          0                  1                  0
## 2542                          0                  0                  1
## 2551                          0                  0                  1
## 2560                          0                  0                  0
## 2561                          0                  1                  0
## 2570                          1                  0                  0
## 2577                          0                  1                  0
## 2578                          1                  0                  0
## 2586                          1                  0                  0
## 2590                          1                  0                  0
## 2593                          1                  0                  1
## 2596                          1                  0                  0
## 2598                          1                  0                  0
## 2606                          0                  0                  0
## 2611                          0                  0                  1
## 2613                          0                  1                  0
## 2618                          0                  0                  0
## 2619                          1                  0                  1
## 2626                          1                  0                  1
## 2629                          1                  0                  1
## 2630                          1                  0                  0
## 2632                          1                  0                  1
## 2641                          0                  1                  0
## 2643                          0                  1                  0
## 2655                          0                  0                  1
## 2660                          1                  0                  1
## 2662                          0                  0                  0
## 2664                          0                  1                  0
## 2670                          0                  1                  0
## 2673                          1                  0                  0
## 2680                          1                  0                  0
## 2681                          1                  0                  1
## 2684                          1                  0                  0
## 2688                          0                  0                  1
## 2698                          0                  0                  0
## 2707                          1                  0                  0
## 2708                          0                  0                  1
## 2712                          0                  0                  0
## 2724                          0                  0                  1
## 2725                          1                  0                  0
## 2734                          0                  0                  1
## 2737                          1                  0                  0
## 2752                          0                  1                  0
## 2753                          1                  0                  1
## 2760                          0                  0                  1
## 2765                          0                  1                  0
## 2769                          0                  0                  0
## 2771                          0                  0                  1
## 2772                          1                  0                  0
## 2780                          1                  0                  0
## 2788                          0                  0                  0
## 2793                          1                  0                  0
## 2804                          1                  0                  1
## 2805                          0                  0                  0
## 2807                          0                  1                  0
## 2811                          1                  0                  0
## 2817                          1                  0                  0
## 2827                          1                  0                  0
## 2830                          0                  1                  0
## 2833                          0                  1                  0
## 2834                          0                  1                  0
## 2838                          0                  0                  1
## 2853                          0                  0                  0
## 2857                          1                  0                  0
## 2860                          0                  0                  0
## 2861                          1                  0                  1
## 2863                          0                  1                  0
## 2873                          1                  0                  0
## 2880                          0                  0                  1
## 2891                          0                  1                  0
## 2892                          0                  1                  0
## 2898                          1                  0                  1
## 2899                          0                  0                  0
## 2900                          1                  0                  0
## 2913                          0                  1                  0
## 2915                          0                  0                  0
## 2917                          1                  0                  0
## 2919                          1                  0                  1
## 2924                          1                  0                  1
## 2927                          1                  0                  0
## 2934                          1                  0                  0
## 2940                          0                  0                  1
## 2942                          1                  0                  0
## 2943                          1                  0                  0
## 2945                          0                  0                  1
## 2951                          1                  0                  0
## 2953                          1                  0                  0
## 2956                          1                  0                  1
## 2958                          0                  0                  0
## 2961                          1                  0                  0
## 2967                          0                  0                  1
## 2976                          0                  1                  0
## 2977                          0                  1                  0
## 2984                          1                  0                  1
## 2987                          1                  0                  0
## 2989                          0                  1                  0
## 2991                          0                  0                  0
## 3000                          1                  0                  0
## 3005                          0                  1                  0
## 3008                          0                  0                  1
## 3012                          0                  0                  0
## 3015                          0                  0                  0
## 3016                          0                  0                  1
## 3019                          0                  0                  1
## 3022                          1                  0                  0
## 3023                          0                  1                  0
## 3025                          0                  0                  0
## 3032                          0                  0                  1
## 3033                          0                  1                  0
## 3035                          0                  0                  1
## 3038                          0                  0                  0
## 3041                          0                  0                  0
## 3042                          1                  0                  0
## 3046                          1                  0                  0
## 3049                          1                  0                  0
## 3063                          1                  0                  0
## 3066                          0                  0                  1
## 3071                          1                  0                  0
## 3073                          0                  0                  1
## 3074                          1                  0                  0
## 3079                          0                  1                  0
## 3080                          0                  1                  0
## 3084                          0                  0                  1
## 3088                          0                  0                  0
## 3090                          0                  0                  0
## 3096                          1                  0                  0
## 3111                          1                  0                  0
## 3123                          0                  0                  0
## 3127                          0                  0                  1
## 3144                          1                  0                  1
## 3146                          0                  0                  0
## 3152                          0                  1                  0
## 3154                          0                  0                  0
## 3175                          0                  1                  0
## 3176                          0                  1                  0
## 3177                          0                  0                  1
## 3181                          0                  0                  0
## 3191                          1                  0                  0
## 3193                          0                  0                  0
## 3195                          0                  1                  0
## 3199                          0                  0                  1
## 3204                          0                  0                  0
## 3208                          1                  0                  0
## 3214                          1                  0                  0
## 3216                          0                  0                  1
## 3233                          0                  1                  0
## 3238                          0                  1                  0
## 3240                          0                  0                  1
## 3242                          0                  0                  0
## 3246                          0                  1                  0
## 3248                          0                  0                  1
## 3264                          0                  0                  1
## 3266                          1                  0                  0
## 3275                          0                  0                  1
## 3280                          1                  0                  0
## 3281                          0                  0                  1
## 3288                          0                  0                  0
## 3289                          0                  0                  0
## 3293                          0                  0                  1
## 3294                          0                  1                  0
## 3296                          0                  1                  0
## 3301                          1                  0                  0
## 3303                          0                  0                  0
## 3305                          0                  1                  0
## 3307                          0                  0                  1
## 3309                          0                  1                  0
## 3313                          0                  0                  1
## 3315                          0                  0                  1
## 3317                          0                  1                  0
## 3327                          0                  0                  0
## 3329                          1                  0                  0
## 3333                          1                  0                  0
## 3346                          0                  0                  0
## 3352                          0                  0                  0
## 3353                          0                  0                  1
## 3354                          0                  1                  0
## 3358                          0                  0                  0
## 3364                          0                  0                  1
## 3373                          0                  0                  1
## 3374                          0                  1                  0
## 3375                          1                  0                  0
## 3377                          0                  1                  0
## 3378                          1                  0                  0
## 3384                          1                  0                  0
## 3386                          0                  1                  0
## 3395                          1                  0                  0
## 3399                          0                  0                  1
## 3400                          1                  0                  1
## 3402                          0                  1                  0
## 3405                          0                  0                  0
## 3413                          1                  0                  1
## 3423                          1                  0                  1
## 3429                          0                  0                  1
## 3436                          0                  0                  1
## 3442                          1                  0                  0
## 3445                          1                  0                  0
## 3446                          1                  0                  0
## 3458                          1                  0                  1
## 3475                          0                  1                  0
## 3477                          0                  0                  0
## 3478                          1                  0                  0
## 3479                          1                  0                  1
## 3482                          0                  1                  0
## 3498                          1                  0                  0
## 3500                          0                  0                  0
## 3504                          0                  0                  0
## 3511                          0                  0                  0
## 3535                          1                  0                  1
## 3536                          0                  0                  1
## 3539                          1                  0                  0
## 3541                          0                  0                  1
## 3544                          0                  0                  1
## 3548                          0                  1                  0
## 3558                          1                  0                  1
## 3564                          0                  1                  0
## 3565                          0                  1                  0
## 3566                          0                  0                  0
## 3568                          0                  1                  0
## 3570                          0                  0                  0
## 3571                          0                  1                  0
## 3575                          0                  0                  0
## 3576                          0                  0                  1
## 3579                          1                  0                  1
## 3587                          0                  0                  0
## 3601                          1                  0                  0
## 3603                          1                  0                  0
## 3612                          0                  0                  0
## 3616                          0                  0                  0
## 3621                          0                  0                  0
## 3625                          0                  1                  0
## 3632                          0                  1                  0
## 3635                          1                  0                  0
## 3639                          0                  1                  0
## 3642                          1                  0                  0
## 3646                          0                  1                  0
## 3648                          0                  0                  1
## 3650                          0                  1                  0
## 3653                          0                  0                  0
## 3654                          1                  0                  1
## 3657                          0                  0                  0
## 3660                          1                  0                  1
## 3683                          1                  0                  0
## 3688                          0                  0                  1
## 3692                          1                  0                  1
## 3696                          0                  1                  0
## 3697                          1                  0                  1
## 3702                          0                  1                  0
## 3703                          0                  1                  0
## 3705                          0                  1                  0
## 3717                          0                  0                  1
## 3720                          1                  0                  0
## 3725                          1                  0                  0
## 3727                          0                  0                  1
## 3728                          0                  0                  1
## 3729                          1                  0                  0
## 3730                          1                  0                  0
## 3735                          1                  0                  0
## 3737                          1                  0                  1
## 3741                          1                  0                  0
## 3747                          0                  0                  1
## 3752                          0                  0                  0
## 3756                          0                  0                  1
## 3758                          1                  0                  0
## 3759                          0                  1                  0
## 3765                          0                  1                  0
## 3769                          0                  0                  0
## 3772                          0                  1                  0
## 3774                          0                  0                  1
## 3779                          1                  0                  0
## 3783                          1                  0                  1
## 3798                          1                  0                  0
## 3801                          1                  0                  0
## 3805                          0                  0                  0
## 3806                          0                  0                  1
## 3809                          0                  0                  1
## 3828                          0                  0                  1
## 3834                          0                  1                  0
## 3840                          0                  0                  0
## 3844                          0                  0                  1
## 3847                          1                  0                  0
## 3848                          1                  0                  1
## 3849                          0                  0                  0
## 3857                          1                  0                  0
## 3868                          0                  0                  0
## 3871                          0                  0                  1
## 3873                          0                  0                  0
## 3878                          1                  0                  0
## 3882                          1                  0                  0
## 3884                          1                  0                  0
## 3885                          0                  0                  1
## 3886                          0                  1                  0
## 3890                          0                  1                  0
## 3891                          1                  0                  1
## 3892                          0                  1                  0
## 3893                          1                  0                  1
## 3912                          1                  0                  0
## 3918                          1                  0                  0
## 3922                          1                  0                  0
## 3929                          0                  1                  0
## 3936                          0                  0                  0
## 3937                          0                  0                  0
## 3938                          0                  1                  0
## 3939                          0                  0                  1
## 3941                          0                  0                  1
## 3943                          0                  0                  1
## 3950                          1                  0                  0
## 3951                          1                  0                  0
## 3957                          0                  1                  0
## 3965                          0                  1                  0
## 3973                          0                  1                  0
## 3984                          1                  0                  0
## 3986                          0                  0                  1
## 3992                          0                  0                  1
## 3994                          1                  0                  0
## 3999                          0                  1                  0
## 4004                          0                  1                  0
## 4005                          0                  1                  0
## 4008                          1                  0                  1
## 4020                          1                  0                  1
## 4024                          0                  0                  0
## 4033                          1                  0                  0
## 4035                          0                  0                  1
## 4038                          0                  0                  0
## 4054                          0                  0                  0
## 4062                          0                  1                  0
## 4063                          1                  0                  1
## 4069                          0                  0                  1
## 4074                          0                  1                  0
## 4086                          0                  1                  0
## 4091                          1                  0                  0
## 4093                          0                  0                  1
## 4102                          0                  1                  0
## 4104                          0                  0                  1
## 4105                          0                  0                  0
## 4107                          0                  1                  0
## 4112                          1                  0                  0
## 4115                          1                  0                  0
## 4117                          1                  0                  0
## 4120                          0                  1                  0
## 4124                          0                  0                  0
## 4130                          0                  1                  0
## 4133                          1                  0                  0
## 4135                          0                  0                  0
## 4137                          1                  0                  0
## 4143                          0                  0                  0
## 4144                          1                  0                  0
## 4145                          0                  0                  0
## 4150                          0                  1                  0
## 4153                          1                  0                  1
## 4155                          0                  0                  0
## 4159                          1                  0                  0
## 4160                          0                  1                  0
## 4164                          1                  0                  1
## 4170                          0                  1                  0
## 4178                          1                  0                  0
## 4179                          0                  1                  0
## 4185                          1                  0                  0
## 4196                          0                  1                  0
## 4198                          1                  0                  0
## 4203                          0                  0                  0
## 4208                          1                  0                  0
## 4210                          0                  0                  1
## 4211                          1                  0                  0
## 4212                          0                  1                  0
## 4214                          0                  1                  0
## 4224                          1                  0                  1
## 4227                          0                  0                  1
## 4233                          0                  0                  0
## 4236                          0                  1                  0
## 4247                          1                  0                  0
## 4253                          0                  1                  0
## 4255                          0                  0                  0
## 4257                          1                  0                  1
## 4272                          1                  0                  0
## 4274                          0                  1                  0
## 4278                          1                  0                  0
## 4280                          1                  0                  1
## 4285                          1                  0                  1
## 4287                          1                  0                  0
## 4300                          1                  0                  1
## 4303                          0                  0                  0
## 4313                          1                  0                  1
## 4315                          1                  0                  0
## 4316                          1                  0                  0
## 4323                          1                  0                  1
## 4332                          0                  0                  0
## 4334                          0                  0                  0
## 4336                          0                  0                  1
## 4340                          0                  0                  1
## 4342                          0                  1                  0
## 4352                          0                  0                  0
## 4353                          1                  0                  0
## 4354                          1                  0                  1
## 4366                          0                  1                  0
## 4372                          0                  1                  0
## 4375                          0                  0                  0
## 4377                          1                  0                  0
## 4379                          0                  0                  1
## 4380                          0                  1                  0
## 4381                          0                  1                  0
## 4384                          0                  0                  0
## 4385                          0                  1                  0
## 4394                          1                  0                  1
## 4400                          0                  1                  0
## 4404                          0                  0                  1
## 4430                          1                  0                  0
## 4444                          1                  0                  0
## 4445                          0                  0                  1
## 4451                          1                  0                  0
## 4460                          0                  0                  0
## 4462                          1                  0                  1
## 4463                          0                  0                  0
## 4467                          0                  0                  0
## 4468                          0                  1                  0
## 4474                          0                  0                  1
## 4477                          1                  0                  0
## 4481                          1                  0                  1
## 4482                          0                  0                  0
## 4487                          1                  0                  0
## 4488                          1                  0                  0
## 4491                          0                  1                  0
## 4497                          0                  1                  0
## 4499                          0                  0                  0
## 4505                          0                  0                  0
## 4509                          0                  0                  1
## 4519                          1                  0                  1
## 4520                          1                  0                  0
## 4522                          0                  0                  0
## 4524                          1                  0                  0
## 4529                          1                  0                  0
## 4530                          0                  0                  0
## 4537                          1                  0                  0
## 4551                          1                  0                  0
## 4557                          0                  1                  0
## 4558                          0                  0                  1
## 4559                          1                  0                  0
## 4567                          1                  0                  0
## 4568                          0                  1                  0
## 4583                          1                  0                  1
## 4584                          0                  1                  0
## 4597                          1                  0                  0
## 4608                          0                  0                  1
## 4621                          0                  0                  1
## 4624                          1                  0                  0
## 4629                          0                  1                  0
## 4631                          1                  0                  0
## 4647                          0                  1                  0
## 4655                          0                  1                  0
## 4657                          1                  0                  0
## 4659                          0                  1                  0
## 4667                          0                  0                  0
## 4671                          1                  0                  0
## 4678                          1                  0                  0
## 4690                          1                  0                  0
## 4693                          0                  0                  0
## 4698                          1                  0                  1
## 4701                          0                  0                  1
## 4718                          0                  0                  0
## 4720                          0                  1                  0
## 4724                          0                  1                  0
## 4726                          1                  0                  1
## 4729                          0                  0                  1
## 4743                          0                  0                  1
## 4745                          0                  1                  0
## 4755                          1                  0                  0
## 4762                          0                  1                  0
## 4769                          1                  0                  0
## 4771                          0                  1                  0
## 4775                          1                  0                  0
## 4780                          0                  0                  1
## 4781                          0                  0                  0
## 4784                          0                  1                  0
## 4785                          1                  0                  0
## 4790                          1                  0                  1
## 4799                          0                  1                  0
## 4806                          1                  0                  0
## 4822                          0                  0                  0
## 4827                          0                  1                  0
## 4833                          0                  0                  1
## 4837                          0                  1                  0
## 4838                          0                  0                  1
## 4843                          1                  0                  1
## 4851                          0                  0                  1
## 4852                          1                  0                  1
## 4855                          1                  0                  0
## 4859                          0                  0                  0
## 4861                          1                  0                  0
## 4862                          1                  0                  0
## 4869                          1                  0                  1
## 4881                          1                  0                  1
## 4883                          1                  0                  0
## 4884                          0                  0                  0
## 4892                          1                  0                  0
## 4895                          0                  0                  1
## 4902                          0                  0                  1
## 4904                          1                  0                  1
## 4908                          0                  0                  0
## 4909                          1                  0                  0
## 4911                          0                  1                  0
## 4920                          0                  1                  0
## 4941                          0                  0                  0
## 4953                          1                  0                  0
## 4960                          0                  0                  0
## 4963                          0                  0                  0
## 4964                          0                  1                  0
## 4970                          0                  1                  0
## 4971                          0                  0                  0
## 4982                          0                  0                  1
## 4984                          1                  0                  1
## 4987                          1                  0                  1
## 4990                          0                  0                  0
## 4996                          1                  0                  0
## 4997                          1                  0                  0
## 5002                          1                  0                  1
## 5007                          0                  0                  0
## 5011                          0                  1                  0
## 5012                          1                  0                  0
## 5013                          0                  1                  0
## 5019                          0                  1                  0
## 5022                          0                  0                  1
## 5023                          1                  0                  0
## 5027                          0                  0                  0
## 5040                          1                  0                  0
## 5043                          1                  0                  1
## 5051                          0                  0                  1
## 5060                          0                  0                  1
## 5065                          1                  0                  0
## 5069                          1                  0                  0
## 5077                          0                  1                  0
## 5079                          0                  1                  0
## 5089                          0                  0                  1
## 5096                          1                  0                  1
## 5103                          1                  0                  0
## 5106                          1                  0                  1
## 5107                          1                  0                  1
## 5112                          1                  0                  0
## 5114                          0                  0                  0
## 5115                          0                  0                  0
## 5126                          1                  0                  0
## 5135                          1                  0                  1
## 5141                          1                  0                  1
## 5144                          0                  1                  0
## 5150                          0                  0                  1
## 5152                          1                  0                  0
## 5154                          0                  0                  0
## 5163                          0                  1                  0
## 5172                          0                  0                  0
## 5178                          0                  0                  1
## 5184                          0                  0                  1
## 5187                          1                  0                  0
## 5192                          1                  0                  0
## 5196                          0                  0                  0
## 5200                          0                  0                  0
## 5218                          0                  1                  0
## 5237                          0                  1                  0
## 5239                          1                  0                  0
## 5242                          1                  0                  0
## 5250                          1                  0                  0
## 5257                          1                  0                  0
## 5261                          0                  0                  0
## 5284                          0                  0                  0
## 5285                          1                  0                  1
## 5290                          1                  0                  0
## 5291                          1                  0                  0
## 5294                          0                  0                  0
## 5299                          1                  0                  0
## 5306                          0                  0                  1
## 5309                          0                  0                  0
## 5311                          1                  0                  1
## 5314                          0                  0                  0
## 5319                          0                  1                  0
## 5325                          1                  0                  0
## 5333                          1                  0                  0
## 5338                          0                  0                  1
## 5342                          0                  0                  1
## 5352                          1                  0                  1
## 5363                          1                  0                  1
## 5369                          0                  0                  0
## 5380                          0                  1                  0
## 5390                          0                  1                  0
## 5399                          0                  0                  1
## 5404                          1                  0                  0
## 5409                          0                  0                  1
## 5415                          1                  0                  0
## 5417                          1                  0                  0
## 5419                          1                  0                  1
## 5422                          0                  0                  0
## 5438                          0                  1                  0
## 5439                          0                  0                  0
## 5440                          1                  0                  1
## 5446                          1                  0                  0
## 5447                          0                  1                  0
## 5448                          0                  0                  0
## 5449                          0                  0                  1
## 5469                          0                  0                  1
## 5475                          1                  0                  0
## 5487                          1                  0                  0
## 5489                          0                  0                  0
## 5497                          0                  0                  0
## 5505                          1                  0                  1
## 5507                          0                  1                  0
## 5508                          0                  0                  0
## 5509                          1                  0                  1
## 5512                          1                  0                  1
## 5517                          0                  1                  0
## 5518                          0                  1                  0
## 5527                          0                  0                  1
## 5528                          0                  0                  0
## 5537                          1                  0                  0
## 5548                          1                  0                  0
## 5558                          0                  0                  0
## 5581                          0                  0                  0
## 5587                          0                  1                  0
## 5592                          1                  0                  0
## 5598                          0                  0                  0
## 5600                          0                  0                  1
## 5610                          0                  1                  0
## 5611                          1                  0                  0
## 5617                          0                  1                  0
## 5621                          0                  1                  0
## 5628                          0                  0                  0
## 5636                          1                  0                  0
## 5640                          0                  0                  0
## 5641                          0                  1                  0
## 5650                          1                  0                  0
## 5653                          0                  1                  0
## 5654                          1                  0                  0
## 5656                          1                  0                  0
## 5668                          0                  1                  0
## 5671                          1                  0                  0
## 5677                          0                  1                  0
## 5680                          0                  1                  0
## 5683                          0                  1                  0
## 5692                          1                  0                  0
## 5694                          1                  0                  1
## 5697                          0                  1                  0
## 5703                          1                  0                  0
## 5704                          0                  1                  0
## 5714                          1                  0                  1
## 5720                          1                  0                  0
## 5729                          0                  0                  1
## 5735                          0                  1                  0
## 5737                          0                  1                  0
## 5745                          0                  1                  0
## 5746                          0                  1                  0
## 5751                          1                  0                  0
## 5756                          1                  0                  1
## 5760                          1                  0                  0
## 5771                          1                  0                  1
## 5772                          0                  1                  0
## 5773                          1                  0                  0
## 5777                          0                  1                  0
## 5784                          1                  0                  1
## 5785                          0                  0                  0
## 5786                          1                  0                  0
## 5788                          0                  0                  1
## 5796                          0                  1                  0
## 5798                          0                  1                  0
## 5810                          1                  0                  0
## 5811                          1                  0                  1
## 5812                          0                  0                  1
## 5816                          0                  0                  0
## 5821                          0                  0                  1
## 5823                          1                  0                  0
## 5826                          1                  0                  1
## 5832                          0                  0                  1
## 5833                          0                  0                  0
## 5834                          0                  0                  1
## 5836                          1                  0                  0
## 5840                          1                  0                  1
## 5842                          1                  0                  0
## 5844                          1                  0                  0
## 5850                          0                  1                  0
## 5853                          0                  1                  0
## 5856                          0                  1                  0
## 5858                          0                  1                  0
## 5864                          1                  0                  0
## 5869                          1                  0                  1
## 5870                          0                  1                  0
## 5873                          0                  0                  1
## 5874                          0                  1                  0
## 5876                          0                  0                  0
## 5879                          0                  0                  1
## 5885                          0                  1                  0
## 5892                          0                  0                  1
## 5893                          1                  0                  0
## 5900                          0                  1                  0
## 5908                          1                  0                  1
## 5925                          1                  0                  0
## 5927                          0                  0                  0
## 5942                          0                  0                  0
## 5945                          0                  0                  1
## 5947                          0                  0                  1
## 5949                          1                  0                  0
## 5953                          0                  0                  0
## 5956                          0                  0                  1
## 5960                          0                  0                  0
## 5962                          1                  0                  1
## 5965                          1                  0                  0
## 5967                          1                  0                  0
## 5981                          1                  0                  0
## 5984                          0                  0                  1
## 5992                          0                  1                  0
## 5995                          0                  0                  1
## 5996                          1                  0                  1
## 5997                          0                  0                  1
## 6003                          0                  1                  0
## 6008                          1                  0                  0
## 6010                          0                  1                  0
## 6012                          0                  0                  1
## 6014                          0                  1                  0
## 6016                          1                  0                  0
## 6018                          0                  1                  0
## 6019                          0                  1                  0
## 6020                          1                  0                  1
## 6023                          0                  0                  0
## 6025                          1                  0                  0
## 6027                          1                  0                  0
## 6036                          1                  0                  0
## 6045                          0                  1                  0
## 6053                          0                  0                  0
## 6058                          1                  0                  0
## 6063                          1                  0                  1
## 6070                          0                  0                  1
## 6072                          0                  0                  1
## 6077                          0                  0                  0
## 6079                          0                  0                  0
## 6080                          0                  0                  0
## 6082                          1                  0                  1
## 6087                          0                  1                  0
## 6089                          0                  0                  1
## 6092                          1                  0                  0
## 6094                          0                  0                  1
## 6098                          0                  0                  1
## 6105                          1                  0                  0
## 6109                          0                  1                  0
## 6113                          0                  1                  0
## 6119                          1                  0                  1
## 6120                          1                  0                  0
## 6124                          0                  0                  0
## 6127                          1                  0                  1
## 6131                          0                  1                  0
## 6134                          0                  0                  0
## 6140                          0                  0                  1
## 6141                          0                  0                  0
## 6145                          0                  1                  0
## 6147                          0                  1                  0
## 6150                          0                  1                  0
## 6156                          0                  0                  1
## 6157                          1                  0                  0
## 6160                          1                  0                  0
## 6166                          0                  0                  0
## 6185                          1                  0                  0
## 6188                          1                  0                  1
## 6195                          1                  0                  1
## 6198                          1                  0                  0
## 6205                          0                  1                  0
## 6206                          0                  1                  0
## 6208                          0                  0                  1
## 6210                          0                  0                  0
## 6216                          1                  0                  0
## 6231                          1                  0                  0
## 6233                          0                  0                  0
## 6234                          1                  0                  1
## 6246                          1                  0                  1
## 6253                          0                  1                  0
## 6261                          0                  0                  0
## 6271                          0                  0                  0
## 6279                          1                  0                  0
## 6290                          1                  0                  0
## 6294                          1                  0                  0
## 6296                          1                  0                  0
## 6301                          0                  1                  0
## 6303                          1                  0                  0
## 6312                          0                  0                  0
## 6315                          1                  0                  0
## 6317                          1                  0                  1
## 6329                          1                  0                  1
## 6332                          1                  0                  0
## 6334                          1                  0                  0
## 6339                          1                  0                  0
## 6341                          0                  1                  0
## 6348                          1                  0                  1
## 6352                          0                  1                  0
## 6355                          1                  0                  1
## 6369                          0                  0                  0
## 6370                          1                  0                  1
## 6374                          0                  0                  1
## 6382                          1                  0                  0
## 6383                          0                  0                  0
## 6393                          0                  0                  1
## 6403                          1                  0                  0
## 6404                          1                  0                  1
## 6408                          0                  0                  1
## 6409                          1                  0                  1
## 6412                          1                  0                  0
## 6414                          0                  0                  1
## 6417                          0                  0                  1
## 6418                          0                  0                  0
## 6422                          0                  1                  0
## 6424                          0                  0                  1
## 6427                          0                  0                  0
## 6433                          0                  0                  1
## 6434                          0                  0                  0
## 6442                          0                  1                  0
## 6445                          1                  0                  0
## 6451                          0                  0                  0
## 6453                          1                  0                  0
## 6456                          0                  0                  1
## 6459                          1                  0                  0
## 6475                          1                  0                  0
## 6479                          1                  0                  0
## 6480                          1                  0                  0
## 6481                          0                  1                  0
## 6487                          1                  0                  0
## 6490                          1                  0                  0
## 6497                          0                  0                  1
## 6503                          0                  0                  1
## 6504                          0                  0                  0
## 6513                          0                  1                  0
## 6530                          1                  0                  0
## 6531                          0                  0                  0
## 6535                          0                  0                  1
## 6536                          1                  0                  0
## 6543                          1                  0                  0
## 6554                          1                  0                  0
## 6556                          0                  1                  0
## 6562                          0                  0                  1
## 6563                          0                  0                  1
## 6574                          1                  0                  1
## 6581                          0                  1                  0
## 6587                          0                  0                  1
## 6597                          1                  0                  0
## 6618                          1                  0                  0
## 6619                          0                  1                  0
## 6621                          0                  0                  1
## 6625                          1                  0                  0
## 6626                          1                  0                  0
## 6629                          0                  0                  1
## 6630                          0                  1                  0
## 6632                          0                  0                  1
## 6635                          1                  0                  0
## 6638                          0                  1                  0
## 6651                          0                  0                  1
## 6654                          0                  0                  1
## 6656                          1                  0                  0
## 6659                          1                  0                  0
## 6673                          1                  0                  0
## 6682                          0                  0                  1
## 6686                          0                  0                  1
## 6691                          1                  0                  0
## 6700                          1                  0                  0
## 6702                          1                  0                  0
## 6704                          1                  0                  0
## 6711                          0                  0                  0
## 6712                          0                  0                  0
## 6713                          1                  0                  1
## 6716                          0                  1                  0
## 6717                          1                  0                  0
## 6720                          0                  0                  0
## 6724                          0                  0                  1
## 6729                          0                  1                  0
## 6735                          1                  0                  1
## 6738                          0                  0                  1
## 6740                          0                  0                  1
## 6752                          0                  0                  0
## 6766                          0                  0                  1
## 6767                          0                  0                  0
## 6768                          0                  1                  0
## 6769                          0                  0                  1
## 6771                          1                  0                  0
## 6775                          1                  0                  1
## 6778                          0                  1                  0
## 6779                          0                  1                  0
## 6781                          0                  0                  0
## 6782                          0                  1                  0
## 6788                          1                  0                  0
## 6789                          1                  0                  1
## 6798                          1                  0                  1
## 6804                          1                  0                  0
## 6813                          0                  0                  1
## 6815                          1                  0                  0
## 6816                          0                  1                  0
## 6820                          0                  1                  0
## 6826                          1                  0                  0
## 6839                          1                  0                  0
## 6847                          1                  0                  0
## 6849                          1                  0                  1
## 6850                          1                  0                  0
## 6861                          1                  0                  0
## 6865                          0                  1                  0
## 6869                          1                  0                  0
## 6873                          1                  0                  1
## 6874                          0                  0                  0
## 6876                          1                  0                  0
## 6878                          1                  0                  0
## 6880                          0                  0                  0
## 6882                          1                  0                  1
## 6895                          0                  0                  0
## 6903                          1                  0                  0
## 6914                          1                  0                  0
## 6915                          0                  1                  0
## 6919                          0                  1                  0
## 6920                          1                  0                  0
## 6922                          0                  0                  0
## 6925                          1                  0                  0
## 6930                          0                  0                  1
## 6933                          0                  0                  1
## 6934                          0                  1                  0
## 6940                          0                  0                  1
## 6943                          1                  0                  0
## 6953                          1                  0                  0
## 6962                          1                  0                  0
## 6964                          1                  0                  0
## 6967                          0                  0                  0
## 6979                          0                  0                  1
## 6985                          0                  0                  1
## 6988                          1                  0                  0
## 6993                          0                  0                  0
## 7009                          0                  1                  0
## 7012                          1                  0                  0
## 7016                          0                  0                  0
## 7022                          1                  0                  0
## 7025                          1                  0                  0
## 7026                          0                  0                  0
##      OnlineBackup_No DeviceProtection_Yes TechSupport_Yes StreamingTV_Yes
## 6                  1                    1               0               1
## 7                  0                    0               0               1
## 11                 1                    0               0               0
## 14                 0                    1               0               1
## 16                 0                    1               1               1
## 17                 1                    0               0               0
## 23                 1                    0               0               0
## 25                 0                    0               1               0
## 28                 0                    0               0               0
## 37                 1                    0               0               0
## 39                 0                    1               0               1
## 41                 0                    0               0               0
## 45                 0                    0               1               1
## 47                 0                    0               0               0
## 52                 0                    0               0               1
## 54                 0                    0               0               0
## 58                 0                    1               1               1
## 62                 0                    0               0               1
## 64                 1                    1               1               0
## 68                 0                    1               1               1
## 74                 1                    0               0               0
## 81                 1                    0               0               1
## 90                 1                    0               0               1
## 101                1                    0               0               0
## 105                0                    1               1               1
## 107                0                    0               0               1
## 116                0                    0               0               1
## 125                1                    0               0               0
## 135                1                    0               0               0
## 136                1                    0               0               0
## 140                1                    0               0               0
## 143                0                    0               0               1
## 159                1                    1               0               1
## 161                0                    0               0               0
## 171                1                    1               1               0
## 176                1                    0               0               0
## 180                1                    0               0               0
## 184                1                    1               0               1
## 187                0                    0               0               0
## 194                0                    1               0               1
## 198                0                    1               1               1
## 204                1                    0               0               1
## 206                0                    0               1               0
## 220                1                    0               0               1
## 245                0                    1               0               0
## 251                0                    1               0               1
## 253                0                    0               0               1
## 255                1                    0               0               0
## 263                0                    0               0               0
## 264                0                    0               1               0
## 270                1                    0               0               0
## 274                0                    0               1               1
## 275                1                    0               0               0
## 296                1                    0               0               0
## 301                1                    0               0               1
## 309                0                    0               0               1
## 314                1                    0               0               0
## 316                0                    0               1               1
## 328                1                    0               0               0
## 330                1                    1               0               0
## 331                1                    0               0               0
## 345                1                    0               0               0
## 351                1                    1               1               0
## 355                1                    0               0               1
## 359                1                    0               0               0
## 364                1                    0               0               0
## 366                1                    1               0               1
## 372                1                    0               0               1
## 386                1                    0               0               0
## 389                1                    1               0               0
## 390                1                    0               0               0
## 394                1                    0               0               0
## 398                0                    0               0               0
## 404                1                    0               1               0
## 406                1                    0               0               0
## 410                1                    0               0               0
## 414                0                    1               1               0
## 420                1                    1               0               0
## 422                1                    0               0               0
## 424                1                    0               0               0
## 425                0                    1               0               0
## 440                1                    1               1               0
## 444                1                    0               0               0
## 446                0                    1               0               1
## 457                0                    1               1               1
## 463                1                    1               0               1
## 465                0                    1               1               1
## 468                0                    0               0               1
## 472                1                    0               0               0
## 475                0                    0               0               0
## 478                0                    1               1               1
## 480                1                    0               0               0
## 503                1                    1               1               0
## 508                1                    0               1               0
## 512                1                    0               0               0
## 515                1                    1               1               1
## 523                1                    0               0               0
## 550                0                    1               0               1
## 551                0                    1               1               1
## 565                1                    1               1               0
## 566                1                    0               1               1
## 567                0                    0               1               1
## 572                1                    1               1               0
## 583                1                    0               0               0
## 585                1                    0               0               1
## 588                0                    1               0               0
## 593                0                    1               0               0
## 606                1                    1               1               1
## 610                0                    0               0               0
## 614                1                    1               1               0
## 626                0                    1               0               0
## 628                0                    1               1               1
## 629                0                    0               0               0
## 632                0                    1               1               1
## 633                1                    0               0               0
## 636                1                    1               1               1
## 637                0                    1               1               0
## 644                1                    0               0               0
## 646                1                    0               0               0
## 647                1                    1               1               1
## 658                1                    0               0               0
## 663                0                    0               0               0
## 671                1                    0               0               0
## 682                1                    0               1               1
## 686                1                    0               0               0
## 690                1                    0               0               0
## 694                1                    0               0               0
## 701                1                    0               0               1
## 706                0                    0               1               0
## 710                1                    0               0               0
## 722                1                    0               0               0
## 726                1                    0               0               0
## 729                0                    1               1               0
## 732                0                    0               0               0
## 741                1                    1               0               0
## 744                1                    0               0               0
## 754                1                    1               0               1
## 756                1                    0               0               0
## 760                1                    0               0               1
## 764                1                    0               0               1
## 765                0                    0               0               0
## 773                1                    1               0               1
## 778                1                    0               0               0
## 787                0                    0               0               1
## 790                0                    1               0               0
## 802                0                    0               1               1
## 814                1                    0               0               1
## 825                1                    0               0               1
## 829                0                    0               1               1
## 836                1                    0               0               0
## 841                1                    0               0               0
## 842                1                    0               0               0
## 843                1                    0               0               1
## 846                1                    0               1               0
## 847                0                    1               1               1
## 851                1                    0               0               0
## 858                0                    1               1               1
## 860                1                    1               0               0
## 861                0                    0               0               0
## 871                1                    0               0               0
## 873                1                    1               0               1
## 883                1                    0               1               0
## 887                1                    0               0               1
## 896                0                    1               0               1
## 899                1                    0               0               0
## 905                1                    0               0               1
## 912                1                    0               0               0
## 925                0                    0               0               0
## 926                0                    1               0               0
## 940                1                    0               0               0
## 947                1                    0               0               0
## 948                1                    0               0               0
## 951                1                    1               1               0
## 957                0                    0               0               1
## 958                1                    0               0               0
## 962                1                    0               0               0
## 966                0                    1               1               1
## 967                1                    0               0               1
## 973                1                    1               1               1
## 981                1                    0               0               0
## 985                1                    0               0               0
## 998                1                    1               0               1
## 999                1                    0               0               0
## 1000               1                    0               0               0
## 1009               0                    0               1               1
## 1021               1                    1               0               0
## 1022               1                    0               0               0
## 1030               1                    1               0               1
## 1032               1                    1               1               1
## 1036               1                    0               0               0
## 1039               1                    0               0               0
## 1041               1                    0               0               0
## 1044               1                    1               1               1
## 1050               1                    1               1               1
## 1052               1                    0               0               1
## 1056               1                    0               0               1
## 1058               1                    0               0               0
## 1063               1                    0               0               1
## 1064               1                    0               0               0
## 1065               1                    0               1               0
## 1068               1                    0               0               0
## 1071               1                    1               0               1
## 1091               0                    1               0               1
## 1096               1                    0               1               0
## 1098               1                    0               0               0
## 1114               1                    1               0               0
## 1120               0                    1               0               0
## 1129               1                    1               1               1
## 1137               0                    1               1               1
## 1144               1                    0               0               1
## 1145               1                    0               0               1
## 1150               1                    1               0               1
## 1156               1                    0               0               1
## 1166               0                    1               0               1
## 1171               0                    0               0               0
## 1173               0                    1               1               1
## 1179               1                    1               0               1
## 1186               1                    1               0               0
## 1195               1                    0               0               0
## 1202               1                    0               0               0
## 1203               1                    0               0               0
## 1204               1                    0               1               1
## 1209               1                    0               0               0
## 1210               1                    0               0               0
## 1216               1                    0               0               1
## 1218               1                    0               0               0
## 1219               1                    1               1               1
## 1225               1                    0               0               1
## 1226               1                    1               1               0
## 1227               0                    0               0               1
## 1228               1                    1               0               0
## 1234               1                    0               0               0
## 1241               1                    0               0               0
## 1247               1                    1               1               1
## 1249               1                    0               0               0
## 1254               1                    0               0               0
## 1271               1                    0               0               1
## 1272               0                    0               1               0
## 1278               1                    0               0               0
## 1282               1                    0               0               1
## 1293               1                    0               0               1
## 1295               0                    1               0               1
## 1303               0                    1               1               1
## 1305               1                    0               0               1
## 1316               1                    0               0               0
## 1333               0                    0               0               0
## 1336               0                    1               0               1
## 1341               1                    1               0               1
## 1351               1                    0               0               0
## 1352               1                    0               0               0
## 1356               1                    0               0               1
## 1357               0                    0               0               0
## 1361               0                    0               0               0
## 1368               0                    0               0               1
## 1377               1                    0               0               0
## 1379               1                    0               0               0
## 1382               0                    1               1               1
## 1383               1                    0               0               0
## 1391               1                    1               0               1
## 1398               1                    0               0               0
## 1399               1                    0               0               1
## 1400               1                    0               0               0
## 1405               1                    1               0               0
## 1415               1                    0               0               0
## 1433               1                    0               0               0
## 1441               1                    0               1               1
## 1453               1                    1               1               1
## 1458               1                    0               0               0
## 1467               1                    1               0               1
## 1472               1                    0               0               0
## 1476               1                    1               1               0
## 1478               1                    1               0               1
## 1483               0                    1               0               1
## 1487               1                    0               0               0
## 1492               1                    0               0               0
## 1510               1                    0               0               0
## 1512               1                    0               0               1
## 1518               0                    1               0               0
## 1523               1                    0               0               0
## 1531               0                    0               1               0
## 1537               1                    0               0               0
## 1542               1                    0               0               0
## 1550               1                    0               0               0
## 1552               0                    0               1               1
## 1554               0                    1               0               0
## 1556               1                    0               1               1
## 1558               1                    0               1               0
## 1566               1                    0               0               0
## 1570               1                    0               0               0
## 1580               0                    1               0               1
## 1601               1                    0               0               0
## 1604               1                    0               0               0
## 1605               1                    1               1               1
## 1609               1                    0               0               0
## 1610               0                    0               1               0
## 1612               1                    0               0               0
## 1613               1                    1               1               0
## 1616               1                    0               1               0
## 1627               1                    1               0               0
## 1629               1                    0               0               0
## 1631               1                    1               0               1
## 1636               1                    0               0               0
## 1637               0                    1               1               1
## 1642               0                    0               1               0
## 1656               1                    0               0               0
## 1657               0                    1               0               1
## 1660               1                    0               0               1
## 1661               1                    0               0               0
## 1668               0                    1               1               0
## 1692               1                    0               0               0
## 1693               0                    1               1               1
## 1698               1                    1               0               1
## 1701               0                    1               1               0
## 1702               0                    1               1               1
## 1705               1                    1               1               1
## 1712               1                    0               0               0
## 1715               0                    1               1               1
## 1725               0                    1               0               0
## 1732               1                    0               0               0
## 1743               1                    0               0               0
## 1745               0                    1               1               1
## 1755               1                    0               0               0
## 1759               1                    0               0               0
## 1763               0                    1               1               1
## 1766               0                    1               0               1
## 1769               1                    0               0               0
## 1770               1                    0               0               0
## 1778               1                    0               1               0
## 1790               0                    1               1               1
## 1794               1                    0               0               0
## 1799               0                    1               1               0
## 1800               1                    0               0               0
## 1801               0                    1               0               0
## 1805               1                    0               0               0
## 1806               0                    1               1               0
## 1809               1                    1               1               1
## 1817               1                    0               0               0
## 1820               1                    0               0               0
## 1821               0                    0               0               0
## 1824               1                    0               0               0
## 1828               1                    0               0               1
## 1829               1                    0               0               0
## 1833               1                    0               0               0
## 1839               1                    0               0               0
## 1840               0                    1               0               1
## 1841               0                    1               0               0
## 1843               1                    0               0               0
## 1846               0                    1               0               0
## 1852               0                    0               0               0
## 1856               1                    0               0               0
## 1859               1                    0               0               0
## 1872               1                    0               0               1
## 1874               1                    0               0               0
## 1875               1                    0               0               0
## 1881               0                    0               1               0
## 1882               1                    1               1               0
## 1889               0                    0               0               0
## 1891               0                    0               1               1
## 1908               1                    0               0               0
## 1916               1                    0               0               0
## 1920               1                    0               0               1
## 1922               1                    1               0               1
## 1925               1                    0               0               0
## 1929               1                    0               0               0
## 1937               1                    0               0               0
## 1955               0                    0               1               0
## 1968               1                    0               0               0
## 1969               1                    1               1               1
## 1980               0                    0               0               0
## 1982               0                    0               1               0
## 1986               1                    0               0               1
## 1988               0                    0               0               1
## 1989               1                    0               0               0
## 1993               1                    1               1               1
## 2003               1                    0               0               0
## 2005               0                    1               1               1
## 2009               1                    0               0               0
## 2012               1                    0               0               0
## 2014               1                    0               0               0
## 2019               0                    0               0               0
## 2029               1                    0               0               0
## 2031               0                    0               0               0
## 2038               0                    1               1               0
## 2056               0                    1               1               1
## 2061               1                    0               0               1
## 2064               0                    0               1               1
## 2068               1                    0               0               0
## 2073               1                    0               0               0
## 2075               0                    0               0               1
## 2079               1                    0               0               0
## 2086               1                    0               1               0
## 2087               1                    0               0               0
## 2089               1                    0               0               0
## 2091               1                    0               0               1
## 2092               1                    0               0               0
## 2095               1                    0               1               0
## 2097               1                    1               1               0
## 2100               1                    0               0               0
## 2104               1                    0               0               0
## 2106               1                    0               0               0
## 2110               0                    0               1               0
## 2112               1                    1               0               0
## 2114               1                    0               0               0
## 2117               1                    0               0               0
## 2119               0                    0               0               0
## 2121               1                    0               0               1
## 2127               1                    1               1               1
## 2129               1                    0               0               0
## 2130               1                    0               0               0
## 2131               0                    0               0               1
## 2134               1                    1               1               0
## 2135               1                    0               0               1
## 2138               1                    1               0               0
## 2145               1                    1               0               1
## 2152               1                    0               0               0
## 2158               0                    1               0               1
## 2161               1                    0               0               0
## 2167               1                    1               0               0
## 2170               1                    0               0               0
## 2171               1                    0               1               1
## 2173               0                    1               0               0
## 2177               0                    1               1               1
## 2178               1                    1               1               1
## 2188               0                    1               1               1
## 2189               1                    0               0               0
## 2204               1                    1               0               1
## 2207               1                    1               0               1
## 2208               1                    0               0               0
## 2210               0                    0               0               0
## 2220               0                    0               0               0
## 2232               1                    0               0               0
## 2241               1                    1               1               1
## 2245               1                    0               1               1
## 2247               1                    1               0               1
## 2249               0                    1               1               1
## 2254               1                    1               0               0
## 2263               0                    1               1               1
## 2267               1                    0               0               1
## 2271               1                    0               0               0
## 2273               0                    1               1               1
## 2279               1                    0               0               0
## 2281               1                    1               0               0
## 2283               0                    1               1               1
## 2285               1                    1               1               1
## 2299               1                    0               0               0
## 2302               1                    0               0               0
## 2305               1                    0               1               1
## 2306               0                    1               1               1
## 2314               0                    1               0               1
## 2317               0                    1               0               1
## 2337               0                    1               1               1
## 2353               0                    1               0               0
## 2369               1                    0               1               0
## 2370               1                    0               0               0
## 2379               1                    0               0               0
## 2380               1                    1               0               0
## 2384               1                    0               0               0
## 2385               1                    1               1               1
## 2386               1                    0               0               0
## 2394               0                    0               0               0
## 2400               0                    0               0               1
## 2403               1                    0               0               0
## 2409               1                    1               1               0
## 2417               1                    1               0               0
## 2419               1                    0               0               0
## 2423               1                    0               0               0
## 2429               1                    1               1               0
## 2431               1                    1               0               1
## 2446               1                    1               1               1
## 2448               1                    0               0               0
## 2469               1                    0               0               0
## 2476               1                    0               0               1
## 2477               1                    0               0               0
## 2480               1                    0               0               0
## 2483               0                    0               1               0
## 2488               1                    0               1               1
## 2489               0                    0               0               0
## 2490               1                    0               0               0
## 2493               1                    0               0               0
## 2498               1                    0               0               0
## 2520               1                    0               0               0
## 2542               1                    0               1               1
## 2551               1                    0               0               1
## 2560               1                    1               1               1
## 2561               1                    0               0               0
## 2570               1                    0               0               1
## 2577               1                    0               0               0
## 2578               0                    1               0               1
## 2586               0                    1               0               0
## 2590               0                    1               1               1
## 2593               0                    1               0               1
## 2596               1                    0               0               0
## 2598               0                    1               1               1
## 2606               1                    1               0               0
## 2611               0                    1               1               1
## 2613               1                    0               0               0
## 2618               1                    0               0               0
## 2619               1                    0               0               0
## 2626               1                    0               1               0
## 2629               0                    0               1               1
## 2630               1                    0               1               1
## 2632               0                    1               1               1
## 2641               1                    0               0               0
## 2643               1                    0               0               0
## 2655               1                    1               1               1
## 2660               0                    0               0               1
## 2662               0                    1               1               1
## 2664               1                    0               0               0
## 2670               1                    0               0               0
## 2673               1                    0               0               0
## 2680               0                    0               1               1
## 2681               0                    1               0               1
## 2684               0                    0               0               0
## 2688               1                    0               0               0
## 2698               1                    0               0               0
## 2707               1                    0               0               1
## 2708               1                    0               0               0
## 2712               1                    0               0               0
## 2724               0                    1               0               1
## 2725               1                    0               0               0
## 2734               1                    1               0               1
## 2737               1                    0               0               1
## 2752               1                    0               0               0
## 2753               1                    1               0               0
## 2760               0                    1               1               0
## 2765               1                    0               0               0
## 2769               1                    1               0               0
## 2771               1                    0               1               0
## 2772               0                    0               0               0
## 2780               1                    1               1               1
## 2788               0                    0               0               0
## 2793               1                    1               0               1
## 2804               1                    0               0               1
## 2805               0                    1               0               0
## 2807               1                    0               0               0
## 2811               1                    1               1               1
## 2817               1                    0               0               0
## 2827               0                    1               0               1
## 2830               1                    0               0               0
## 2833               1                    0               0               0
## 2834               1                    0               0               0
## 2838               1                    1               1               0
## 2853               0                    0               1               0
## 2857               1                    0               0               0
## 2860               0                    0               1               1
## 2861               0                    1               0               1
## 2863               1                    0               0               0
## 2873               0                    0               0               1
## 2880               0                    1               1               1
## 2891               1                    0               0               0
## 2892               1                    0               0               0
## 2898               1                    0               0               0
## 2899               0                    0               1               0
## 2900               1                    0               0               0
## 2913               1                    0               0               0
## 2915               0                    0               0               1
## 2917               1                    0               0               1
## 2919               1                    1               0               1
## 2924               0                    0               1               0
## 2927               0                    1               0               1
## 2934               0                    0               1               0
## 2940               0                    0               1               1
## 2942               1                    0               1               0
## 2943               0                    1               0               1
## 2945               1                    1               1               0
## 2951               1                    0               0               1
## 2953               0                    0               0               0
## 2956               1                    0               0               1
## 2958               1                    0               1               0
## 2961               1                    1               0               0
## 2967               0                    1               1               1
## 2976               1                    0               0               0
## 2977               1                    0               0               0
## 2984               0                    1               0               1
## 2987               1                    1               1               1
## 2989               1                    0               0               0
## 2991               1                    0               0               0
## 3000               1                    0               0               1
## 3005               1                    0               0               0
## 3008               0                    0               1               0
## 3012               1                    0               0               0
## 3015               0                    0               1               0
## 3016               1                    0               1               0
## 3019               0                    1               1               1
## 3022               1                    0               0               1
## 3023               1                    0               0               0
## 3025               1                    0               0               0
## 3032               1                    1               1               1
## 3033               1                    0               0               0
## 3035               0                    1               1               1
## 3038               0                    0               0               0
## 3041               0                    1               0               0
## 3042               1                    1               1               1
## 3046               1                    0               1               0
## 3049               1                    1               1               1
## 3063               0                    0               0               0
## 3066               0                    0               1               0
## 3071               0                    1               0               1
## 3073               1                    1               0               0
## 3074               1                    0               0               1
## 3079               1                    0               0               0
## 3080               1                    0               0               0
## 3084               1                    1               1               1
## 3088               1                    0               0               0
## 3090               0                    0               0               1
## 3096               0                    1               0               1
## 3111               0                    1               0               0
## 3123               0                    0               0               0
## 3127               0                    1               1               0
## 3144               1                    0               0               0
## 3146               1                    0               0               0
## 3152               1                    0               0               0
## 3154               1                    1               0               0
## 3175               1                    0               0               0
## 3176               1                    0               0               0
## 3177               0                    1               1               0
## 3181               1                    0               0               0
## 3191               0                    1               0               0
## 3193               0                    0               0               1
## 3195               1                    0               0               0
## 3199               0                    1               1               1
## 3204               0                    1               0               0
## 3208               0                    1               0               0
## 3214               0                    1               0               0
## 3216               1                    1               1               0
## 3233               1                    0               0               0
## 3238               1                    0               0               0
## 3240               1                    0               0               0
## 3242               1                    0               0               1
## 3246               1                    0               0               0
## 3248               1                    0               1               0
## 3264               1                    0               0               1
## 3266               1                    0               1               1
## 3275               1                    0               1               0
## 3280               1                    0               0               1
## 3281               0                    0               1               0
## 3288               0                    0               0               1
## 3289               0                    0               0               0
## 3293               1                    1               1               1
## 3294               1                    0               0               0
## 3296               1                    0               0               0
## 3301               1                    0               0               1
## 3303               0                    0               1               1
## 3305               1                    0               0               0
## 3307               0                    0               0               1
## 3309               1                    0               0               0
## 3313               0                    0               1               1
## 3315               1                    0               0               1
## 3317               1                    0               0               0
## 3327               1                    0               0               0
## 3329               0                    1               0               1
## 3333               1                    1               1               0
## 3346               0                    0               1               0
## 3352               1                    1               0               0
## 3353               1                    0               1               0
## 3354               1                    0               0               0
## 3358               0                    1               1               1
## 3364               1                    0               0               0
## 3373               0                    1               1               1
## 3374               1                    0               0               0
## 3375               1                    0               0               1
## 3377               1                    0               0               0
## 3378               1                    0               0               0
## 3384               1                    0               0               0
## 3386               1                    0               0               0
## 3395               1                    0               0               1
## 3399               0                    0               0               0
## 3400               1                    0               1               0
## 3402               1                    0               0               0
## 3405               1                    0               0               1
## 3413               0                    1               0               1
## 3423               1                    1               0               1
## 3429               1                    0               1               0
## 3436               0                    1               0               0
## 3442               0                    0               0               0
## 3445               0                    1               0               1
## 3446               1                    0               0               0
## 3458               1                    0               0               1
## 3475               1                    0               0               0
## 3477               1                    0               0               0
## 3478               0                    1               0               0
## 3479               1                    0               0               0
## 3482               1                    0               0               0
## 3498               0                    0               1               1
## 3500               1                    0               0               0
## 3504               1                    0               0               0
## 3511               1                    0               0               0
## 3535               0                    1               1               1
## 3536               1                    0               0               1
## 3539               0                    1               0               1
## 3541               1                    1               1               1
## 3544               0                    1               1               0
## 3548               1                    0               0               0
## 3558               1                    0               0               0
## 3564               1                    0               0               0
## 3565               1                    0               0               0
## 3566               1                    1               0               0
## 3568               1                    0               0               0
## 3570               1                    0               1               1
## 3571               1                    0               0               0
## 3575               1                    1               1               1
## 3576               0                    1               1               1
## 3579               1                    0               0               0
## 3587               1                    0               0               0
## 3601               1                    1               0               1
## 3603               1                    0               0               0
## 3612               1                    1               0               1
## 3616               1                    0               0               0
## 3621               0                    0               1               0
## 3625               1                    0               0               0
## 3632               1                    0               0               0
## 3635               0                    1               0               0
## 3639               1                    0               0               0
## 3642               1                    0               0               0
## 3646               1                    0               0               0
## 3648               0                    0               1               1
## 3650               1                    0               0               0
## 3653               1                    1               1               0
## 3654               0                    1               0               1
## 3657               1                    0               0               0
## 3660               0                    1               0               1
## 3683               1                    1               0               1
## 3688               1                    0               0               1
## 3692               1                    0               0               1
## 3696               1                    0               0               0
## 3697               1                    0               0               0
## 3702               1                    0               0               0
## 3703               1                    0               0               0
## 3705               1                    0               0               0
## 3717               0                    0               1               0
## 3720               1                    0               0               0
## 3725               0                    1               0               1
## 3727               1                    1               1               1
## 3728               1                    0               1               0
## 3729               0                    1               1               1
## 3730               1                    0               0               1
## 3735               1                    0               0               0
## 3737               0                    1               1               1
## 3741               1                    0               0               0
## 3747               1                    1               1               0
## 3752               1                    1               1               0
## 3756               0                    1               0               1
## 3758               1                    0               0               1
## 3759               1                    0               0               0
## 3765               1                    0               0               0
## 3769               0                    1               0               1
## 3772               1                    0               0               0
## 3774               0                    1               1               1
## 3779               1                    1               0               1
## 3783               0                    1               1               1
## 3798               0                    0               1               1
## 3801               0                    0               0               0
## 3805               1                    0               0               0
## 3806               1                    0               1               0
## 3809               0                    1               1               1
## 3828               1                    0               0               1
## 3834               1                    0               0               0
## 3840               1                    0               0               0
## 3844               0                    1               1               1
## 3847               1                    0               0               0
## 3848               0                    0               1               1
## 3849               0                    0               1               1
## 3857               0                    1               0               1
## 3868               1                    0               0               0
## 3871               1                    1               0               1
## 3873               1                    0               0               0
## 3878               1                    0               1               1
## 3882               1                    0               0               0
## 3884               0                    1               1               1
## 3885               1                    0               0               0
## 3886               1                    0               0               0
## 3890               1                    0               0               0
## 3891               0                    1               1               1
## 3892               1                    0               0               0
## 3893               0                    1               0               1
## 3912               1                    0               0               1
## 3918               1                    0               0               0
## 3922               1                    1               0               1
## 3929               1                    0               0               0
## 3936               1                    0               0               0
## 3937               1                    0               0               0
## 3938               1                    0               0               0
## 3939               1                    0               1               0
## 3941               1                    1               0               0
## 3943               1                    0               0               0
## 3950               0                    1               0               1
## 3951               1                    1               0               1
## 3957               1                    0               0               0
## 3965               1                    0               0               0
## 3973               1                    0               0               0
## 3984               1                    0               0               1
## 3986               0                    1               0               1
## 3992               0                    0               0               0
## 3994               1                    1               0               1
## 3999               1                    0               0               0
## 4004               1                    0               0               0
## 4005               1                    0               0               0
## 4008               0                    1               0               1
## 4020               0                    1               1               1
## 4024               1                    0               1               0
## 4033               1                    0               0               1
## 4035               1                    1               1               1
## 4038               0                    1               1               1
## 4054               1                    1               0               0
## 4062               1                    0               0               0
## 4063               1                    0               1               1
## 4069               0                    0               0               0
## 4074               1                    0               0               0
## 4086               1                    0               0               0
## 4091               0                    0               1               1
## 4093               1                    0               0               0
## 4102               1                    0               0               0
## 4104               0                    0               1               0
## 4105               0                    1               0               1
## 4107               1                    0               0               0
## 4112               0                    0               0               0
## 4115               0                    1               0               0
## 4117               1                    0               0               0
## 4120               1                    0               0               0
## 4124               0                    0               1               0
## 4130               1                    0               0               0
## 4133               0                    0               0               0
## 4135               1                    1               0               1
## 4137               1                    0               0               0
## 4143               0                    0               0               1
## 4144               1                    0               0               1
## 4145               0                    1               0               1
## 4150               1                    0               0               0
## 4153               0                    1               0               0
## 4155               1                    1               0               0
## 4159               1                    0               1               0
## 4160               1                    0               0               0
## 4164               0                    1               1               1
## 4170               1                    0               0               0
## 4178               1                    1               0               0
## 4179               1                    0               0               0
## 4185               0                    1               1               1
## 4196               1                    0               0               0
## 4198               0                    0               0               0
## 4203               0                    0               1               0
## 4208               0                    0               0               0
## 4210               0                    1               1               1
## 4211               1                    0               0               0
## 4212               1                    0               0               0
## 4214               1                    0               0               0
## 4224               1                    0               0               0
## 4227               1                    1               1               1
## 4233               0                    1               0               0
## 4236               1                    0               0               0
## 4247               1                    1               0               1
## 4253               1                    0               0               0
## 4255               0                    0               1               0
## 4257               0                    1               1               1
## 4272               0                    1               0               1
## 4274               1                    0               0               0
## 4278               1                    0               0               1
## 4280               1                    0               0               0
## 4285               0                    0               1               1
## 4287               1                    0               0               1
## 4300               0                    0               1               1
## 4303               1                    1               0               1
## 4313               1                    1               1               1
## 4315               1                    1               0               0
## 4316               1                    0               0               0
## 4323               1                    1               0               1
## 4332               1                    1               1               1
## 4334               1                    0               1               0
## 4336               1                    1               0               0
## 4340               0                    0               1               0
## 4342               1                    0               0               0
## 4352               1                    0               0               1
## 4353               0                    0               0               1
## 4354               1                    0               0               1
## 4366               1                    0               0               0
## 4372               1                    0               0               0
## 4375               1                    0               0               0
## 4377               0                    1               0               0
## 4379               0                    0               1               0
## 4380               1                    0               0               0
## 4381               1                    0               0               0
## 4384               1                    0               1               1
## 4385               1                    0               0               0
## 4394               0                    0               1               1
## 4400               1                    0               0               0
## 4404               1                    1               1               0
## 4430               1                    1               0               1
## 4444               1                    0               0               1
## 4445               0                    1               1               1
## 4451               0                    1               0               1
## 4460               1                    1               1               0
## 4462               0                    1               1               0
## 4463               1                    0               0               0
## 4467               1                    1               1               1
## 4468               1                    0               0               0
## 4474               1                    0               0               1
## 4477               1                    0               0               0
## 4481               1                    0               0               0
## 4482               0                    0               0               0
## 4487               0                    0               0               0
## 4488               1                    0               0               0
## 4491               1                    0               0               0
## 4497               1                    0               0               0
## 4499               0                    1               1               1
## 4505               0                    1               1               1
## 4509               0                    1               1               1
## 4519               1                    0               0               0
## 4520               1                    1               1               0
## 4522               1                    0               1               0
## 4524               1                    1               0               0
## 4529               1                    0               0               0
## 4530               0                    0               0               1
## 4537               1                    0               0               1
## 4551               1                    0               0               0
## 4557               1                    0               0               0
## 4558               0                    1               1               1
## 4559               0                    0               1               1
## 4567               0                    1               0               1
## 4568               1                    0               0               0
## 4583               1                    1               1               0
## 4584               1                    0               0               0
## 4597               0                    1               0               1
## 4608               0                    0               1               0
## 4621               1                    0               1               0
## 4624               1                    1               0               1
## 4629               1                    0               0               0
## 4631               1                    0               0               0
## 4647               1                    0               0               0
## 4655               1                    0               0               0
## 4657               1                    0               0               0
## 4659               1                    0               0               0
## 4667               1                    1               0               0
## 4671               1                    0               0               1
## 4678               0                    1               1               1
## 4690               1                    1               0               1
## 4693               1                    0               0               0
## 4698               0                    0               0               0
## 4701               0                    1               0               0
## 4718               1                    1               1               0
## 4720               1                    0               0               0
## 4724               1                    0               0               0
## 4726               0                    1               0               0
## 4729               0                    1               1               1
## 4743               0                    1               0               0
## 4745               1                    0               0               0
## 4755               1                    0               0               0
## 4762               1                    0               0               0
## 4769               1                    0               0               0
## 4771               1                    0               0               0
## 4775               1                    0               0               0
## 4780               0                    0               0               0
## 4781               1                    1               0               0
## 4784               1                    0               0               0
## 4785               0                    1               0               1
## 4790               0                    1               1               1
## 4799               1                    0               0               0
## 4806               0                    1               0               1
## 4822               1                    0               0               0
## 4827               1                    0               0               0
## 4833               0                    0               0               0
## 4837               1                    0               0               0
## 4838               1                    1               1               0
## 4843               0                    0               0               1
## 4851               0                    0               1               0
## 4852               0                    1               0               1
## 4855               1                    0               0               0
## 4859               1                    0               0               0
## 4861               1                    1               0               1
## 4862               0                    0               0               0
## 4869               0                    1               0               1
## 4881               0                    1               0               1
## 4883               0                    0               1               1
## 4884               1                    1               0               1
## 4892               0                    1               0               0
## 4895               1                    0               1               0
## 4902               0                    1               1               1
## 4904               0                    0               1               0
## 4908               0                    0               0               1
## 4909               0                    0               0               0
## 4911               1                    0               0               0
## 4920               1                    0               0               0
## 4941               1                    0               0               1
## 4953               1                    0               0               1
## 4960               1                    0               1               1
## 4963               1                    0               0               0
## 4964               1                    0               0               0
## 4970               1                    0               0               0
## 4971               1                    0               0               0
## 4982               1                    0               0               0
## 4984               0                    1               0               1
## 4987               1                    0               0               1
## 4990               1                    0               0               0
## 4996               1                    0               0               0
## 4997               0                    1               1               1
## 5002               0                    1               1               1
## 5007               0                    1               0               1
## 5011               1                    0               0               0
## 5012               1                    0               0               1
## 5013               1                    0               0               0
## 5019               1                    0               0               0
## 5022               1                    0               0               0
## 5023               1                    1               0               1
## 5027               0                    0               0               0
## 5040               1                    0               0               0
## 5043               1                    1               0               1
## 5051               1                    0               0               0
## 5060               1                    0               1               0
## 5065               0                    1               0               1
## 5069               1                    1               0               1
## 5077               1                    0               0               0
## 5079               1                    0               0               0
## 5089               0                    1               1               1
## 5096               1                    0               0               0
## 5103               1                    0               0               0
## 5106               0                    1               1               1
## 5107               0                    0               0               0
## 5112               1                    0               1               0
## 5114               0                    1               0               0
## 5115               0                    0               0               0
## 5126               0                    1               0               1
## 5135               0                    1               1               1
## 5141               0                    1               0               1
## 5144               1                    0               0               0
## 5150               0                    0               1               0
## 5152               1                    0               0               0
## 5154               0                    0               1               0
## 5163               1                    0               0               0
## 5172               1                    0               1               1
## 5178               1                    1               1               1
## 5184               0                    1               1               1
## 5187               0                    1               0               1
## 5192               0                    1               1               1
## 5196               1                    0               1               1
## 5200               1                    1               0               0
## 5218               1                    0               0               0
## 5237               1                    0               0               0
## 5239               1                    0               0               1
## 5242               1                    0               0               1
## 5250               0                    0               1               1
## 5257               0                    0               0               1
## 5261               0                    0               0               1
## 5284               1                    1               1               0
## 5285               1                    0               0               0
## 5290               0                    1               0               1
## 5291               1                    0               1               1
## 5294               0                    0               1               0
## 5299               1                    0               0               1
## 5306               0                    1               1               1
## 5309               1                    0               1               0
## 5311               1                    1               1               1
## 5314               0                    1               1               1
## 5319               1                    0               0               0
## 5325               1                    0               0               1
## 5333               1                    0               0               0
## 5338               0                    1               0               0
## 5342               0                    0               0               0
## 5352               1                    1               0               0
## 5363               1                    1               0               1
## 5369               1                    0               1               1
## 5380               1                    0               0               0
## 5390               1                    0               0               0
## 5399               0                    1               1               0
## 5404               0                    0               1               0
## 5409               0                    0               0               0
## 5415               1                    0               0               0
## 5417               1                    1               0               1
## 5419               1                    1               0               0
## 5422               1                    0               0               1
## 5438               1                    0               0               0
## 5439               1                    0               0               0
## 5440               0                    1               0               0
## 5446               1                    0               0               0
## 5447               1                    0               0               0
## 5448               0                    0               0               0
## 5449               1                    0               0               0
## 5469               1                    1               1               1
## 5475               1                    1               0               0
## 5487               1                    0               1               0
## 5489               0                    0               0               1
## 5497               1                    0               1               0
## 5505               0                    0               1               1
## 5507               1                    0               0               0
## 5508               1                    0               0               0
## 5509               0                    1               0               0
## 5512               1                    1               0               0
## 5517               1                    0               0               0
## 5518               1                    0               0               0
## 5527               1                    1               1               1
## 5528               1                    0               0               1
## 5537               1                    1               0               1
## 5548               0                    1               0               0
## 5558               0                    1               0               1
## 5581               1                    1               1               0
## 5587               1                    0               0               0
## 5592               1                    0               0               0
## 5598               1                    1               1               0
## 5600               1                    0               1               0
## 5610               1                    0               0               0
## 5611               1                    0               0               1
## 5617               1                    0               0               0
## 5621               1                    0               0               0
## 5628               1                    0               0               1
## 5636               1                    1               0               0
## 5640               0                    0               0               0
## 5641               1                    0               0               0
## 5650               1                    0               0               1
## 5653               1                    0               0               0
## 5654               1                    0               0               0
## 5656               1                    1               0               0
## 5668               1                    0               0               0
## 5671               1                    0               0               0
## 5677               1                    0               0               0
## 5680               1                    0               0               0
## 5683               1                    0               0               0
## 5692               1                    0               1               0
## 5694               0                    0               0               1
## 5697               1                    0               0               0
## 5703               1                    1               0               1
## 5704               1                    0               0               0
## 5714               1                    0               1               1
## 5720               0                    1               1               0
## 5729               1                    1               1               1
## 5735               1                    0               0               0
## 5737               1                    0               0               0
## 5745               1                    0               0               0
## 5746               1                    0               0               0
## 5751               1                    0               0               0
## 5756               1                    0               1               0
## 5760               1                    0               0               1
## 5771               1                    1               1               1
## 5772               1                    0               0               0
## 5773               1                    1               1               0
## 5777               1                    0               0               0
## 5784               1                    1               1               0
## 5785               0                    0               0               0
## 5786               0                    1               1               1
## 5788               0                    1               0               1
## 5796               1                    0               0               0
## 5798               1                    0               0               0
## 5810               0                    1               0               1
## 5811               0                    1               1               1
## 5812               1                    0               0               1
## 5816               0                    1               0               1
## 5821               1                    1               1               1
## 5823               1                    0               0               1
## 5826               1                    1               0               1
## 5832               1                    0               0               0
## 5833               1                    0               0               1
## 5834               1                    1               0               1
## 5836               1                    0               0               0
## 5840               0                    1               1               0
## 5842               1                    0               0               0
## 5844               1                    0               0               0
## 5850               1                    0               0               0
## 5853               1                    0               0               0
## 5856               1                    0               0               0
## 5858               1                    0               0               0
## 5864               1                    0               0               0
## 5869               1                    1               0               1
## 5870               1                    0               0               0
## 5873               1                    1               1               1
## 5874               1                    0               0               0
## 5876               0                    1               1               1
## 5879               1                    0               0               0
## 5885               1                    0               0               0
## 5892               0                    1               0               0
## 5893               1                    0               0               1
## 5900               1                    0               0               0
## 5908               0                    1               1               1
## 5925               0                    1               0               1
## 5927               0                    0               0               1
## 5942               1                    0               0               0
## 5945               1                    0               0               0
## 5947               0                    0               1               1
## 5949               1                    0               0               0
## 5953               1                    1               1               0
## 5956               1                    1               1               0
## 5960               1                    0               1               1
## 5962               1                    0               0               0
## 5965               0                    1               0               1
## 5967               0                    0               1               1
## 5981               1                    0               0               1
## 5984               0                    1               0               0
## 5992               1                    0               0               0
## 5995               0                    1               1               1
## 5996               0                    1               0               0
## 5997               0                    0               0               0
## 6003               1                    0               0               0
## 6008               0                    1               1               1
## 6010               1                    0               0               0
## 6012               1                    1               1               1
## 6014               1                    0               0               0
## 6016               0                    0               0               0
## 6018               1                    0               0               0
## 6019               1                    0               0               0
## 6020               1                    0               1               0
## 6023               1                    0               1               0
## 6025               0                    0               0               1
## 6027               0                    1               1               1
## 6036               1                    0               0               0
## 6045               1                    0               0               0
## 6053               1                    0               0               0
## 6058               1                    1               0               1
## 6063               1                    1               0               1
## 6070               0                    1               1               1
## 6072               1                    0               0               0
## 6077               1                    0               0               0
## 6079               0                    0               0               1
## 6080               1                    0               0               0
## 6082               0                    1               0               1
## 6087               1                    0               0               0
## 6089               0                    1               1               0
## 6092               1                    1               0               1
## 6094               1                    1               1               1
## 6098               1                    1               0               0
## 6105               1                    0               0               0
## 6109               1                    0               0               0
## 6113               1                    0               0               0
## 6119               0                    1               0               1
## 6120               1                    0               0               0
## 6124               1                    1               1               1
## 6127               0                    1               1               1
## 6131               1                    0               0               0
## 6134               1                    0               0               0
## 6140               0                    0               1               0
## 6141               1                    0               0               0
## 6145               1                    0               0               0
## 6147               1                    0               0               0
## 6150               1                    0               0               0
## 6156               1                    1               1               0
## 6157               1                    0               0               0
## 6160               1                    0               0               0
## 6166               1                    1               0               0
## 6185               0                    1               0               1
## 6188               0                    1               0               1
## 6195               0                    1               1               1
## 6198               0                    0               1               0
## 6205               1                    0               0               0
## 6206               1                    0               0               0
## 6208               0                    1               1               0
## 6210               0                    1               1               1
## 6216               0                    0               1               0
## 6231               0                    0               0               1
## 6233               1                    1               0               0
## 6234               0                    1               1               0
## 6246               1                    0               1               1
## 6253               1                    0               0               0
## 6261               1                    1               1               0
## 6271               1                    0               0               0
## 6279               1                    0               0               0
## 6290               0                    0               0               0
## 6294               1                    0               0               0
## 6296               1                    0               0               1
## 6301               1                    0               0               0
## 6303               1                    1               0               1
## 6312               1                    1               1               1
## 6315               1                    1               1               1
## 6317               1                    0               1               1
## 6329               1                    0               0               1
## 6332               1                    1               1               1
## 6334               0                    1               0               1
## 6339               1                    0               0               0
## 6341               1                    0               0               0
## 6348               1                    1               0               1
## 6352               1                    0               0               0
## 6355               1                    0               0               0
## 6369               0                    0               1               0
## 6370               1                    0               0               0
## 6374               0                    1               1               1
## 6382               0                    1               1               1
## 6383               0                    1               0               1
## 6393               1                    0               1               0
## 6403               1                    0               0               0
## 6404               0                    1               1               1
## 6408               1                    0               1               1
## 6409               1                    0               0               0
## 6412               1                    0               1               0
## 6414               1                    1               0               0
## 6417               1                    1               0               0
## 6418               1                    0               1               0
## 6422               1                    0               0               0
## 6424               0                    1               0               0
## 6427               0                    1               1               1
## 6433               1                    0               1               0
## 6434               0                    0               0               0
## 6442               1                    0               0               0
## 6445               1                    1               0               1
## 6451               0                    0               0               0
## 6453               0                    0               0               1
## 6456               0                    0               0               1
## 6459               1                    0               0               0
## 6475               1                    1               0               1
## 6479               0                    0               1               0
## 6480               1                    0               0               0
## 6481               1                    0               0               0
## 6487               1                    0               0               0
## 6490               0                    1               0               0
## 6497               0                    1               0               0
## 6503               1                    0               0               0
## 6504               0                    1               1               0
## 6513               1                    0               0               0
## 6530               1                    1               1               0
## 6531               0                    0               1               1
## 6535               1                    1               0               0
## 6536               0                    1               0               1
## 6543               0                    0               0               1
## 6554               0                    0               0               1
## 6556               1                    0               0               0
## 6562               1                    0               0               0
## 6563               0                    0               0               0
## 6574               0                    1               0               1
## 6581               1                    0               0               0
## 6587               1                    1               1               1
## 6597               0                    1               1               1
## 6618               1                    1               0               1
## 6619               1                    0               0               0
## 6621               0                    1               0               1
## 6625               1                    0               0               0
## 6626               0                    1               0               1
## 6629               0                    0               0               0
## 6630               1                    0               0               0
## 6632               1                    1               1               1
## 6635               0                    0               0               0
## 6638               1                    0               0               0
## 6651               0                    1               1               1
## 6654               0                    0               1               0
## 6656               0                    1               0               1
## 6659               1                    0               0               0
## 6673               0                    0               1               1
## 6682               0                    0               1               0
## 6686               0                    1               1               0
## 6691               0                    1               0               1
## 6700               1                    0               1               1
## 6702               0                    0               0               1
## 6704               0                    1               0               0
## 6711               0                    1               1               1
## 6712               0                    0               1               1
## 6713               1                    1               0               1
## 6716               1                    0               0               0
## 6717               1                    0               0               0
## 6720               1                    1               1               1
## 6724               1                    0               0               0
## 6729               1                    0               0               0
## 6735               0                    1               0               1
## 6738               1                    1               0               0
## 6740               0                    1               1               1
## 6752               1                    0               0               1
## 6766               1                    1               1               1
## 6767               1                    0               1               0
## 6768               1                    0               0               0
## 6769               0                    1               1               0
## 6771               1                    0               0               0
## 6775               1                    1               1               1
## 6778               1                    0               0               0
## 6779               1                    0               0               0
## 6781               1                    1               0               1
## 6782               1                    0               0               0
## 6788               1                    0               0               0
## 6789               0                    1               0               1
## 6798               1                    1               0               1
## 6804               0                    1               0               0
## 6813               1                    0               0               0
## 6815               1                    1               0               0
## 6816               1                    0               0               0
## 6820               1                    0               0               0
## 6826               0                    0               0               0
## 6839               0                    0               1               0
## 6847               0                    0               0               1
## 6849               0                    1               1               1
## 6850               0                    1               0               1
## 6861               0                    1               0               1
## 6865               1                    0               0               0
## 6869               1                    0               1               1
## 6873               0                    1               0               1
## 6874               1                    0               0               0
## 6876               1                    1               0               1
## 6878               1                    0               0               1
## 6880               1                    1               0               0
## 6882               1                    1               0               1
## 6895               1                    0               0               1
## 6903               0                    1               1               1
## 6914               1                    0               0               0
## 6915               1                    0               0               0
## 6919               1                    0               0               0
## 6920               1                    0               0               0
## 6922               1                    0               0               0
## 6925               0                    1               1               1
## 6930               0                    1               1               0
## 6933               1                    0               0               0
## 6934               1                    0               0               0
## 6940               1                    0               0               0
## 6943               1                    0               0               0
## 6953               0                    1               0               1
## 6962               0                    1               1               1
## 6964               1                    1               0               1
## 6967               0                    0               0               0
## 6979               1                    0               0               1
## 6985               0                    1               1               1
## 6988               1                    0               0               0
## 6993               1                    1               1               0
## 7009               1                    0               0               0
## 7012               0                    1               0               1
## 7016               1                    0               0               0
## 7022               1                    0               0               0
## 7025               1                    0               0               1
## 7026               0                    1               1               1
##      StreamingMovies_Yes Contract_OneYear Contract_TwoYear
## 6                      1                0                0
## 7                      0                0                0
## 11                     0                0                0
## 14                     1                0                0
## 16                     1                0                1
## 17                     0                1                0
## 23                     0                0                0
## 25                     0                0                0
## 28                     0                0                0
## 37                     0                0                0
## 39                     1                0                0
## 41                     0                1                0
## 45                     0                0                0
## 47                     0                0                0
## 52                     1                0                0
## 54                     0                0                0
## 58                     1                1                0
## 62                     0                0                0
## 64                     0                1                0
## 68                     1                0                1
## 74                     0                0                1
## 81                     0                0                0
## 90                     0                0                0
## 101                    0                0                0
## 105                    1                0                1
## 107                    1                1                0
## 116                    0                0                0
## 125                    0                0                0
## 135                    0                0                0
## 136                    0                0                1
## 140                    0                0                0
## 143                    1                0                1
## 159                    0                0                1
## 161                    0                0                0
## 171                    0                1                0
## 176                    0                0                0
## 180                    0                1                0
## 184                    1                1                0
## 187                    0                0                0
## 194                    1                0                1
## 198                    1                0                0
## 204                    0                0                0
## 206                    0                1                0
## 220                    0                0                0
## 245                    0                0                0
## 251                    0                1                0
## 253                    0                0                0
## 255                    0                0                0
## 263                    1                0                0
## 264                    1                0                1
## 270                    0                0                1
## 274                    1                0                0
## 275                    0                0                0
## 296                    0                0                0
## 301                    1                1                0
## 309                    1                0                0
## 314                    0                0                0
## 316                    1                1                0
## 328                    0                0                0
## 330                    0                0                0
## 331                    0                0                1
## 345                    0                1                0
## 351                    0                0                1
## 355                    0                0                0
## 359                    0                0                0
## 364                    0                0                1
## 366                    1                0                0
## 372                    0                0                0
## 386                    0                0                0
## 389                    1                0                0
## 390                    0                0                0
## 394                    0                0                0
## 398                    0                0                0
## 404                    0                1                0
## 406                    0                0                1
## 410                    0                0                0
## 414                    0                0                0
## 420                    0                0                0
## 422                    0                0                0
## 424                    0                1                0
## 425                    0                0                0
## 440                    0                0                0
## 444                    1                0                0
## 446                    1                0                0
## 457                    0                1                0
## 463                    1                0                0
## 465                    1                0                1
## 468                    0                1                0
## 472                    1                0                0
## 475                    0                0                0
## 478                    0                0                0
## 480                    0                0                0
## 503                    0                0                0
## 508                    0                0                0
## 512                    0                0                0
## 515                    1                0                0
## 523                    0                0                0
## 550                    1                0                1
## 551                    1                0                1
## 565                    1                0                1
## 566                    1                1                0
## 567                    0                0                1
## 572                    1                1                0
## 583                    0                0                0
## 585                    0                0                0
## 588                    1                0                1
## 593                    0                0                0
## 606                    1                0                1
## 610                    0                0                0
## 614                    1                0                1
## 626                    0                0                0
## 628                    1                0                1
## 629                    1                0                0
## 632                    1                0                1
## 633                    0                1                0
## 636                    1                0                1
## 637                    0                0                1
## 644                    0                0                0
## 646                    0                0                0
## 647                    0                1                0
## 658                    0                1                0
## 663                    1                0                1
## 671                    0                0                1
## 682                    0                0                0
## 686                    0                1                0
## 690                    0                0                0
## 694                    0                1                0
## 701                    0                0                0
## 706                    0                0                1
## 710                    0                0                0
## 722                    1                0                0
## 726                    0                0                1
## 729                    1                0                1
## 732                    0                0                0
## 741                    0                0                0
## 744                    0                0                0
## 754                    1                0                0
## 756                    0                0                0
## 760                    1                0                0
## 764                    0                0                0
## 765                    0                0                0
## 773                    1                1                0
## 778                    0                0                0
## 787                    1                1                0
## 790                    1                1                0
## 802                    0                0                1
## 814                    0                0                0
## 825                    1                0                0
## 829                    1                1                0
## 836                    0                0                0
## 841                    0                1                0
## 842                    0                0                0
## 843                    1                0                0
## 846                    0                1                0
## 847                    1                0                1
## 851                    0                0                0
## 858                    1                0                1
## 860                    1                0                1
## 861                    0                0                0
## 871                    0                0                1
## 873                    1                0                1
## 883                    0                1                0
## 887                    1                1                0
## 896                    1                0                1
## 899                    0                0                0
## 905                    0                0                0
## 912                    0                1                0
## 925                    0                0                0
## 926                    0                0                0
## 940                    1                0                0
## 947                    0                0                1
## 948                    0                0                0
## 951                    0                0                0
## 957                    0                0                0
## 958                    0                0                0
## 962                    0                0                0
## 966                    0                0                1
## 967                    1                0                0
## 973                    1                0                1
## 981                    1                0                0
## 985                    0                0                0
## 998                    1                0                0
## 999                    0                0                0
## 1000                   0                0                0
## 1009                   1                0                1
## 1021                   1                0                0
## 1022                   0                0                0
## 1030                   1                0                0
## 1032                   1                0                1
## 1036                   1                1                0
## 1039                   0                1                0
## 1041                   0                0                0
## 1044                   0                1                0
## 1050                   1                1                0
## 1052                   1                0                0
## 1056                   1                0                0
## 1058                   0                1                0
## 1063                   0                0                0
## 1064                   0                0                1
## 1065                   1                0                0
## 1068                   0                0                0
## 1071                   1                0                0
## 1091                   0                1                0
## 1096                   0                0                0
## 1098                   0                0                0
## 1114                   1                0                1
## 1120                   0                1                0
## 1129                   1                0                0
## 1137                   1                0                1
## 1144                   0                0                0
## 1145                   1                0                0
## 1150                   0                1                0
## 1156                   0                0                0
## 1166                   0                1                0
## 1171                   0                1                0
## 1173                   1                0                0
## 1179                   1                0                0
## 1186                   1                0                0
## 1195                   0                0                1
## 1202                   0                0                0
## 1203                   0                0                0
## 1204                   1                0                0
## 1209                   0                0                0
## 1210                   0                0                1
## 1216                   1                0                0
## 1218                   0                0                0
## 1219                   0                0                1
## 1225                   1                0                0
## 1226                   1                0                1
## 1227                   0                0                0
## 1228                   1                0                0
## 1234                   0                1                0
## 1241                   0                0                0
## 1247                   1                0                1
## 1249                   0                0                0
## 1254                   1                1                0
## 1271                   1                0                1
## 1272                   0                0                1
## 1278                   0                1                0
## 1282                   1                0                0
## 1293                   0                0                0
## 1295                   1                1                0
## 1303                   1                1                0
## 1305                   0                0                0
## 1316                   0                0                0
## 1333                   0                0                0
## 1336                   1                0                0
## 1341                   1                1                0
## 1351                   0                0                0
## 1352                   0                0                0
## 1356                   1                0                0
## 1357                   0                0                0
## 1361                   1                0                0
## 1368                   1                0                0
## 1377                   0                0                0
## 1379                   0                0                0
## 1382                   1                0                1
## 1383                   0                0                1
## 1391                   1                1                0
## 1398                   1                0                0
## 1399                   1                0                0
## 1400                   0                0                1
## 1405                   1                0                0
## 1415                   0                0                1
## 1433                   0                0                0
## 1441                   1                0                0
## 1453                   1                1                0
## 1458                   0                1                0
## 1467                   0                0                0
## 1472                   0                0                0
## 1476                   0                1                0
## 1478                   1                0                0
## 1483                   1                1                0
## 1487                   0                0                0
## 1492                   0                0                0
## 1510                   0                0                1
## 1512                   1                0                0
## 1518                   1                0                0
## 1523                   0                0                1
## 1531                   0                0                0
## 1537                   0                0                1
## 1542                   0                0                1
## 1550                   0                0                0
## 1552                   0                0                0
## 1554                   1                0                0
## 1556                   0                1                0
## 1558                   0                0                0
## 1566                   0                0                1
## 1570                   0                1                0
## 1580                   1                0                1
## 1601                   0                0                1
## 1604                   0                1                0
## 1605                   1                1                0
## 1609                   0                0                0
## 1610                   1                0                1
## 1612                   0                0                1
## 1613                   0                0                0
## 1616                   0                0                0
## 1627                   0                0                0
## 1629                   0                0                0
## 1631                   1                1                0
## 1636                   0                1                0
## 1637                   1                0                1
## 1642                   0                1                0
## 1656                   0                0                0
## 1657                   1                0                0
## 1660                   1                0                0
## 1661                   0                0                0
## 1668                   0                0                1
## 1692                   1                0                0
## 1693                   0                0                1
## 1698                   1                0                0
## 1701                   0                0                0
## 1702                   0                0                1
## 1705                   0                0                1
## 1712                   1                0                0
## 1715                   1                0                0
## 1725                   0                1                0
## 1732                   0                0                0
## 1743                   1                0                0
## 1745                   1                0                0
## 1755                   0                0                0
## 1759                   0                0                0
## 1763                   1                0                1
## 1766                   1                0                0
## 1769                   0                0                1
## 1770                   0                0                0
## 1778                   1                0                0
## 1790                   1                0                1
## 1794                   0                1                0
## 1799                   1                0                1
## 1800                   0                0                0
## 1801                   0                0                1
## 1805                   1                0                0
## 1806                   0                1                0
## 1809                   1                0                0
## 1817                   1                0                0
## 1820                   0                0                1
## 1821                   0                0                0
## 1824                   0                1                0
## 1828                   1                0                0
## 1829                   0                0                0
## 1833                   0                0                0
## 1839                   0                0                1
## 1840                   0                1                0
## 1841                   0                1                0
## 1843                   0                0                1
## 1846                   0                0                0
## 1852                   0                0                0
## 1856                   0                0                1
## 1859                   0                1                0
## 1872                   1                1                0
## 1874                   0                0                0
## 1875                   0                0                0
## 1881                   1                0                0
## 1882                   0                0                1
## 1889                   1                0                0
## 1891                   1                0                1
## 1908                   0                1                0
## 1916                   0                0                0
## 1920                   0                0                0
## 1922                   1                0                0
## 1925                   1                0                0
## 1929                   0                1                0
## 1937                   1                0                0
## 1955                   0                0                0
## 1968                   1                0                0
## 1969                   1                0                1
## 1980                   1                0                0
## 1982                   1                0                1
## 1986                   0                0                0
## 1988                   0                0                0
## 1989                   0                0                0
## 1993                   1                0                1
## 2003                   1                0                0
## 2005                   0                0                1
## 2009                   0                1                0
## 2012                   1                0                0
## 2014                   0                0                0
## 2019                   0                0                0
## 2029                   0                0                0
## 2031                   1                0                0
## 2038                   0                0                0
## 2056                   1                0                1
## 2061                   0                0                0
## 2064                   0                0                0
## 2068                   0                1                0
## 2073                   0                0                0
## 2075                   1                0                0
## 2079                   0                0                0
## 2086                   0                0                0
## 2087                   0                0                1
## 2089                   0                0                0
## 2091                   0                0                0
## 2092                   0                0                0
## 2095                   0                0                0
## 2097                   1                1                0
## 2100                   1                0                0
## 2104                   0                0                0
## 2106                   0                0                0
## 2110                   0                0                0
## 2112                   0                0                0
## 2114                   1                0                0
## 2117                   0                0                0
## 2119                   0                0                0
## 2121                   1                0                1
## 2127                   0                0                1
## 2129                   0                0                0
## 2130                   0                0                0
## 2131                   1                0                0
## 2134                   1                0                1
## 2135                   1                0                0
## 2138                   1                1                0
## 2145                   1                1                0
## 2152                   1                0                0
## 2158                   0                0                0
## 2161                   0                1                0
## 2167                   1                0                0
## 2170                   0                1                0
## 2171                   0                0                0
## 2173                   1                0                1
## 2177                   1                1                0
## 2178                   1                0                1
## 2188                   1                0                1
## 2189                   0                1                0
## 2204                   1                0                0
## 2207                   1                1                0
## 2208                   0                1                0
## 2210                   1                0                0
## 2220                   0                0                0
## 2232                   0                0                0
## 2241                   1                0                1
## 2245                   1                0                0
## 2247                   1                0                0
## 2249                   0                0                1
## 2254                   0                1                0
## 2263                   1                0                1
## 2267                   1                0                0
## 2271                   0                0                0
## 2273                   1                0                0
## 2279                   0                0                0
## 2281                   1                0                0
## 2283                   1                0                1
## 2285                   1                0                1
## 2299                   0                0                0
## 2302                   0                0                0
## 2305                   0                0                1
## 2306                   1                0                1
## 2314                   0                0                1
## 2317                   0                0                0
## 2337                   1                0                1
## 2353                   1                1                0
## 2369                   0                1                0
## 2370                   0                0                0
## 2379                   0                0                0
## 2380                   1                0                0
## 2384                   1                0                0
## 2385                   1                1                0
## 2386                   0                1                0
## 2394                   0                0                0
## 2400                   0                1                0
## 2403                   0                0                0
## 2409                   1                0                1
## 2417                   1                0                0
## 2419                   0                1                0
## 2423                   1                0                0
## 2429                   1                1                0
## 2431                   0                0                0
## 2446                   1                0                1
## 2448                   0                0                0
## 2469                   0                0                0
## 2476                   1                0                0
## 2477                   0                0                1
## 2480                   0                0                0
## 2483                   0                0                0
## 2488                   1                0                0
## 2489                   1                0                0
## 2490                   0                0                0
## 2493                   0                0                0
## 2498                   0                1                0
## 2520                   0                0                1
## 2542                   1                0                0
## 2551                   0                0                0
## 2560                   1                1                0
## 2561                   0                0                1
## 2570                   1                0                0
## 2577                   0                0                0
## 2578                   1                0                0
## 2586                   1                0                0
## 2590                   1                0                1
## 2593                   1                1                0
## 2596                   0                0                0
## 2598                   1                1                0
## 2606                   0                0                0
## 2611                   1                0                1
## 2613                   0                0                0
## 2618                   0                1                0
## 2619                   0                0                0
## 2626                   0                0                1
## 2629                   0                1                0
## 2630                   0                0                0
## 2632                   1                0                1
## 2641                   0                0                0
## 2643                   0                0                0
## 2655                   1                0                1
## 2660                   0                1                0
## 2662                   1                0                1
## 2664                   0                0                0
## 2670                   0                0                0
## 2673                   0                0                0
## 2680                   1                1                0
## 2681                   0                0                1
## 2684                   0                0                0
## 2688                   0                0                0
## 2698                   0                0                0
## 2707                   1                1                0
## 2708                   0                0                0
## 2712                   0                0                0
## 2724                   1                1                0
## 2725                   1                0                0
## 2734                   1                0                1
## 2737                   1                0                0
## 2752                   0                0                0
## 2753                   0                1                0
## 2760                   0                0                0
## 2765                   0                0                0
## 2769                   0                0                0
## 2771                   0                1                0
## 2772                   0                0                0
## 2780                   1                0                0
## 2788                   0                0                0
## 2793                   1                0                0
## 2804                   1                0                0
## 2805                   0                0                0
## 2807                   0                0                1
## 2811                   0                0                0
## 2817                   0                0                0
## 2827                   0                0                0
## 2830                   0                1                0
## 2833                   0                0                0
## 2834                   0                0                1
## 2838                   1                0                0
## 2853                   1                0                1
## 2857                   1                0                0
## 2860                   0                0                0
## 2861                   1                0                1
## 2863                   0                1                0
## 2873                   1                0                0
## 2880                   1                0                1
## 2891                   0                1                0
## 2892                   0                1                0
## 2898                   0                0                0
## 2899                   0                0                0
## 2900                   0                0                0
## 2913                   0                0                1
## 2915                   1                0                1
## 2917                   1                0                0
## 2919                   0                0                0
## 2924                   1                0                1
## 2927                   1                0                0
## 2934                   1                1                0
## 2940                   0                0                0
## 2942                   0                0                0
## 2943                   0                0                0
## 2945                   0                1                0
## 2951                   1                0                0
## 2953                   0                0                0
## 2956                   1                0                0
## 2958                   0                0                0
## 2961                   0                0                0
## 2967                   1                0                1
## 2976                   0                0                1
## 2977                   0                0                1
## 2984                   1                0                1
## 2987                   0                0                0
## 2989                   0                1                0
## 2991                   0                0                0
## 3000                   1                0                0
## 3005                   0                0                0
## 3008                   0                0                1
## 3012                   1                0                0
## 3015                   0                0                0
## 3016                   0                1                0
## 3019                   1                0                1
## 3022                   0                0                0
## 3023                   0                0                0
## 3025                   0                1                0
## 3032                   0                1                0
## 3033                   0                1                0
## 3035                   1                0                1
## 3038                   0                0                0
## 3041                   1                1                0
## 3042                   1                1                0
## 3046                   1                0                0
## 3049                   1                0                1
## 3063                   1                0                0
## 3066                   1                0                0
## 3071                   1                1                0
## 3073                   0                0                1
## 3074                   0                0                0
## 3079                   0                1                0
## 3080                   0                1                0
## 3084                   1                0                1
## 3088                   0                0                0
## 3090                   0                1                0
## 3096                   0                0                0
## 3111                   0                0                0
## 3123                   0                0                0
## 3127                   1                0                1
## 3144                   0                0                0
## 3146                   0                0                0
## 3152                   0                0                0
## 3154                   0                0                0
## 3175                   0                0                1
## 3176                   0                0                0
## 3177                   1                0                1
## 3181                   0                0                0
## 3191                   0                0                0
## 3193                   1                1                0
## 3195                   0                0                1
## 3199                   1                0                1
## 3204                   1                1                0
## 3208                   0                0                0
## 3214                   0                1                0
## 3216                   1                0                1
## 3233                   0                0                1
## 3238                   0                0                1
## 3240                   0                0                0
## 3242                   0                0                0
## 3246                   0                1                0
## 3248                   0                1                0
## 3264                   1                1                0
## 3266                   1                0                0
## 3275                   0                1                0
## 3280                   0                0                0
## 3281                   1                0                1
## 3288                   1                0                0
## 3289                   1                0                0
## 3293                   1                0                1
## 3294                   0                0                0
## 3296                   0                1                0
## 3301                   1                0                0
## 3303                   1                0                1
## 3305                   0                1                0
## 3307                   0                0                0
## 3309                   0                0                0
## 3313                   0                1                0
## 3315                   1                0                0
## 3317                   0                0                1
## 3327                   0                0                0
## 3329                   1                0                0
## 3333                   1                0                0
## 3346                   0                0                0
## 3352                   1                0                0
## 3353                   0                0                0
## 3354                   0                0                0
## 3358                   1                0                1
## 3364                   0                0                0
## 3373                   1                0                1
## 3374                   0                0                0
## 3375                   1                0                0
## 3377                   0                0                1
## 3378                   0                0                0
## 3384                   0                0                0
## 3386                   0                0                0
## 3395                   0                0                0
## 3399                   0                1                0
## 3400                   0                0                0
## 3402                   0                0                1
## 3405                   0                0                0
## 3413                   1                0                0
## 3423                   0                0                0
## 3429                   0                1                0
## 3436                   0                1                0
## 3442                   0                1                0
## 3445                   1                1                0
## 3446                   0                1                0
## 3458                   0                0                0
## 3475                   0                0                1
## 3477                   0                0                0
## 3478                   0                0                0
## 3479                   1                0                0
## 3482                   0                0                1
## 3498                   1                1                0
## 3500                   0                0                0
## 3504                   0                0                0
## 3511                   0                0                0
## 3535                   1                0                1
## 3536                   0                0                0
## 3539                   0                0                0
## 3541                   1                0                1
## 3544                   0                0                1
## 3548                   0                0                1
## 3558                   1                0                0
## 3564                   0                1                0
## 3565                   0                0                1
## 3566                   1                0                0
## 3568                   0                0                0
## 3570                   1                0                0
## 3571                   0                1                0
## 3575                   1                0                0
## 3576                   0                0                1
## 3579                   0                0                0
## 3587                   0                0                0
## 3601                   1                1                0
## 3603                   0                0                0
## 3612                   1                0                0
## 3616                   0                0                0
## 3621                   0                0                0
## 3625                   0                0                0
## 3632                   0                0                0
## 3635                   1                0                0
## 3639                   0                0                1
## 3642                   0                0                0
## 3646                   0                0                1
## 3648                   1                0                1
## 3650                   0                0                0
## 3653                   0                0                0
## 3654                   1                1                0
## 3657                   0                0                0
## 3660                   0                0                1
## 3683                   1                0                0
## 3688                   0                1                0
## 3692                   0                0                0
## 3696                   0                0                1
## 3697                   0                0                0
## 3702                   0                0                1
## 3703                   0                0                1
## 3705                   0                1                0
## 3717                   0                1                0
## 3720                   0                0                0
## 3725                   1                0                0
## 3727                   0                0                1
## 3728                   0                0                1
## 3729                   1                0                1
## 3730                   0                0                0
## 3735                   0                0                0
## 3737                   0                0                0
## 3741                   0                0                0
## 3747                   0                0                1
## 3752                   1                0                1
## 3756                   1                0                1
## 3758                   0                0                0
## 3759                   0                1                0
## 3765                   0                0                1
## 3769                   1                1                0
## 3772                   0                0                1
## 3774                   0                0                1
## 3779                   1                0                0
## 3783                   1                0                1
## 3798                   0                0                1
## 3801                   0                0                0
## 3805                   0                0                0
## 3806                   0                0                0
## 3809                   1                0                1
## 3828                   1                1                0
## 3834                   0                0                1
## 3840                   0                0                0
## 3844                   1                0                1
## 3847                   0                0                0
## 3848                   1                0                0
## 3849                   0                0                0
## 3857                   1                0                0
## 3868                   0                0                0
## 3871                   1                1                0
## 3873                   0                0                0
## 3878                   0                0                0
## 3882                   1                0                0
## 3884                   1                1                0
## 3885                   0                1                0
## 3886                   0                0                0
## 3890                   0                1                0
## 3891                   1                0                1
## 3892                   0                1                0
## 3893                   1                0                0
## 3912                   1                0                0
## 3918                   1                1                0
## 3922                   1                0                0
## 3929                   0                0                1
## 3936                   0                0                0
## 3937                   0                0                0
## 3938                   0                1                0
## 3939                   0                0                0
## 3941                   0                0                0
## 3943                   0                0                0
## 3950                   1                0                0
## 3951                   1                0                1
## 3957                   0                0                1
## 3965                   0                0                1
## 3973                   0                0                1
## 3984                   1                0                0
## 3986                   1                0                1
## 3992                   0                0                0
## 3994                   1                0                0
## 3999                   0                0                0
## 4004                   0                0                0
## 4005                   0                0                1
## 4008                   1                0                0
## 4020                   1                0                1
## 4024                   0                0                0
## 4033                   1                0                0
## 4035                   1                0                1
## 4038                   1                0                1
## 4054                   1                0                1
## 4062                   0                1                0
## 4063                   1                0                1
## 4069                   1                0                0
## 4074                   0                0                1
## 4086                   0                0                0
## 4091                   1                0                0
## 4093                   0                0                0
## 4102                   0                1                0
## 4104                   1                0                1
## 4105                   0                1                0
## 4107                   0                1                0
## 4112                   0                0                0
## 4115                   1                0                0
## 4117                   0                0                0
## 4120                   0                0                0
## 4124                   0                0                0
## 4130                   0                1                0
## 4133                   0                0                0
## 4135                   0                0                0
## 4137                   1                0                0
## 4143                   1                0                1
## 4144                   1                0                0
## 4145                   1                0                0
## 4150                   0                0                0
## 4153                   0                0                0
## 4155                   0                0                0
## 4159                   1                0                0
## 4160                   0                1                0
## 4164                   1                0                1
## 4170                   0                1                0
## 4178                   0                0                0
## 4179                   0                0                0
## 4185                   1                0                0
## 4196                   0                1                0
## 4198                   1                0                0
## 4203                   0                0                0
## 4208                   1                0                0
## 4210                   1                0                1
## 4211                   0                0                0
## 4212                   0                0                0
## 4214                   0                1                0
## 4224                   0                0                0
## 4227                   1                0                1
## 4233                   0                1                0
## 4236                   0                0                0
## 4247                   0                0                0
## 4253                   0                0                0
## 4255                   0                1                0
## 4257                   1                0                1
## 4272                   1                1                0
## 4274                   0                0                1
## 4278                   1                0                0
## 4280                   1                0                0
## 4285                   1                0                1
## 4287                   1                0                0
## 4300                   1                0                0
## 4303                   1                0                0
## 4313                   1                1                0
## 4315                   0                0                0
## 4316                   0                0                0
## 4323                   0                0                0
## 4332                   0                0                0
## 4334                   0                0                0
## 4336                   0                0                1
## 4340                   0                0                0
## 4342                   0                0                0
## 4352                   1                1                0
## 4353                   1                0                0
## 4354                   0                0                0
## 4366                   0                0                0
## 4372                   0                1                0
## 4375                   0                0                0
## 4377                   0                0                0
## 4379                   0                0                1
## 4380                   0                0                0
## 4381                   0                0                1
## 4384                   0                0                0
## 4385                   0                0                0
## 4394                   1                0                0
## 4400                   0                0                0
## 4404                   1                0                0
## 4430                   1                0                1
## 4444                   1                0                0
## 4445                   1                0                1
## 4451                   0                0                0
## 4460                   1                1                0
## 4462                   0                1                0
## 4463                   0                0                0
## 4467                   1                0                1
## 4468                   0                0                0
## 4474                   0                0                0
## 4477                   0                0                0
## 4481                   0                0                0
## 4482                   0                1                0
## 4487                   1                0                0
## 4488                   0                0                0
## 4491                   0                1                0
## 4497                   0                1                0
## 4499                   0                0                1
## 4505                   0                0                1
## 4509                   1                0                1
## 4519                   0                0                0
## 4520                   0                0                1
## 4522                   0                0                0
## 4524                   0                0                0
## 4529                   0                0                0
## 4530                   1                0                0
## 4537                   0                0                0
## 4551                   1                0                0
## 4557                   0                0                0
## 4558                   1                1                0
## 4559                   1                1                0
## 4567                   1                1                0
## 4568                   0                0                0
## 4583                   1                0                1
## 4584                   0                0                0
## 4597                   1                0                0
## 4608                   0                0                1
## 4621                   0                0                0
## 4624                   0                0                0
## 4629                   0                1                0
## 4631                   0                0                0
## 4647                   0                1                0
## 4655                   0                0                0
## 4657                   0                0                0
## 4659                   0                0                0
## 4667                   0                1                0
## 4671                   1                0                0
## 4678                   1                0                1
## 4690                   1                0                0
## 4693                   0                0                0
## 4698                   0                0                0
## 4701                   0                0                1
## 4718                   0                0                0
## 4720                   0                0                1
## 4724                   0                1                0
## 4726                   0                0                0
## 4729                   0                0                1
## 4743                   0                1                0
## 4745                   0                1                0
## 4755                   0                0                0
## 4762                   0                1                0
## 4769                   0                0                0
## 4771                   0                0                1
## 4775                   1                0                0
## 4780                   0                0                0
## 4781                   0                0                1
## 4784                   0                0                0
## 4785                   1                1                0
## 4790                   1                0                1
## 4799                   0                1                0
## 4806                   1                0                0
## 4822                   0                0                0
## 4827                   0                0                1
## 4833                   0                0                0
## 4837                   0                1                0
## 4838                   0                0                1
## 4843                   1                1                0
## 4851                   0                1                0
## 4852                   1                0                1
## 4855                   0                0                0
## 4859                   1                0                0
## 4861                   1                0                0
## 4862                   0                0                0
## 4869                   1                0                0
## 4881                   1                1                0
## 4883                   0                0                0
## 4884                   0                0                0
## 4892                   0                0                0
## 4895                   0                0                0
## 4902                   1                0                1
## 4904                   0                0                1
## 4908                   0                0                0
## 4909                   0                0                0
## 4911                   0                0                1
## 4920                   0                0                1
## 4941                   0                0                0
## 4953                   1                0                0
## 4960                   0                0                0
## 4963                   0                1                0
## 4964                   0                0                0
## 4970                   0                1                0
## 4971                   0                0                0
## 4982                   0                0                0
## 4984                   1                1                0
## 4987                   1                0                0
## 4990                   0                0                0
## 4996                   0                0                0
## 4997                   1                0                0
## 5002                   1                1                0
## 5007                   1                0                0
## 5011                   0                0                1
## 5012                   1                0                0
## 5013                   0                0                1
## 5019                   0                1                0
## 5022                   0                0                0
## 5023                   1                0                0
## 5027                   0                1                0
## 5040                   0                0                0
## 5043                   1                0                1
## 5051                   0                0                0
## 5060                   1                0                0
## 5065                   1                0                0
## 5069                   1                1                0
## 5077                   0                1                0
## 5079                   0                1                0
## 5089                   1                0                1
## 5096                   1                1                0
## 5103                   0                0                0
## 5106                   1                0                1
## 5107                   0                0                0
## 5112                   0                0                0
## 5114                   1                1                0
## 5115                   0                0                0
## 5126                   1                0                0
## 5135                   0                1                0
## 5141                   0                0                1
## 5144                   0                0                0
## 5150                   1                0                1
## 5152                   0                0                0
## 5154                   0                0                0
## 5163                   0                0                0
## 5172                   1                0                0
## 5178                   0                1                0
## 5184                   1                0                1
## 5187                   0                0                0
## 5192                   1                1                0
## 5196                   1                0                0
## 5200                   1                0                0
## 5218                   0                0                0
## 5237                   0                0                1
## 5239                   1                0                0
## 5242                   1                0                0
## 5250                   1                1                0
## 5257                   0                1                0
## 5261                   0                0                0
## 5284                   0                1                0
## 5285                   0                1                0
## 5290                   1                0                0
## 5291                   1                0                0
## 5294                   1                0                0
## 5299                   1                0                0
## 5306                   1                0                1
## 5309                   0                0                0
## 5311                   1                0                1
## 5314                   1                0                0
## 5319                   0                0                1
## 5325                   1                0                0
## 5333                   0                0                0
## 5338                   1                0                1
## 5342                   1                0                1
## 5352                   0                0                0
## 5363                   1                1                0
## 5369                   0                0                0
## 5380                   0                0                0
## 5390                   0                0                0
## 5399                   0                0                1
## 5404                   0                1                0
## 5409                   1                0                1
## 5415                   1                0                0
## 5417                   1                0                0
## 5419                   0                0                0
## 5422                   1                0                0
## 5438                   0                0                0
## 5439                   0                0                0
## 5440                   1                1                0
## 5446                   0                0                0
## 5447                   0                0                0
## 5448                   0                0                0
## 5449                   0                0                0
## 5469                   1                0                1
## 5475                   0                0                0
## 5487                   0                0                0
## 5489                   1                1                0
## 5497                   0                1                0
## 5505                   0                0                1
## 5507                   0                0                1
## 5508                   0                0                0
## 5509                   0                1                0
## 5512                   0                1                0
## 5517                   0                1                0
## 5518                   0                1                0
## 5527                   1                0                1
## 5528                   0                0                0
## 5537                   0                0                0
## 5548                   0                0                0
## 5558                   1                0                1
## 5581                   0                0                1
## 5587                   0                0                0
## 5592                   0                0                0
## 5598                   0                1                0
## 5600                   0                1                0
## 5610                   0                0                0
## 5611                   1                1                0
## 5617                   0                0                0
## 5621                   0                0                0
## 5628                   1                0                0
## 5636                   0                0                0
## 5640                   1                1                0
## 5641                   0                0                0
## 5650                   1                0                0
## 5653                   0                0                0
## 5654                   0                0                0
## 5656                   1                0                0
## 5668                   0                0                0
## 5671                   1                0                0
## 5677                   0                0                1
## 5680                   0                0                1
## 5683                   0                1                0
## 5692                   0                0                0
## 5694                   1                0                0
## 5697                   0                0                0
## 5703                   0                0                0
## 5704                   0                0                0
## 5714                   1                0                0
## 5720                   0                0                0
## 5729                   1                0                0
## 5735                   0                0                1
## 5737                   0                0                1
## 5745                   0                0                0
## 5746                   0                0                0
## 5751                   0                0                0
## 5756                   1                0                1
## 5760                   1                1                0
## 5771                   0                1                0
## 5772                   0                1                0
## 5773                   1                0                0
## 5777                   0                0                1
## 5784                   1                0                0
## 5785                   0                0                0
## 5786                   1                0                1
## 5788                   1                0                1
## 5796                   0                0                1
## 5798                   0                0                0
## 5810                   1                0                1
## 5811                   1                0                1
## 5812                   0                1                0
## 5816                   1                0                1
## 5821                   1                1                0
## 5823                   1                0                0
## 5826                   1                0                0
## 5832                   0                1                0
## 5833                   1                1                0
## 5834                   1                0                0
## 5836                   0                0                0
## 5840                   1                0                1
## 5842                   0                0                0
## 5844                   0                0                0
## 5850                   0                1                0
## 5853                   0                0                1
## 5856                   0                0                1
## 5858                   0                0                0
## 5864                   0                0                0
## 5869                   1                1                0
## 5870                   0                1                0
## 5873                   1                1                0
## 5874                   0                0                1
## 5876                   1                1                0
## 5879                   0                0                0
## 5885                   0                0                1
## 5892                   0                0                0
## 5893                   0                0                0
## 5900                   0                0                0
## 5908                   1                0                1
## 5925                   1                0                0
## 5927                   0                0                0
## 5942                   0                0                0
## 5945                   0                0                0
## 5947                   0                0                1
## 5949                   1                0                0
## 5953                   0                0                0
## 5956                   0                0                0
## 5960                   1                1                0
## 5962                   1                0                0
## 5965                   1                0                1
## 5967                   0                0                0
## 5981                   1                0                0
## 5984                   1                1                0
## 5992                   0                1                0
## 5995                   1                0                1
## 5996                   0                1                0
## 5997                   1                1                0
## 6003                   0                0                0
## 6008                   1                1                0
## 6010                   0                0                1
## 6012                   1                1                0
## 6014                   0                0                0
## 6016                   1                0                0
## 6018                   0                0                0
## 6019                   0                0                1
## 6020                   0                0                0
## 6023                   0                0                0
## 6025                   0                0                0
## 6027                   1                1                0
## 6036                   0                0                0
## 6045                   0                0                1
## 6053                   0                0                0
## 6058                   1                0                0
## 6063                   1                0                1
## 6070                   1                1                0
## 6072                   0                0                0
## 6077                   0                0                0
## 6079                   0                1                0
## 6080                   1                0                0
## 6082                   1                0                1
## 6087                   0                0                0
## 6089                   1                0                1
## 6092                   1                0                0
## 6094                   1                0                1
## 6098                   0                0                0
## 6105                   0                0                0
## 6109                   0                0                1
## 6113                   0                0                1
## 6119                   1                1                0
## 6120                   1                0                0
## 6124                   1                0                0
## 6127                   1                0                1
## 6131                   0                0                0
## 6134                   0                0                0
## 6140                   0                0                1
## 6141                   0                1                0
## 6145                   0                0                1
## 6147                   0                0                0
## 6150                   0                0                0
## 6156                   1                0                1
## 6157                   0                0                0
## 6160                   1                0                0
## 6166                   0                0                0
## 6185                   1                1                0
## 6188                   1                0                1
## 6195                   0                1                0
## 6198                   1                0                0
## 6205                   0                0                1
## 6206                   0                0                1
## 6208                   0                0                1
## 6210                   1                1                0
## 6216                   0                1                0
## 6231                   1                0                1
## 6233                   0                0                0
## 6234                   1                0                1
## 6246                   1                0                1
## 6253                   0                0                1
## 6261                   0                0                0
## 6271                   0                0                0
## 6279                   1                0                0
## 6290                   0                0                0
## 6294                   0                0                0
## 6296                   0                0                0
## 6301                   0                0                1
## 6303                   1                1                0
## 6312                   0                1                0
## 6315                   1                1                0
## 6317                   0                0                0
## 6329                   1                1                0
## 6332                   0                0                0
## 6334                   1                0                0
## 6339                   0                0                0
## 6341                   0                0                1
## 6348                   1                1                0
## 6352                   0                0                0
## 6355                   0                0                0
## 6369                   1                0                0
## 6370                   1                0                0
## 6374                   0                1                0
## 6382                   1                1                0
## 6383                   1                1                0
## 6393                   0                0                0
## 6403                   0                0                0
## 6404                   1                0                1
## 6408                   0                0                1
## 6409                   0                0                0
## 6412                   0                1                0
## 6414                   0                1                0
## 6417                   1                1                0
## 6418                   0                1                0
## 6422                   0                0                0
## 6424                   0                0                0
## 6427                   0                0                1
## 6433                   0                0                0
## 6434                   0                1                0
## 6442                   0                0                1
## 6445                   1                0                0
## 6451                   0                0                0
## 6453                   0                0                0
## 6456                   0                0                0
## 6459                   0                0                0
## 6475                   1                0                0
## 6479                   1                0                1
## 6480                   0                0                0
## 6481                   0                0                0
## 6487                   0                0                0
## 6490                   0                0                0
## 6497                   0                0                1
## 6503                   0                0                1
## 6504                   0                0                0
## 6513                   0                0                1
## 6530                   0                0                0
## 6531                   1                0                0
## 6535                   0                1                0
## 6536                   1                0                0
## 6543                   1                1                0
## 6554                   1                0                0
## 6556                   0                0                0
## 6562                   0                0                0
## 6563                   0                1                0
## 6574                   1                0                1
## 6581                   0                0                1
## 6587                   1                0                1
## 6597                   1                1                0
## 6618                   1                0                0
## 6619                   0                1                0
## 6621                   1                0                1
## 6625                   0                0                0
## 6626                   1                0                0
## 6629                   0                1                0
## 6630                   0                0                1
## 6632                   0                1                0
## 6635                   0                0                0
## 6638                   0                1                0
## 6651                   1                0                1
## 6654                   0                1                0
## 6656                   1                1                0
## 6659                   1                0                0
## 6673                   0                0                1
## 6682                   0                1                0
## 6686                   0                0                1
## 6691                   1                0                1
## 6700                   1                1                0
## 6702                   1                0                0
## 6704                   1                0                0
## 6711                   1                0                1
## 6712                   1                0                1
## 6713                   1                1                0
## 6716                   0                0                0
## 6717                   0                0                0
## 6720                   1                0                1
## 6724                   0                0                0
## 6729                   0                0                0
## 6735                   0                1                0
## 6738                   0                1                0
## 6740                   0                1                0
## 6752                   0                0                0
## 6766                   1                0                1
## 6767                   0                0                0
## 6768                   0                0                1
## 6769                   0                0                0
## 6771                   0                0                0
## 6775                   1                0                1
## 6778                   0                0                0
## 6779                   0                0                0
## 6781                   0                0                0
## 6782                   0                1                0
## 6788                   0                0                0
## 6789                   1                0                1
## 6798                   1                0                1
## 6804                   1                0                0
## 6813                   0                0                0
## 6815                   0                0                0
## 6816                   0                0                0
## 6820                   0                0                1
## 6826                   1                0                0
## 6839                   0                0                0
## 6847                   1                0                0
## 6849                   1                0                1
## 6850                   1                0                0
## 6861                   0                0                0
## 6865                   0                0                1
## 6869                   0                0                0
## 6873                   1                0                0
## 6874                   1                0                0
## 6876                   1                0                0
## 6878                   0                0                0
## 6880                   1                1                0
## 6882                   1                1                0
## 6895                   1                0                0
## 6903                   1                1                0
## 6914                   0                0                0
## 6915                   0                1                0
## 6919                   0                0                0
## 6920                   0                0                0
## 6922                   1                0                0
## 6925                   1                0                1
## 6930                   1                0                1
## 6933                   0                0                0
## 6934                   0                0                0
## 6940                   0                0                0
## 6943                   1                0                0
## 6953                   1                0                0
## 6962                   1                1                0
## 6964                   1                1                0
## 6967                   0                0                0
## 6979                   1                1                0
## 6985                   1                0                1
## 6988                   1                0                0
## 6993                   0                0                0
## 7009                   0                0                1
## 7012                   1                1                0
## 7016                   0                0                0
## 7022                   0                0                0
## 7025                   0                0                0
## 7026                   1                1                0
##      PaperlessBilling_No PaymentMethod_MailedCheck
## 6                      0                         0
## 7                      0                         0
## 11                     0                         1
## 14                     0                         0
## 16                     1                         0
## 17                     1                         1
## 23                     1                         1
## 25                     1                         0
## 28                     1                         0
## 37                     0                         0
## 39                     0                         0
## 41                     1                         1
## 45                     0                         0
## 47                     1                         1
## 52                     0                         0
## 54                     0                         0
## 58                     0                         0
## 62                     0                         0
## 64                     0                         0
## 68                     1                         1
## 74                     0                         0
## 81                     0                         0
## 90                     1                         1
## 101                    1                         1
## 105                    0                         0
## 107                    0                         0
## 116                    1                         0
## 125                    1                         1
## 135                    1                         0
## 136                    0                         0
## 140                    0                         1
## 143                    0                         0
## 159                    1                         1
## 161                    0                         0
## 171                    0                         0
## 176                    1                         0
## 180                    0                         0
## 184                    1                         0
## 187                    0                         1
## 194                    1                         0
## 198                    0                         0
## 204                    0                         0
## 206                    0                         0
## 220                    0                         0
## 245                    0                         0
## 251                    0                         0
## 253                    1                         0
## 255                    0                         1
## 263                    0                         0
## 264                    0                         0
## 270                    0                         0
## 274                    1                         0
## 275                    1                         1
## 296                    1                         1
## 301                    0                         0
## 309                    1                         0
## 314                    0                         0
## 316                    1                         0
## 328                    0                         0
## 330                    0                         0
## 331                    0                         1
## 345                    0                         0
## 351                    0                         0
## 355                    0                         0
## 359                    1                         0
## 364                    0                         1
## 366                    1                         0
## 372                    0                         0
## 386                    1                         1
## 389                    0                         1
## 390                    1                         0
## 394                    1                         1
## 398                    0                         0
## 404                    1                         0
## 406                    0                         0
## 410                    0                         1
## 414                    0                         0
## 420                    0                         0
## 422                    0                         0
## 424                    1                         1
## 425                    1                         0
## 440                    1                         1
## 444                    1                         0
## 446                    0                         0
## 457                    1                         0
## 463                    1                         0
## 465                    0                         0
## 468                    0                         0
## 472                    0                         0
## 475                    0                         0
## 478                    0                         0
## 480                    1                         0
## 503                    0                         0
## 508                    0                         0
## 512                    0                         0
## 515                    1                         0
## 523                    1                         0
## 550                    0                         0
## 551                    0                         0
## 565                    0                         0
## 566                    1                         0
## 567                    1                         0
## 572                    1                         0
## 583                    0                         1
## 585                    0                         0
## 588                    0                         0
## 593                    0                         0
## 606                    1                         0
## 610                    0                         0
## 614                    1                         0
## 626                    1                         0
## 628                    1                         0
## 629                    1                         0
## 632                    1                         0
## 633                    1                         1
## 636                    1                         0
## 637                    1                         0
## 644                    0                         0
## 646                    0                         1
## 647                    0                         0
## 658                    1                         1
## 663                    0                         1
## 671                    1                         0
## 682                    0                         0
## 686                    0                         0
## 690                    0                         1
## 694                    0                         1
## 701                    1                         0
## 706                    0                         1
## 710                    1                         1
## 722                    0                         0
## 726                    1                         1
## 729                    0                         0
## 732                    0                         0
## 741                    0                         0
## 744                    0                         0
## 754                    0                         0
## 756                    1                         1
## 760                    1                         0
## 764                    0                         1
## 765                    0                         1
## 773                    0                         0
## 778                    1                         0
## 787                    1                         0
## 790                    0                         0
## 802                    0                         0
## 814                    0                         1
## 825                    0                         0
## 829                    1                         0
## 836                    1                         1
## 841                    1                         0
## 842                    0                         0
## 843                    0                         0
## 846                    1                         0
## 847                    0                         0
## 851                    1                         1
## 858                    0                         0
## 860                    1                         0
## 861                    0                         0
## 871                    1                         0
## 873                    1                         0
## 883                    0                         0
## 887                    1                         0
## 896                    1                         0
## 899                    1                         1
## 905                    0                         0
## 912                    1                         0
## 925                    0                         0
## 926                    0                         0
## 940                    0                         0
## 947                    1                         0
## 948                    1                         1
## 951                    1                         0
## 957                    0                         0
## 958                    1                         0
## 962                    0                         1
## 966                    1                         0
## 967                    0                         0
## 973                    0                         0
## 981                    0                         0
## 985                    1                         0
## 998                    0                         0
## 999                    0                         0
## 1000                   0                         1
## 1009                   1                         1
## 1021                   0                         0
## 1022                   0                         1
## 1030                   0                         0
## 1032                   1                         0
## 1036                   0                         0
## 1039                   0                         0
## 1041                   0                         0
## 1044                   1                         0
## 1050                   0                         1
## 1052                   0                         0
## 1056                   0                         0
## 1058                   0                         0
## 1063                   0                         0
## 1064                   1                         1
## 1065                   0                         0
## 1068                   1                         0
## 1071                   0                         0
## 1091                   1                         0
## 1096                   0                         1
## 1098                   1                         0
## 1114                   0                         0
## 1120                   0                         0
## 1129                   0                         0
## 1137                   1                         0
## 1144                   0                         0
## 1145                   0                         0
## 1150                   0                         1
## 1156                   0                         0
## 1166                   0                         0
## 1171                   0                         1
## 1173                   0                         0
## 1179                   0                         0
## 1186                   1                         0
## 1195                   0                         0
## 1202                   0                         0
## 1203                   0                         0
## 1204                   0                         0
## 1209                   0                         0
## 1210                   1                         0
## 1216                   0                         0
## 1218                   0                         1
## 1219                   1                         1
## 1225                   0                         1
## 1226                   1                         0
## 1227                   1                         0
## 1228                   1                         0
## 1234                   1                         1
## 1241                   1                         0
## 1247                   1                         0
## 1249                   1                         0
## 1254                   1                         0
## 1271                   0                         0
## 1272                   1                         1
## 1278                   0                         0
## 1282                   0                         0
## 1293                   1                         0
## 1295                   1                         0
## 1303                   1                         0
## 1305                   0                         0
## 1316                   0                         1
## 1333                   1                         0
## 1336                   0                         0
## 1341                   0                         0
## 1351                   0                         0
## 1352                   0                         0
## 1356                   0                         0
## 1357                   1                         0
## 1361                   0                         0
## 1368                   1                         1
## 1377                   1                         1
## 1379                   0                         0
## 1382                   1                         0
## 1383                   1                         0
## 1391                   0                         0
## 1398                   0                         0
## 1399                   0                         0
## 1400                   1                         0
## 1405                   0                         0
## 1415                   0                         1
## 1433                   1                         1
## 1441                   0                         1
## 1453                   0                         0
## 1458                   1                         1
## 1467                   1                         0
## 1472                   1                         1
## 1476                   1                         1
## 1478                   0                         0
## 1483                   0                         0
## 1487                   1                         1
## 1492                   0                         0
## 1510                   1                         0
## 1512                   1                         0
## 1518                   0                         0
## 1523                   1                         0
## 1531                   1                         0
## 1537                   1                         0
## 1542                   1                         0
## 1550                   1                         1
## 1552                   1                         0
## 1554                   0                         0
## 1556                   1                         0
## 1558                   1                         1
## 1566                   1                         0
## 1570                   1                         1
## 1580                   0                         0
## 1601                   0                         0
## 1604                   0                         1
## 1605                   0                         0
## 1609                   1                         1
## 1610                   0                         0
## 1612                   0                         1
## 1613                   1                         0
## 1616                   1                         0
## 1627                   0                         0
## 1629                   1                         0
## 1631                   0                         0
## 1636                   1                         1
## 1637                   0                         0
## 1642                   1                         1
## 1656                   1                         0
## 1657                   0                         0
## 1660                   1                         0
## 1661                   0                         0
## 1668                   1                         0
## 1692                   0                         0
## 1693                   1                         0
## 1698                   0                         0
## 1701                   1                         0
## 1702                   0                         0
## 1705                   0                         0
## 1712                   0                         0
## 1715                   0                         0
## 1725                   1                         0
## 1732                   1                         1
## 1743                   0                         0
## 1745                   0                         0
## 1755                   1                         1
## 1759                   0                         0
## 1763                   0                         0
## 1766                   0                         0
## 1769                   0                         0
## 1770                   0                         1
## 1778                   0                         0
## 1790                   1                         1
## 1794                   1                         0
## 1799                   0                         1
## 1800                   1                         1
## 1801                   1                         0
## 1805                   0                         0
## 1806                   0                         0
## 1809                   0                         0
## 1817                   1                         0
## 1820                   1                         0
## 1821                   0                         0
## 1824                   1                         0
## 1828                   0                         0
## 1829                   1                         0
## 1833                   1                         0
## 1839                   1                         0
## 1840                   1                         0
## 1841                   0                         0
## 1843                   1                         0
## 1846                   0                         0
## 1852                   0                         0
## 1856                   1                         1
## 1859                   1                         1
## 1872                   0                         0
## 1874                   0                         0
## 1875                   0                         0
## 1881                   0                         0
## 1882                   0                         0
## 1889                   0                         0
## 1891                   0                         0
## 1908                   0                         0
## 1916                   0                         0
## 1920                   1                         0
## 1922                   0                         0
## 1925                   0                         0
## 1929                   0                         1
## 1937                   1                         1
## 1955                   1                         0
## 1968                   1                         0
## 1969                   0                         0
## 1980                   0                         0
## 1982                   0                         0
## 1986                   0                         0
## 1988                   0                         0
## 1989                   0                         0
## 1993                   0                         0
## 2003                   0                         0
## 2005                   0                         0
## 2009                   1                         0
## 2012                   1                         0
## 2014                   0                         1
## 2019                   0                         0
## 2029                   0                         1
## 2031                   0                         0
## 2038                   1                         0
## 2056                   1                         0
## 2061                   1                         0
## 2064                   1                         1
## 2068                   1                         0
## 2073                   1                         0
## 2075                   0                         0
## 2079                   0                         1
## 2086                   0                         0
## 2087                   1                         0
## 2089                   1                         0
## 2091                   0                         0
## 2092                   1                         0
## 2095                   0                         0
## 2097                   0                         0
## 2100                   0                         0
## 2104                   1                         0
## 2106                   1                         0
## 2110                   0                         1
## 2112                   1                         0
## 2114                   0                         0
## 2117                   1                         1
## 2119                   0                         0
## 2121                   0                         0
## 2127                   1                         0
## 2129                   0                         0
## 2130                   1                         1
## 2131                   0                         0
## 2134                   1                         0
## 2135                   0                         0
## 2138                   1                         1
## 2145                   0                         0
## 2152                   1                         0
## 2158                   1                         0
## 2161                   1                         1
## 2167                   1                         0
## 2170                   1                         0
## 2171                   1                         0
## 2173                   0                         0
## 2177                   0                         0
## 2178                   0                         0
## 2188                   0                         0
## 2189                   0                         1
## 2204                   0                         0
## 2207                   0                         1
## 2208                   1                         1
## 2210                   0                         0
## 2220                   0                         0
## 2232                   0                         1
## 2241                   1                         0
## 2245                   1                         1
## 2247                   0                         0
## 2249                   1                         0
## 2254                   1                         1
## 2263                   0                         0
## 2267                   0                         0
## 2271                   0                         0
## 2273                   0                         0
## 2279                   0                         1
## 2281                   1                         0
## 2283                   0                         0
## 2285                   1                         1
## 2299                   0                         0
## 2302                   0                         0
## 2305                   0                         0
## 2306                   0                         0
## 2314                   1                         0
## 2317                   0                         0
## 2337                   1                         0
## 2353                   1                         1
## 2369                   0                         0
## 2370                   1                         1
## 2379                   0                         0
## 2380                   0                         0
## 2384                   0                         0
## 2385                   1                         0
## 2386                   1                         0
## 2394                   0                         1
## 2400                   0                         0
## 2403                   0                         0
## 2409                   1                         0
## 2417                   0                         0
## 2419                   1                         1
## 2423                   1                         0
## 2429                   1                         1
## 2431                   0                         0
## 2446                   0                         0
## 2448                   0                         0
## 2469                   1                         1
## 2476                   0                         0
## 2477                   1                         0
## 2480                   1                         1
## 2483                   1                         0
## 2488                   0                         0
## 2489                   0                         0
## 2490                   1                         0
## 2493                   1                         1
## 2498                   1                         0
## 2520                   1                         0
## 2542                   0                         0
## 2551                   0                         0
## 2560                   0                         0
## 2561                   0                         0
## 2570                   0                         0
## 2577                   1                         0
## 2578                   0                         0
## 2586                   1                         0
## 2590                   0                         0
## 2593                   0                         0
## 2596                   1                         0
## 2598                   0                         0
## 2606                   1                         0
## 2611                   0                         0
## 2613                   0                         1
## 2618                   0                         0
## 2619                   1                         0
## 2626                   0                         0
## 2629                   0                         0
## 2630                   0                         0
## 2632                   0                         0
## 2641                   1                         0
## 2643                   0                         1
## 2655                   1                         0
## 2660                   0                         0
## 2662                   0                         0
## 2664                   1                         1
## 2670                   1                         1
## 2673                   0                         0
## 2680                   0                         0
## 2681                   1                         0
## 2684                   0                         0
## 2688                   0                         0
## 2698                   1                         0
## 2707                   0                         0
## 2708                   1                         1
## 2712                   1                         1
## 2724                   1                         0
## 2725                   0                         0
## 2734                   1                         0
## 2737                   0                         0
## 2752                   1                         1
## 2753                   1                         0
## 2760                   1                         0
## 2765                   1                         0
## 2769                   1                         0
## 2771                   0                         0
## 2772                   0                         0
## 2780                   0                         0
## 2788                   1                         0
## 2793                   0                         0
## 2804                   1                         0
## 2805                   1                         0
## 2807                   1                         1
## 2811                   0                         1
## 2817                   0                         0
## 2827                   0                         0
## 2830                   1                         1
## 2833                   1                         1
## 2834                   1                         1
## 2838                   1                         1
## 2853                   1                         0
## 2857                   0                         0
## 2860                   0                         0
## 2861                   1                         0
## 2863                   1                         0
## 2873                   0                         0
## 2880                   0                         0
## 2891                   0                         0
## 2892                   0                         0
## 2898                   0                         0
## 2899                   1                         1
## 2900                   1                         1
## 2913                   0                         0
## 2915                   1                         0
## 2917                   0                         0
## 2919                   1                         1
## 2924                   1                         0
## 2927                   0                         0
## 2934                   1                         0
## 2940                   0                         0
## 2942                   0                         0
## 2943                   0                         0
## 2945                   0                         0
## 2951                   0                         0
## 2953                   0                         1
## 2956                   0                         0
## 2958                   0                         1
## 2961                   1                         0
## 2967                   1                         0
## 2976                   1                         0
## 2977                   1                         0
## 2984                   0                         0
## 2987                   1                         0
## 2989                   1                         1
## 2991                   1                         0
## 3000                   1                         1
## 3005                   0                         1
## 3008                   0                         0
## 3012                   0                         0
## 3015                   1                         0
## 3016                   1                         0
## 3019                   1                         0
## 3022                   0                         0
## 3023                   0                         1
## 3025                   0                         0
## 3032                   0                         0
## 3033                   1                         0
## 3035                   0                         0
## 3038                   1                         0
## 3041                   0                         0
## 3042                   0                         0
## 3046                   0                         0
## 3049                   0                         0
## 3063                   0                         0
## 3066                   1                         0
## 3071                   0                         0
## 3073                   1                         0
## 3074                   0                         0
## 3079                   1                         0
## 3080                   0                         1
## 3084                   1                         1
## 3088                   0                         1
## 3090                   0                         0
## 3096                   0                         0
## 3111                   0                         0
## 3123                   0                         0
## 3127                   1                         0
## 3144                   1                         0
## 3146                   0                         1
## 3152                   1                         1
## 3154                   0                         1
## 3175                   0                         1
## 3176                   1                         1
## 3177                   0                         1
## 3181                   1                         1
## 3191                   1                         0
## 3193                   0                         0
## 3195                   1                         0
## 3199                   1                         0
## 3204                   0                         0
## 3208                   0                         0
## 3214                   1                         0
## 3216                   1                         0
## 3233                   0                         0
## 3238                   1                         1
## 3240                   0                         0
## 3242                   1                         1
## 3246                   0                         1
## 3248                   0                         1
## 3264                   1                         1
## 3266                   0                         1
## 3275                   1                         0
## 3280                   0                         0
## 3281                   0                         0
## 3288                   0                         0
## 3289                   0                         0
## 3293                   1                         0
## 3294                   1                         1
## 3296                   1                         1
## 3301                   1                         0
## 3303                   1                         0
## 3305                   1                         0
## 3307                   0                         0
## 3309                   1                         0
## 3313                   1                         0
## 3315                   0                         0
## 3317                   1                         1
## 3327                   1                         1
## 3329                   0                         0
## 3333                   0                         0
## 3346                   0                         1
## 3352                   1                         0
## 3353                   1                         1
## 3354                   0                         1
## 3358                   0                         0
## 3364                   0                         0
## 3373                   1                         1
## 3374                   1                         1
## 3375                   0                         0
## 3377                   1                         0
## 3378                   0                         0
## 3384                   0                         1
## 3386                   1                         1
## 3395                   1                         0
## 3399                   1                         0
## 3400                   0                         0
## 3402                   0                         0
## 3405                   1                         0
## 3413                   1                         0
## 3423                   0                         0
## 3429                   0                         1
## 3436                   0                         1
## 3442                   1                         0
## 3445                   0                         0
## 3446                   0                         0
## 3458                   0                         0
## 3475                   1                         0
## 3477                   0                         0
## 3478                   1                         0
## 3479                   0                         0
## 3482                   1                         0
## 3498                   0                         0
## 3500                   0                         0
## 3504                   0                         1
## 3511                   0                         0
## 3535                   0                         0
## 3536                   1                         0
## 3539                   1                         0
## 3541                   1                         0
## 3544                   0                         0
## 3548                   1                         0
## 3558                   0                         0
## 3564                   1                         1
## 3565                   1                         1
## 3566                   0                         0
## 3568                   0                         0
## 3570                   0                         0
## 3571                   0                         0
## 3575                   0                         1
## 3576                   1                         0
## 3579                   0                         1
## 3587                   0                         0
## 3601                   0                         0
## 3603                   1                         0
## 3612                   0                         0
## 3616                   0                         1
## 3621                   0                         0
## 3625                   1                         0
## 3632                   1                         1
## 3635                   0                         0
## 3639                   1                         1
## 3642                   0                         0
## 3646                   0                         0
## 3648                   0                         0
## 3650                   1                         0
## 3653                   1                         0
## 3654                   1                         0
## 3657                   1                         0
## 3660                   0                         0
## 3683                   1                         0
## 3688                   1                         0
## 3692                   1                         0
## 3696                   1                         0
## 3697                   0                         0
## 3702                   1                         0
## 3703                   1                         1
## 3705                   1                         1
## 3717                   1                         0
## 3720                   0                         1
## 3725                   0                         0
## 3727                   0                         0
## 3728                   1                         0
## 3729                   0                         0
## 3730                   0                         0
## 3735                   0                         0
## 3737                   0                         0
## 3741                   0                         0
## 3747                   0                         0
## 3752                   1                         0
## 3756                   0                         0
## 3758                   0                         0
## 3759                   1                         0
## 3765                   1                         0
## 3769                   0                         0
## 3772                   1                         0
## 3774                   1                         0
## 3779                   0                         0
## 3783                   1                         0
## 3798                   0                         0
## 3801                   0                         0
## 3805                   1                         0
## 3806                   0                         1
## 3809                   0                         0
## 3828                   0                         0
## 3834                   1                         0
## 3840                   0                         0
## 3844                   0                         0
## 3847                   1                         0
## 3848                   0                         0
## 3849                   1                         0
## 3857                   0                         0
## 3868                   0                         0
## 3871                   0                         0
## 3873                   1                         0
## 3878                   0                         0
## 3882                   1                         0
## 3884                   0                         0
## 3885                   1                         0
## 3886                   1                         0
## 3890                   1                         1
## 3891                   0                         0
## 3892                   1                         0
## 3893                   0                         0
## 3912                   0                         0
## 3918                   0                         1
## 3922                   0                         0
## 3929                   1                         0
## 3936                   0                         0
## 3937                   1                         0
## 3938                   1                         1
## 3939                   1                         1
## 3941                   1                         0
## 3943                   1                         1
## 3950                   0                         0
## 3951                   1                         0
## 3957                   1                         0
## 3965                   1                         0
## 3973                   0                         0
## 3984                   0                         0
## 3986                   1                         1
## 3992                   1                         1
## 3994                   0                         0
## 3999                   0                         1
## 4004                   1                         1
## 4005                   0                         1
## 4008                   1                         0
## 4020                   0                         0
## 4024                   0                         1
## 4033                   0                         0
## 4035                   0                         0
## 4038                   0                         0
## 4054                   1                         0
## 4062                   0                         1
## 4063                   0                         0
## 4069                   0                         0
## 4074                   1                         1
## 4086                   0                         1
## 4091                   0                         0
## 4093                   1                         0
## 4102                   0                         0
## 4104                   1                         1
## 4105                   1                         0
## 4107                   0                         0
## 4112                   1                         0
## 4115                   0                         0
## 4117                   1                         0
## 4120                   1                         1
## 4124                   1                         0
## 4130                   1                         0
## 4133                   0                         0
## 4135                   0                         0
## 4137                   0                         0
## 4143                   1                         0
## 4144                   0                         0
## 4145                   0                         0
## 4150                   0                         1
## 4153                   0                         0
## 4155                   1                         1
## 4159                   0                         0
## 4160                   1                         0
## 4164                   1                         0
## 4170                   1                         0
## 4178                   0                         0
## 4179                   1                         0
## 4185                   0                         0
## 4196                   1                         0
## 4198                   0                         0
## 4203                   0                         0
## 4208                   0                         0
## 4210                   1                         0
## 4211                   0                         0
## 4212                   0                         0
## 4214                   1                         1
## 4224                   0                         0
## 4227                   1                         0
## 4233                   0                         0
## 4236                   1                         1
## 4247                   0                         0
## 4253                   0                         1
## 4255                   0                         1
## 4257                   0                         0
## 4272                   0                         0
## 4274                   0                         0
## 4278                   1                         0
## 4280                   0                         0
## 4285                   1                         0
## 4287                   0                         1
## 4300                   0                         0
## 4303                   0                         0
## 4313                   0                         0
## 4315                   0                         0
## 4316                   0                         0
## 4323                   1                         0
## 4332                   1                         0
## 4334                   0                         0
## 4336                   1                         0
## 4340                   0                         0
## 4342                   0                         1
## 4352                   0                         0
## 4353                   0                         0
## 4354                   1                         0
## 4366                   0                         0
## 4372                   0                         0
## 4375                   1                         1
## 4377                   1                         0
## 4379                   1                         0
## 4380                   0                         1
## 4381                   1                         1
## 4384                   0                         0
## 4385                   1                         1
## 4394                   0                         0
## 4400                   1                         1
## 4404                   0                         0
## 4430                   1                         0
## 4444                   0                         0
## 4445                   1                         0
## 4451                   0                         0
## 4460                   0                         1
## 4462                   0                         0
## 4463                   0                         0
## 4467                   1                         0
## 4468                   1                         0
## 4474                   0                         0
## 4477                   0                         0
## 4481                   0                         0
## 4482                   0                         0
## 4487                   1                         0
## 4488                   0                         0
## 4491                   0                         1
## 4497                   1                         0
## 4499                   1                         0
## 4505                   0                         0
## 4509                   0                         0
## 4519                   0                         0
## 4520                   0                         0
## 4522                   1                         1
## 4524                   0                         0
## 4529                   0                         0
## 4530                   0                         1
## 4537                   0                         0
## 4551                   0                         0
## 4557                   1                         1
## 4558                   1                         0
## 4559                   0                         0
## 4567                   0                         0
## 4568                   1                         1
## 4583                   1                         0
## 4584                   0                         0
## 4597                   0                         0
## 4608                   1                         0
## 4621                   1                         0
## 4624                   0                         0
## 4629                   1                         0
## 4631                   0                         0
## 4647                   0                         0
## 4655                   1                         0
## 4657                   1                         0
## 4659                   0                         0
## 4667                   1                         1
## 4671                   0                         0
## 4678                   0                         0
## 4690                   0                         0
## 4693                   0                         1
## 4698                   0                         0
## 4701                   0                         0
## 4718                   1                         1
## 4720                   0                         0
## 4724                   1                         1
## 4726                   0                         0
## 4729                   1                         0
## 4743                   1                         1
## 4745                   1                         1
## 4755                   1                         0
## 4762                   1                         0
## 4769                   0                         0
## 4771                   0                         1
## 4775                   1                         1
## 4780                   1                         1
## 4781                   1                         0
## 4784                   1                         0
## 4785                   0                         0
## 4790                   0                         0
## 4799                   0                         1
## 4806                   0                         0
## 4822                   0                         0
## 4827                   1                         0
## 4833                   0                         0
## 4837                   1                         0
## 4838                   0                         0
## 4843                   0                         0
## 4851                   1                         1
## 4852                   1                         0
## 4855                   0                         0
## 4859                   0                         0
## 4861                   0                         0
## 4862                   0                         1
## 4869                   0                         0
## 4881                   0                         0
## 4883                   0                         0
## 4884                   1                         0
## 4892                   1                         0
## 4895                   1                         0
## 4902                   0                         0
## 4904                   0                         0
## 4908                   1                         0
## 4909                   1                         0
## 4911                   1                         0
## 4920                   1                         1
## 4941                   1                         0
## 4953                   0                         0
## 4960                   0                         0
## 4963                   0                         0
## 4964                   0                         1
## 4970                   0                         0
## 4971                   0                         0
## 4982                   1                         1
## 4984                   0                         0
## 4987                   0                         0
## 4990                   0                         0
## 4996                   0                         0
## 4997                   0                         0
## 5002                   1                         0
## 5007                   0                         0
## 5011                   1                         0
## 5012                   0                         0
## 5013                   0                         1
## 5019                   0                         0
## 5022                   0                         0
## 5023                   1                         1
## 5027                   1                         0
## 5040                   0                         0
## 5043                   0                         0
## 5051                   0                         1
## 5060                   1                         0
## 5065                   0                         0
## 5069                   0                         0
## 5077                   1                         0
## 5079                   0                         0
## 5089                   1                         0
## 5096                   0                         0
## 5103                   0                         0
## 5106                   1                         0
## 5107                   0                         0
## 5112                   0                         1
## 5114                   1                         0
## 5115                   1                         1
## 5126                   0                         0
## 5135                   0                         0
## 5141                   0                         0
## 5144                   1                         0
## 5150                   1                         0
## 5152                   0                         0
## 5154                   1                         0
## 5163                   1                         1
## 5172                   0                         0
## 5178                   0                         0
## 5184                   0                         0
## 5187                   0                         0
## 5192                   0                         0
## 5196                   1                         1
## 5200                   0                         0
## 5218                   0                         0
## 5237                   0                         0
## 5239                   0                         1
## 5242                   1                         0
## 5250                   0                         0
## 5257                   0                         0
## 5261                   0                         1
## 5284                   1                         0
## 5285                   1                         0
## 5290                   0                         0
## 5291                   0                         0
## 5294                   0                         0
## 5299                   0                         0
## 5306                   1                         0
## 5309                   0                         0
## 5311                   0                         1
## 5314                   1                         0
## 5319                   1                         1
## 5325                   1                         0
## 5333                   0                         1
## 5338                   0                         0
## 5342                   1                         0
## 5352                   0                         0
## 5363                   0                         0
## 5369                   0                         0
## 5380                   1                         1
## 5390                   1                         1
## 5399                   1                         1
## 5404                   0                         0
## 5409                   0                         0
## 5415                   0                         0
## 5417                   1                         0
## 5419                   0                         0
## 5422                   0                         0
## 5438                   1                         1
## 5439                   1                         1
## 5440                   0                         0
## 5446                   0                         0
## 5447                   1                         0
## 5448                   0                         0
## 5449                   1                         0
## 5469                   0                         0
## 5475                   0                         0
## 5487                   0                         0
## 5489                   0                         0
## 5497                   1                         0
## 5505                   0                         0
## 5507                   1                         1
## 5508                   1                         0
## 5509                   0                         0
## 5512                   0                         0
## 5517                   0                         0
## 5518                   0                         1
## 5527                   0                         0
## 5528                   0                         0
## 5537                   1                         0
## 5548                   0                         0
## 5558                   1                         0
## 5581                   1                         0
## 5587                   1                         1
## 5592                   0                         0
## 5598                   1                         0
## 5600                   1                         0
## 5610                   1                         1
## 5611                   0                         0
## 5617                   0                         0
## 5621                   1                         1
## 5628                   1                         0
## 5636                   1                         0
## 5640                   0                         0
## 5641                   1                         1
## 5650                   0                         0
## 5653                   0                         0
## 5654                   0                         0
## 5656                   0                         0
## 5668                   1                         0
## 5671                   0                         0
## 5677                   1                         0
## 5680                   0                         1
## 5683                   1                         1
## 5692                   0                         0
## 5694                   0                         0
## 5697                   1                         1
## 5703                   1                         0
## 5704                   0                         0
## 5714                   0                         0
## 5720                   1                         0
## 5729                   1                         0
## 5735                   1                         1
## 5737                   0                         1
## 5745                   0                         0
## 5746                   1                         0
## 5751                   0                         1
## 5756                   1                         0
## 5760                   0                         0
## 5771                   0                         0
## 5772                   1                         0
## 5773                   0                         0
## 5777                   0                         1
## 5784                   0                         1
## 5785                   0                         0
## 5786                   0                         0
## 5788                   0                         0
## 5796                   1                         0
## 5798                   0                         0
## 5810                   1                         0
## 5811                   0                         0
## 5812                   0                         1
## 5816                   1                         0
## 5821                   1                         0
## 5823                   0                         0
## 5826                   0                         0
## 5832                   0                         0
## 5833                   0                         0
## 5834                   0                         0
## 5836                   0                         0
## 5840                   1                         0
## 5842                   1                         0
## 5844                   0                         0
## 5850                   1                         0
## 5853                   1                         1
## 5856                   1                         0
## 5858                   0                         1
## 5864                   0                         0
## 5869                   0                         0
## 5870                   1                         1
## 5873                   0                         0
## 5874                   0                         1
## 5876                   0                         0
## 5879                   0                         1
## 5885                   0                         0
## 5892                   1                         0
## 5893                   1                         0
## 5900                   1                         1
## 5908                   0                         0
## 5925                   0                         0
## 5927                   0                         0
## 5942                   0                         0
## 5945                   0                         1
## 5947                   1                         0
## 5949                   1                         0
## 5953                   1                         1
## 5956                   1                         0
## 5960                   1                         1
## 5962                   0                         0
## 5965                   0                         0
## 5967                   0                         0
## 5981                   0                         0
## 5984                   1                         0
## 5992                   1                         0
## 5995                   1                         0
## 5996                   1                         0
## 5997                   0                         0
## 6003                   1                         0
## 6008                   1                         0
## 6010                   1                         1
## 6012                   1                         1
## 6014                   0                         0
## 6016                   0                         0
## 6018                   1                         0
## 6019                   1                         0
## 6020                   1                         0
## 6023                   0                         1
## 6025                   0                         0
## 6027                   0                         0
## 6036                   0                         0
## 6045                   0                         0
## 6053                   0                         1
## 6058                   1                         0
## 6063                   0                         0
## 6070                   0                         0
## 6072                   1                         1
## 6077                   0                         1
## 6079                   0                         0
## 6080                   0                         0
## 6082                   0                         0
## 6087                   0                         1
## 6089                   1                         0
## 6092                   0                         0
## 6094                   0                         0
## 6098                   0                         1
## 6105                   1                         1
## 6109                   0                         0
## 6113                   1                         0
## 6119                   1                         0
## 6120                   0                         0
## 6124                   0                         0
## 6127                   0                         0
## 6131                   1                         0
## 6134                   0                         0
## 6140                   0                         1
## 6141                   1                         1
## 6145                   0                         0
## 6147                   1                         1
## 6150                   0                         0
## 6156                   1                         0
## 6157                   0                         0
## 6160                   0                         0
## 6166                   0                         0
## 6185                   0                         0
## 6188                   0                         0
## 6195                   0                         0
## 6198                   0                         0
## 6205                   1                         1
## 6206                   1                         1
## 6208                   1                         0
## 6210                   0                         0
## 6216                   1                         0
## 6231                   0                         0
## 6233                   0                         0
## 6234                   1                         0
## 6246                   0                         0
## 6253                   1                         0
## 6261                   0                         1
## 6271                   0                         0
## 6279                   0                         0
## 6290                   0                         0
## 6294                   1                         0
## 6296                   0                         0
## 6301                   1                         0
## 6303                   0                         0
## 6312                   0                         0
## 6315                   0                         0
## 6317                   1                         0
## 6329                   1                         1
## 6332                   0                         0
## 6334                   0                         0
## 6339                   0                         0
## 6341                   1                         0
## 6348                   0                         0
## 6352                   0                         1
## 6355                   0                         0
## 6369                   0                         1
## 6370                   1                         0
## 6374                   1                         0
## 6382                   0                         0
## 6383                   1                         0
## 6393                   0                         1
## 6403                   1                         0
## 6404                   0                         0
## 6408                   1                         0
## 6409                   0                         0
## 6412                   0                         0
## 6414                   1                         0
## 6417                   1                         0
## 6418                   1                         0
## 6422                   1                         1
## 6424                   1                         1
## 6427                   1                         1
## 6433                   0                         0
## 6434                   1                         0
## 6442                   1                         1
## 6445                   0                         0
## 6451                   0                         0
## 6453                   0                         0
## 6456                   0                         0
## 6459                   1                         0
## 6475                   1                         0
## 6479                   0                         0
## 6480                   0                         0
## 6481                   0                         1
## 6487                   0                         0
## 6490                   0                         0
## 6497                   0                         0
## 6503                   0                         0
## 6504                   0                         0
## 6513                   1                         1
## 6530                   0                         0
## 6531                   0                         0
## 6535                   1                         0
## 6536                   0                         0
## 6543                   0                         0
## 6554                   0                         0
## 6556                   1                         0
## 6562                   0                         1
## 6563                   1                         1
## 6574                   0                         0
## 6581                   1                         0
## 6587                   0                         0
## 6597                   1                         0
## 6618                   0                         0
## 6619                   1                         1
## 6621                   0                         0
## 6625                   0                         0
## 6626                   0                         0
## 6629                   0                         0
## 6630                   1                         1
## 6632                   1                         1
## 6635                   0                         0
## 6638                   1                         1
## 6651                   1                         0
## 6654                   1                         0
## 6656                   0                         0
## 6659                   0                         0
## 6673                   0                         1
## 6682                   1                         0
## 6686                   1                         1
## 6691                   0                         0
## 6700                   1                         0
## 6702                   0                         0
## 6704                   0                         0
## 6711                   0                         0
## 6712                   1                         0
## 6713                   0                         0
## 6716                   1                         0
## 6717                   1                         0
## 6720                   0                         0
## 6724                   1                         1
## 6729                   1                         1
## 6735                   1                         0
## 6738                   1                         1
## 6740                   1                         0
## 6752                   1                         1
## 6766                   0                         0
## 6767                   0                         0
## 6768                   0                         1
## 6769                   0                         1
## 6771                   1                         0
## 6775                   0                         0
## 6778                   1                         1
## 6779                   0                         1
## 6781                   0                         0
## 6782                   1                         0
## 6788                   0                         1
## 6789                   0                         1
## 6798                   0                         0
## 6804                   1                         0
## 6813                   0                         0
## 6815                   0                         0
## 6816                   0                         0
## 6820                   0                         1
## 6826                   0                         0
## 6839                   0                         0
## 6847                   0                         0
## 6849                   1                         1
## 6850                   0                         0
## 6861                   1                         0
## 6865                   1                         0
## 6869                   0                         0
## 6873                   0                         0
## 6874                   0                         0
## 6876                   1                         0
## 6878                   0                         0
## 6880                   0                         0
## 6882                   0                         0
## 6895                   0                         0
## 6903                   0                         0
## 6914                   0                         0
## 6915                   1                         1
## 6919                   1                         0
## 6920                   0                         0
## 6922                   0                         0
## 6925                   0                         0
## 6930                   1                         0
## 6933                   1                         0
## 6934                   0                         1
## 6940                   0                         1
## 6943                   0                         0
## 6953                   0                         0
## 6962                   0                         0
## 6964                   0                         0
## 6967                   0                         1
## 6979                   1                         0
## 6985                   1                         1
## 6988                   0                         0
## 6993                   1                         0
## 7009                   1                         1
## 7012                   0                         0
## 7016                   0                         0
## 7022                   0                         0
## 7025                   0                         0
## 7026                   1                         0
##      PaymentMethod_Bank_transfer PaymentMethod_CreditCard
## 6                              0                        0
## 7                              0                        1
## 11                             0                        0
## 14                             1                        0
## 16                             0                        1
## 17                             0                        0
## 23                             0                        0
## 25                             0                        1
## 28                             0                        0
## 37                             0                        0
## 39                             0                        0
## 41                             0                        0
## 45                             0                        0
## 47                             0                        0
## 52                             0                        1
## 54                             0                        1
## 58                             0                        0
## 62                             1                        0
## 64                             0                        1
## 68                             0                        0
## 74                             1                        0
## 81                             0                        0
## 90                             0                        0
## 101                            0                        0
## 105                            1                        0
## 107                            0                        0
## 116                            0                        0
## 125                            0                        0
## 135                            0                        0
## 136                            0                        1
## 140                            0                        0
## 143                            1                        0
## 159                            0                        0
## 161                            0                        0
## 171                            1                        0
## 176                            0                        0
## 180                            0                        1
## 184                            0                        1
## 187                            0                        0
## 194                            0                        1
## 198                            0                        0
## 204                            0                        1
## 206                            1                        0
## 220                            1                        0
## 245                            0                        0
## 251                            0                        0
## 253                            0                        0
## 255                            0                        0
## 263                            0                        0
## 264                            1                        0
## 270                            0                        1
## 274                            0                        0
## 275                            0                        0
## 296                            0                        0
## 301                            1                        0
## 309                            0                        0
## 314                            0                        0
## 316                            0                        1
## 328                            0                        0
## 330                            0                        1
## 331                            0                        0
## 345                            0                        1
## 351                            0                        1
## 355                            0                        0
## 359                            0                        1
## 364                            0                        0
## 366                            1                        0
## 372                            0                        0
## 386                            0                        0
## 389                            0                        0
## 390                            0                        0
## 394                            0                        0
## 398                            0                        1
## 404                            1                        0
## 406                            0                        1
## 410                            0                        0
## 414                            0                        0
## 420                            1                        0
## 422                            1                        0
## 424                            0                        0
## 425                            1                        0
## 440                            0                        0
## 444                            0                        0
## 446                            0                        0
## 457                            1                        0
## 463                            0                        0
## 465                            1                        0
## 468                            0                        0
## 472                            0                        0
## 475                            0                        0
## 478                            0                        0
## 480                            1                        0
## 503                            1                        0
## 508                            0                        0
## 512                            0                        0
## 515                            1                        0
## 523                            1                        0
## 550                            1                        0
## 551                            1                        0
## 565                            0                        1
## 566                            0                        0
## 567                            0                        1
## 572                            0                        1
## 583                            0                        0
## 585                            0                        0
## 588                            0                        0
## 593                            0                        1
## 606                            0                        1
## 610                            0                        0
## 614                            1                        0
## 626                            0                        0
## 628                            0                        0
## 629                            0                        1
## 632                            0                        1
## 633                            0                        0
## 636                            1                        0
## 637                            0                        1
## 644                            0                        0
## 646                            0                        0
## 647                            0                        0
## 658                            0                        0
## 663                            0                        0
## 671                            0                        1
## 682                            0                        1
## 686                            1                        0
## 690                            0                        0
## 694                            0                        0
## 701                            0                        0
## 706                            0                        0
## 710                            0                        0
## 722                            0                        0
## 726                            0                        0
## 729                            0                        1
## 732                            0                        0
## 741                            0                        0
## 744                            0                        1
## 754                            0                        0
## 756                            0                        0
## 760                            0                        0
## 764                            0                        0
## 765                            0                        0
## 773                            0                        0
## 778                            0                        0
## 787                            0                        0
## 790                            0                        1
## 802                            0                        1
## 814                            0                        0
## 825                            1                        0
## 829                            0                        0
## 836                            0                        0
## 841                            1                        0
## 842                            1                        0
## 843                            0                        0
## 846                            0                        1
## 847                            0                        1
## 851                            0                        0
## 858                            0                        1
## 860                            1                        0
## 861                            0                        0
## 871                            0                        1
## 873                            1                        0
## 883                            0                        1
## 887                            0                        1
## 896                            0                        0
## 899                            0                        0
## 905                            0                        0
## 912                            0                        1
## 925                            0                        0
## 926                            0                        0
## 940                            0                        1
## 947                            1                        0
## 948                            0                        0
## 951                            0                        0
## 957                            0                        0
## 958                            1                        0
## 962                            0                        0
## 966                            0                        1
## 967                            0                        0
## 973                            0                        0
## 981                            0                        0
## 985                            1                        0
## 998                            0                        0
## 999                            0                        0
## 1000                           0                        0
## 1009                           0                        0
## 1021                           0                        0
## 1022                           0                        0
## 1030                           0                        0
## 1032                           1                        0
## 1036                           0                        0
## 1039                           1                        0
## 1041                           1                        0
## 1044                           0                        1
## 1050                           0                        0
## 1052                           1                        0
## 1056                           1                        0
## 1058                           1                        0
## 1063                           1                        0
## 1064                           0                        0
## 1065                           0                        0
## 1068                           1                        0
## 1071                           1                        0
## 1091                           1                        0
## 1096                           0                        0
## 1098                           0                        0
## 1114                           0                        1
## 1120                           1                        0
## 1129                           1                        0
## 1137                           0                        1
## 1144                           0                        0
## 1145                           0                        0
## 1150                           0                        0
## 1156                           0                        0
## 1166                           0                        1
## 1171                           0                        0
## 1173                           0                        1
## 1179                           0                        0
## 1186                           0                        1
## 1195                           1                        0
## 1202                           0                        0
## 1203                           0                        0
## 1204                           0                        1
## 1209                           0                        0
## 1210                           1                        0
## 1216                           0                        1
## 1218                           0                        0
## 1219                           0                        0
## 1225                           0                        0
## 1226                           0                        1
## 1227                           0                        0
## 1228                           0                        1
## 1234                           0                        0
## 1241                           1                        0
## 1247                           1                        0
## 1249                           0                        0
## 1254                           0                        0
## 1271                           1                        0
## 1272                           0                        0
## 1278                           1                        0
## 1282                           0                        0
## 1293                           1                        0
## 1295                           0                        0
## 1303                           0                        1
## 1305                           0                        0
## 1316                           0                        0
## 1333                           1                        0
## 1336                           0                        1
## 1341                           0                        1
## 1351                           0                        0
## 1352                           0                        1
## 1356                           0                        0
## 1357                           0                        0
## 1361                           1                        0
## 1368                           0                        0
## 1377                           0                        0
## 1379                           1                        0
## 1382                           0                        1
## 1383                           1                        0
## 1391                           0                        0
## 1398                           0                        0
## 1399                           0                        0
## 1400                           1                        0
## 1405                           1                        0
## 1415                           0                        0
## 1433                           0                        0
## 1441                           0                        0
## 1453                           0                        0
## 1458                           0                        0
## 1467                           0                        1
## 1472                           0                        0
## 1476                           0                        0
## 1478                           0                        0
## 1483                           0                        0
## 1487                           0                        0
## 1492                           0                        0
## 1510                           0                        1
## 1512                           0                        0
## 1518                           1                        0
## 1523                           1                        0
## 1531                           0                        0
## 1537                           1                        0
## 1542                           1                        0
## 1550                           0                        0
## 1552                           0                        0
## 1554                           0                        1
## 1556                           1                        0
## 1558                           0                        0
## 1566                           1                        0
## 1570                           0                        0
## 1580                           1                        0
## 1601                           0                        1
## 1604                           0                        0
## 1605                           0                        0
## 1609                           0                        0
## 1610                           1                        0
## 1612                           0                        0
## 1613                           0                        0
## 1616                           1                        0
## 1627                           1                        0
## 1629                           0                        0
## 1631                           0                        0
## 1636                           0                        0
## 1637                           1                        0
## 1642                           0                        0
## 1656                           0                        0
## 1657                           1                        0
## 1660                           1                        0
## 1661                           0                        0
## 1668                           0                        1
## 1692                           0                        0
## 1693                           0                        1
## 1698                           1                        0
## 1701                           0                        0
## 1702                           0                        1
## 1705                           0                        1
## 1712                           0                        1
## 1715                           0                        0
## 1725                           1                        0
## 1732                           0                        0
## 1743                           1                        0
## 1745                           0                        0
## 1755                           0                        0
## 1759                           0                        0
## 1763                           0                        1
## 1766                           0                        0
## 1769                           1                        0
## 1770                           0                        0
## 1778                           0                        0
## 1790                           0                        0
## 1794                           1                        0
## 1799                           0                        0
## 1800                           0                        0
## 1801                           0                        1
## 1805                           0                        0
## 1806                           0                        1
## 1809                           0                        0
## 1817                           0                        0
## 1820                           1                        0
## 1821                           0                        0
## 1824                           0                        0
## 1828                           0                        0
## 1829                           0                        0
## 1833                           1                        0
## 1839                           0                        1
## 1840                           0                        1
## 1841                           1                        0
## 1843                           0                        1
## 1846                           0                        1
## 1852                           0                        1
## 1856                           0                        0
## 1859                           0                        0
## 1872                           0                        1
## 1874                           0                        1
## 1875                           0                        0
## 1881                           0                        1
## 1882                           1                        0
## 1889                           0                        0
## 1891                           1                        0
## 1908                           1                        0
## 1916                           1                        0
## 1920                           1                        0
## 1922                           0                        0
## 1925                           0                        0
## 1929                           0                        0
## 1937                           0                        0
## 1955                           0                        0
## 1968                           0                        0
## 1969                           0                        0
## 1980                           1                        0
## 1982                           1                        0
## 1986                           0                        0
## 1988                           0                        0
## 1989                           0                        0
## 1993                           1                        0
## 2003                           0                        0
## 2005                           1                        0
## 2009                           0                        1
## 2012                           0                        0
## 2014                           0                        0
## 2019                           0                        0
## 2029                           0                        0
## 2031                           0                        0
## 2038                           1                        0
## 2056                           0                        0
## 2061                           0                        0
## 2064                           0                        0
## 2068                           1                        0
## 2073                           0                        0
## 2075                           0                        0
## 2079                           0                        0
## 2086                           0                        1
## 2087                           0                        1
## 2089                           0                        1
## 2091                           0                        0
## 2092                           0                        0
## 2095                           0                        1
## 2097                           0                        0
## 2100                           0                        1
## 2104                           1                        0
## 2106                           0                        0
## 2110                           0                        0
## 2112                           0                        0
## 2114                           0                        0
## 2117                           0                        0
## 2119                           0                        0
## 2121                           0                        0
## 2127                           0                        1
## 2129                           0                        0
## 2130                           0                        0
## 2131                           0                        1
## 2134                           1                        0
## 2135                           0                        0
## 2138                           0                        0
## 2145                           0                        0
## 2152                           0                        0
## 2158                           0                        1
## 2161                           0                        0
## 2167                           0                        0
## 2170                           0                        1
## 2171                           0                        0
## 2173                           0                        1
## 2177                           0                        1
## 2178                           0                        0
## 2188                           1                        0
## 2189                           0                        0
## 2204                           0                        0
## 2207                           0                        0
## 2208                           0                        0
## 2210                           0                        0
## 2220                           0                        0
## 2232                           0                        0
## 2241                           1                        0
## 2245                           0                        0
## 2247                           0                        0
## 2249                           1                        0
## 2254                           0                        0
## 2263                           0                        1
## 2267                           0                        0
## 2271                           0                        0
## 2273                           0                        0
## 2279                           0                        0
## 2281                           0                        0
## 2283                           1                        0
## 2285                           0                        0
## 2299                           0                        0
## 2302                           0                        0
## 2305                           0                        1
## 2306                           1                        0
## 2314                           1                        0
## 2317                           1                        0
## 2337                           1                        0
## 2353                           0                        0
## 2369                           0                        1
## 2370                           0                        0
## 2379                           0                        0
## 2380                           0                        1
## 2384                           0                        0
## 2385                           0                        0
## 2386                           0                        0
## 2394                           0                        0
## 2400                           0                        1
## 2403                           0                        0
## 2409                           0                        1
## 2417                           1                        0
## 2419                           0                        0
## 2423                           0                        0
## 2429                           0                        0
## 2431                           0                        1
## 2446                           1                        0
## 2448                           0                        1
## 2469                           0                        0
## 2476                           1                        0
## 2477                           1                        0
## 2480                           0                        0
## 2483                           1                        0
## 2488                           0                        0
## 2489                           0                        0
## 2490                           0                        1
## 2493                           0                        0
## 2498                           0                        1
## 2520                           0                        1
## 2542                           0                        1
## 2551                           0                        0
## 2560                           0                        1
## 2561                           1                        0
## 2570                           1                        0
## 2577                           0                        1
## 2578                           0                        0
## 2586                           1                        0
## 2590                           1                        0
## 2593                           0                        0
## 2596                           0                        0
## 2598                           0                        0
## 2606                           0                        1
## 2611                           1                        0
## 2613                           0                        0
## 2618                           0                        0
## 2619                           0                        1
## 2626                           0                        1
## 2629                           1                        0
## 2630                           0                        0
## 2632                           0                        1
## 2641                           0                        1
## 2643                           0                        0
## 2655                           0                        1
## 2660                           0                        1
## 2662                           0                        1
## 2664                           0                        0
## 2670                           0                        0
## 2673                           0                        1
## 2680                           1                        0
## 2681                           1                        0
## 2684                           0                        0
## 2688                           0                        0
## 2698                           0                        0
## 2707                           1                        0
## 2708                           0                        0
## 2712                           0                        0
## 2724                           0                        0
## 2725                           0                        0
## 2734                           1                        0
## 2737                           0                        0
## 2752                           0                        0
## 2753                           1                        0
## 2760                           0                        0
## 2765                           1                        0
## 2769                           0                        0
## 2771                           0                        0
## 2772                           0                        1
## 2780                           1                        0
## 2788                           0                        0
## 2793                           0                        0
## 2804                           0                        0
## 2805                           0                        0
## 2807                           0                        0
## 2811                           0                        0
## 2817                           0                        0
## 2827                           0                        0
## 2830                           0                        0
## 2833                           0                        0
## 2834                           0                        0
## 2838                           0                        0
## 2853                           1                        0
## 2857                           0                        0
## 2860                           1                        0
## 2861                           1                        0
## 2863                           0                        1
## 2873                           0                        0
## 2880                           1                        0
## 2891                           1                        0
## 2892                           0                        0
## 2898                           0                        0
## 2899                           0                        0
## 2900                           0                        0
## 2913                           1                        0
## 2915                           0                        1
## 2917                           0                        0
## 2919                           0                        0
## 2924                           1                        0
## 2927                           1                        0
## 2934                           1                        0
## 2940                           1                        0
## 2942                           0                        0
## 2943                           0                        1
## 2945                           0                        1
## 2951                           0                        0
## 2953                           0                        0
## 2956                           0                        0
## 2958                           0                        0
## 2961                           0                        1
## 2967                           0                        1
## 2976                           0                        1
## 2977                           1                        0
## 2984                           0                        0
## 2987                           0                        0
## 2989                           0                        0
## 2991                           1                        0
## 3000                           0                        0
## 3005                           0                        0
## 3008                           0                        1
## 3012                           0                        0
## 3015                           0                        0
## 3016                           0                        1
## 3019                           0                        1
## 3022                           0                        0
## 3023                           0                        0
## 3025                           0                        1
## 3032                           1                        0
## 3033                           0                        1
## 3035                           0                        1
## 3038                           1                        0
## 3041                           0                        0
## 3042                           1                        0
## 3046                           0                        1
## 3049                           1                        0
## 3063                           0                        0
## 3066                           0                        1
## 3071                           1                        0
## 3073                           0                        1
## 3074                           0                        0
## 3079                           0                        1
## 3080                           0                        0
## 3084                           0                        0
## 3088                           0                        0
## 3090                           0                        1
## 3096                           0                        1
## 3111                           0                        0
## 3123                           0                        0
## 3127                           1                        0
## 3144                           0                        1
## 3146                           0                        0
## 3152                           0                        0
## 3154                           0                        0
## 3175                           0                        0
## 3176                           0                        0
## 3177                           0                        0
## 3181                           0                        0
## 3191                           0                        0
## 3193                           1                        0
## 3195                           1                        0
## 3199                           1                        0
## 3204                           0                        1
## 3208                           0                        0
## 3214                           0                        1
## 3216                           0                        1
## 3233                           0                        1
## 3238                           0                        0
## 3240                           0                        1
## 3242                           0                        0
## 3246                           0                        0
## 3248                           0                        0
## 3264                           0                        0
## 3266                           0                        0
## 3275                           0                        1
## 3280                           0                        0
## 3281                           0                        1
## 3288                           0                        1
## 3289                           0                        0
## 3293                           0                        1
## 3294                           0                        0
## 3296                           0                        0
## 3301                           0                        0
## 3303                           0                        0
## 3305                           0                        1
## 3307                           0                        0
## 3309                           0                        0
## 3313                           0                        1
## 3315                           0                        0
## 3317                           0                        0
## 3327                           0                        0
## 3329                           0                        0
## 3333                           0                        0
## 3346                           0                        0
## 3352                           0                        0
## 3353                           0                        0
## 3354                           0                        0
## 3358                           1                        0
## 3364                           0                        0
## 3373                           0                        0
## 3374                           0                        0
## 3375                           0                        0
## 3377                           0                        1
## 3378                           0                        0
## 3384                           0                        0
## 3386                           0                        0
## 3395                           1                        0
## 3399                           0                        1
## 3400                           1                        0
## 3402                           1                        0
## 3405                           0                        1
## 3413                           0                        0
## 3423                           1                        0
## 3429                           0                        0
## 3436                           0                        0
## 3442                           0                        1
## 3445                           0                        0
## 3446                           1                        0
## 3458                           0                        0
## 3475                           0                        1
## 3477                           1                        0
## 3478                           0                        0
## 3479                           0                        0
## 3482                           1                        0
## 3498                           0                        0
## 3500                           0                        0
## 3504                           0                        0
## 3511                           0                        0
## 3535                           1                        0
## 3536                           1                        0
## 3539                           0                        0
## 3541                           0                        0
## 3544                           1                        0
## 3548                           1                        0
## 3558                           0                        1
## 3564                           0                        0
## 3565                           0                        0
## 3566                           0                        0
## 3568                           1                        0
## 3570                           0                        0
## 3571                           1                        0
## 3575                           0                        0
## 3576                           0                        1
## 3579                           0                        0
## 3587                           0                        0
## 3601                           0                        0
## 3603                           0                        0
## 3612                           0                        0
## 3616                           0                        0
## 3621                           1                        0
## 3625                           1                        0
## 3632                           0                        0
## 3635                           0                        0
## 3639                           0                        0
## 3642                           0                        0
## 3646                           0                        1
## 3648                           1                        0
## 3650                           1                        0
## 3653                           0                        0
## 3654                           0                        1
## 3657                           0                        0
## 3660                           0                        0
## 3683                           1                        0
## 3688                           1                        0
## 3692                           0                        0
## 3696                           0                        0
## 3697                           0                        0
## 3702                           1                        0
## 3703                           0                        0
## 3705                           0                        0
## 3717                           1                        0
## 3720                           0                        0
## 3725                           0                        1
## 3727                           1                        0
## 3728                           1                        0
## 3729                           1                        0
## 3730                           0                        0
## 3735                           0                        0
## 3737                           0                        0
## 3741                           0                        0
## 3747                           0                        0
## 3752                           0                        1
## 3756                           0                        1
## 3758                           0                        0
## 3759                           0                        0
## 3765                           1                        0
## 3769                           0                        0
## 3772                           1                        0
## 3774                           0                        1
## 3779                           0                        0
## 3783                           1                        0
## 3798                           0                        0
## 3801                           0                        0
## 3805                           0                        0
## 3806                           0                        0
## 3809                           0                        1
## 3828                           1                        0
## 3834                           0                        1
## 3840                           0                        0
## 3844                           0                        1
## 3847                           1                        0
## 3848                           1                        0
## 3849                           0                        1
## 3857                           0                        0
## 3868                           0                        0
## 3871                           0                        0
## 3873                           0                        0
## 3878                           0                        0
## 3882                           0                        1
## 3884                           0                        0
## 3885                           0                        1
## 3886                           0                        1
## 3890                           0                        0
## 3891                           0                        0
## 3892                           0                        1
## 3893                           0                        0
## 3912                           0                        0
## 3918                           0                        0
## 3922                           0                        1
## 3929                           0                        1
## 3936                           0                        0
## 3937                           0                        0
## 3938                           0                        0
## 3939                           0                        0
## 3941                           0                        1
## 3943                           0                        0
## 3950                           0                        0
## 3951                           0                        0
## 3957                           0                        1
## 3965                           0                        1
## 3973                           0                        1
## 3984                           0                        0
## 3986                           0                        0
## 3992                           0                        0
## 3994                           0                        0
## 3999                           0                        0
## 4004                           0                        0
## 4005                           0                        0
## 4008                           0                        1
## 4020                           0                        1
## 4024                           0                        0
## 4033                           0                        0
## 4035                           1                        0
## 4038                           1                        0
## 4054                           0                        1
## 4062                           0                        0
## 4063                           0                        0
## 4069                           1                        0
## 4074                           0                        0
## 4086                           0                        0
## 4091                           0                        1
## 4093                           1                        0
## 4102                           1                        0
## 4104                           0                        0
## 4105                           1                        0
## 4107                           0                        1
## 4112                           0                        1
## 4115                           0                        0
## 4117                           0                        1
## 4120                           0                        0
## 4124                           0                        0
## 4130                           1                        0
## 4133                           0                        0
## 4135                           0                        0
## 4137                           0                        0
## 4143                           0                        0
## 4144                           0                        0
## 4145                           0                        0
## 4150                           0                        0
## 4153                           0                        0
## 4155                           0                        0
## 4159                           1                        0
## 4160                           0                        1
## 4164                           1                        0
## 4170                           1                        0
## 4178                           1                        0
## 4179                           0                        0
## 4185                           0                        0
## 4196                           1                        0
## 4198                           0                        0
## 4203                           1                        0
## 4208                           0                        0
## 4210                           1                        0
## 4211                           0                        0
## 4212                           1                        0
## 4214                           0                        0
## 4224                           0                        0
## 4227                           1                        0
## 4233                           0                        1
## 4236                           0                        0
## 4247                           0                        0
## 4253                           0                        0
## 4255                           0                        0
## 4257                           0                        1
## 4272                           0                        0
## 4274                           1                        0
## 4278                           0                        0
## 4280                           0                        0
## 4285                           1                        0
## 4287                           0                        0
## 4300                           0                        1
## 4303                           0                        0
## 4313                           0                        1
## 4315                           1                        0
## 4316                           0                        0
## 4323                           0                        0
## 4332                           0                        1
## 4334                           1                        0
## 4336                           1                        0
## 4340                           0                        1
## 4342                           0                        0
## 4352                           0                        0
## 4353                           0                        1
## 4354                           0                        0
## 4366                           1                        0
## 4372                           1                        0
## 4375                           0                        0
## 4377                           1                        0
## 4379                           1                        0
## 4380                           0                        0
## 4381                           0                        0
## 4384                           1                        0
## 4385                           0                        0
## 4394                           0                        0
## 4400                           0                        0
## 4404                           1                        0
## 4430                           0                        1
## 4444                           1                        0
## 4445                           0                        1
## 4451                           0                        0
## 4460                           0                        0
## 4462                           0                        1
## 4463                           1                        0
## 4467                           0                        1
## 4468                           0                        0
## 4474                           1                        0
## 4477                           0                        0
## 4481                           0                        1
## 4482                           1                        0
## 4487                           0                        0
## 4488                           0                        0
## 4491                           0                        0
## 4497                           0                        1
## 4499                           0                        1
## 4505                           1                        0
## 4509                           1                        0
## 4519                           0                        1
## 4520                           0                        0
## 4522                           0                        0
## 4524                           1                        0
## 4529                           0                        0
## 4530                           0                        0
## 4537                           0                        0
## 4551                           0                        0
## 4557                           0                        0
## 4558                           1                        0
## 4559                           0                        0
## 4567                           0                        1
## 4568                           0                        0
## 4583                           0                        1
## 4584                           0                        0
## 4597                           1                        0
## 4608                           1                        0
## 4621                           1                        0
## 4624                           0                        0
## 4629                           1                        0
## 4631                           0                        0
## 4647                           0                        0
## 4655                           0                        1
## 4657                           0                        1
## 4659                           0                        1
## 4667                           0                        0
## 4671                           1                        0
## 4678                           0                        1
## 4690                           0                        0
## 4693                           0                        0
## 4698                           0                        0
## 4701                           0                        1
## 4718                           0                        0
## 4720                           1                        0
## 4724                           0                        0
## 4726                           0                        0
## 4729                           0                        1
## 4743                           0                        0
## 4745                           0                        0
## 4755                           0                        1
## 4762                           0                        0
## 4769                           0                        0
## 4771                           0                        0
## 4775                           0                        0
## 4780                           0                        0
## 4781                           0                        1
## 4784                           1                        0
## 4785                           0                        0
## 4790                           0                        1
## 4799                           0                        0
## 4806                           0                        0
## 4822                           1                        0
## 4827                           1                        0
## 4833                           0                        1
## 4837                           1                        0
## 4838                           0                        1
## 4843                           0                        1
## 4851                           0                        0
## 4852                           0                        1
## 4855                           0                        0
## 4859                           1                        0
## 4861                           0                        0
## 4862                           0                        0
## 4869                           0                        0
## 4881                           0                        0
## 4883                           0                        0
## 4884                           0                        0
## 4892                           1                        0
## 4895                           0                        1
## 4902                           0                        1
## 4904                           0                        1
## 4908                           0                        0
## 4909                           0                        0
## 4911                           0                        1
## 4920                           0                        0
## 4941                           0                        1
## 4953                           0                        0
## 4960                           0                        0
## 4963                           0                        1
## 4964                           0                        0
## 4970                           0                        1
## 4971                           0                        0
## 4982                           0                        0
## 4984                           0                        0
## 4987                           0                        0
## 4990                           0                        0
## 4996                           0                        0
## 4997                           0                        0
## 5002                           1                        0
## 5007                           1                        0
## 5011                           0                        1
## 5012                           0                        0
## 5013                           0                        0
## 5019                           0                        1
## 5022                           1                        0
## 5023                           0                        0
## 5027                           1                        0
## 5040                           0                        1
## 5043                           0                        1
## 5051                           0                        0
## 5060                           1                        0
## 5065                           0                        0
## 5069                           0                        0
## 5077                           1                        0
## 5079                           0                        0
## 5089                           1                        0
## 5096                           1                        0
## 5103                           0                        0
## 5106                           0                        1
## 5107                           0                        0
## 5112                           0                        0
## 5114                           0                        1
## 5115                           0                        0
## 5126                           0                        0
## 5135                           1                        0
## 5141                           0                        0
## 5144                           0                        1
## 5150                           1                        0
## 5152                           0                        0
## 5154                           0                        0
## 5163                           0                        0
## 5172                           0                        0
## 5178                           0                        1
## 5184                           0                        1
## 5187                           0                        0
## 5192                           0                        0
## 5196                           0                        0
## 5200                           0                        1
## 5218                           0                        0
## 5237                           0                        1
## 5239                           0                        0
## 5242                           0                        0
## 5250                           1                        0
## 5257                           1                        0
## 5261                           0                        0
## 5284                           0                        1
## 5285                           1                        0
## 5290                           0                        0
## 5291                           0                        1
## 5294                           0                        0
## 5299                           0                        0
## 5306                           1                        0
## 5309                           1                        0
## 5311                           0                        0
## 5314                           1                        0
## 5319                           0                        0
## 5325                           0                        0
## 5333                           0                        0
## 5338                           0                        1
## 5342                           1                        0
## 5352                           0                        0
## 5363                           1                        0
## 5369                           0                        0
## 5380                           0                        0
## 5390                           0                        0
## 5399                           0                        0
## 5404                           1                        0
## 5409                           1                        0
## 5415                           0                        0
## 5417                           0                        0
## 5419                           0                        1
## 5422                           0                        1
## 5438                           0                        0
## 5439                           0                        0
## 5440                           1                        0
## 5446                           0                        0
## 5447                           0                        1
## 5448                           0                        0
## 5449                           1                        0
## 5469                           1                        0
## 5475                           0                        0
## 5487                           0                        0
## 5489                           1                        0
## 5497                           0                        1
## 5505                           1                        0
## 5507                           0                        0
## 5508                           0                        1
## 5509                           1                        0
## 5512                           0                        1
## 5517                           1                        0
## 5518                           0                        0
## 5527                           1                        0
## 5528                           0                        1
## 5537                           1                        0
## 5548                           0                        0
## 5558                           1                        0
## 5581                           0                        1
## 5587                           0                        0
## 5592                           1                        0
## 5598                           0                        1
## 5600                           1                        0
## 5610                           0                        0
## 5611                           1                        0
## 5617                           0                        0
## 5621                           0                        0
## 5628                           0                        0
## 5636                           0                        0
## 5640                           0                        0
## 5641                           0                        0
## 5650                           0                        0
## 5653                           0                        0
## 5654                           0                        0
## 5656                           0                        1
## 5668                           0                        0
## 5671                           0                        0
## 5677                           0                        0
## 5680                           0                        0
## 5683                           0                        0
## 5692                           0                        0
## 5694                           0                        1
## 5697                           0                        0
## 5703                           0                        0
## 5704                           1                        0
## 5714                           1                        0
## 5720                           0                        0
## 5729                           0                        0
## 5735                           0                        0
## 5737                           0                        0
## 5745                           0                        1
## 5746                           1                        0
## 5751                           0                        0
## 5756                           0                        0
## 5760                           1                        0
## 5771                           0                        0
## 5772                           0                        1
## 5773                           0                        0
## 5777                           0                        0
## 5784                           0                        0
## 5785                           0                        1
## 5786                           1                        0
## 5788                           0                        1
## 5796                           0                        1
## 5798                           0                        0
## 5810                           0                        1
## 5811                           0                        1
## 5812                           0                        0
## 5816                           1                        0
## 5821                           0                        0
## 5823                           1                        0
## 5826                           0                        0
## 5832                           1                        0
## 5833                           0                        0
## 5834                           0                        0
## 5836                           0                        1
## 5840                           0                        1
## 5842                           0                        1
## 5844                           0                        0
## 5850                           1                        0
## 5853                           0                        0
## 5856                           1                        0
## 5858                           0                        0
## 5864                           0                        0
## 5869                           0                        1
## 5870                           0                        0
## 5873                           1                        0
## 5874                           0                        0
## 5876                           1                        0
## 5879                           0                        0
## 5885                           1                        0
## 5892                           1                        0
## 5893                           0                        0
## 5900                           0                        0
## 5908                           0                        1
## 5925                           0                        0
## 5927                           0                        0
## 5942                           0                        0
## 5945                           0                        0
## 5947                           1                        0
## 5949                           0                        0
## 5953                           0                        0
## 5956                           1                        0
## 5960                           0                        0
## 5962                           0                        0
## 5965                           1                        0
## 5967                           0                        0
## 5981                           0                        0
## 5984                           0                        1
## 5992                           0                        1
## 5995                           0                        1
## 5996                           1                        0
## 5997                           0                        0
## 6003                           0                        0
## 6008                           0                        0
## 6010                           0                        0
## 6012                           0                        0
## 6014                           0                        1
## 6016                           0                        1
## 6018                           0                        1
## 6019                           1                        0
## 6020                           1                        0
## 6023                           0                        0
## 6025                           0                        0
## 6027                           0                        0
## 6036                           0                        0
## 6045                           0                        0
## 6053                           0                        0
## 6058                           0                        0
## 6063                           1                        0
## 6070                           0                        0
## 6072                           0                        0
## 6077                           0                        0
## 6079                           1                        0
## 6080                           0                        0
## 6082                           0                        1
## 6087                           0                        0
## 6089                           0                        1
## 6092                           1                        0
## 6094                           0                        1
## 6098                           0                        0
## 6105                           0                        0
## 6109                           1                        0
## 6113                           1                        0
## 6119                           1                        0
## 6120                           0                        0
## 6124                           0                        1
## 6127                           1                        0
## 6131                           1                        0
## 6134                           0                        0
## 6140                           0                        0
## 6141                           0                        0
## 6145                           1                        0
## 6147                           0                        0
## 6150                           0                        0
## 6156                           0                        1
## 6157                           0                        0
## 6160                           0                        0
## 6166                           0                        0
## 6185                           0                        1
## 6188                           0                        1
## 6195                           0                        1
## 6198                           0                        1
## 6205                           0                        0
## 6206                           0                        0
## 6208                           0                        1
## 6210                           1                        0
## 6216                           1                        0
## 6231                           0                        0
## 6233                           0                        0
## 6234                           0                        1
## 6246                           0                        0
## 6253                           1                        0
## 6261                           0                        0
## 6271                           0                        0
## 6279                           0                        0
## 6290                           1                        0
## 6294                           0                        0
## 6296                           1                        0
## 6301                           0                        1
## 6303                           0                        0
## 6312                           0                        0
## 6315                           0                        1
## 6317                           0                        0
## 6329                           0                        0
## 6332                           0                        1
## 6334                           0                        0
## 6339                           1                        0
## 6341                           0                        1
## 6348                           0                        0
## 6352                           0                        0
## 6355                           0                        0
## 6369                           0                        0
## 6370                           0                        0
## 6374                           0                        0
## 6382                           0                        0
## 6383                           0                        1
## 6393                           0                        0
## 6403                           0                        0
## 6404                           1                        0
## 6408                           0                        0
## 6409                           0                        0
## 6412                           0                        0
## 6414                           0                        0
## 6417                           1                        0
## 6418                           1                        0
## 6422                           0                        0
## 6424                           0                        0
## 6427                           0                        0
## 6433                           0                        1
## 6434                           0                        1
## 6442                           0                        0
## 6445                           0                        0
## 6451                           0                        1
## 6453                           0                        1
## 6456                           1                        0
## 6459                           0                        0
## 6475                           0                        0
## 6479                           1                        0
## 6480                           0                        0
## 6481                           0                        0
## 6487                           0                        0
## 6490                           0                        0
## 6497                           1                        0
## 6503                           1                        0
## 6504                           0                        0
## 6513                           0                        0
## 6530                           0                        0
## 6531                           0                        0
## 6535                           0                        1
## 6536                           1                        0
## 6543                           0                        0
## 6554                           0                        0
## 6556                           0                        1
## 6562                           0                        0
## 6563                           0                        0
## 6574                           0                        1
## 6581                           0                        1
## 6587                           0                        0
## 6597                           0                        1
## 6618                           0                        0
## 6619                           0                        0
## 6621                           0                        1
## 6625                           0                        0
## 6626                           0                        1
## 6629                           0                        1
## 6630                           0                        0
## 6632                           0                        0
## 6635                           1                        0
## 6638                           0                        0
## 6651                           0                        1
## 6654                           0                        1
## 6656                           1                        0
## 6659                           0                        0
## 6673                           0                        0
## 6682                           1                        0
## 6686                           0                        0
## 6691                           1                        0
## 6700                           0                        0
## 6702                           0                        0
## 6704                           0                        0
## 6711                           0                        0
## 6712                           1                        0
## 6713                           0                        1
## 6716                           1                        0
## 6717                           0                        0
## 6720                           1                        0
## 6724                           0                        0
## 6729                           0                        0
## 6735                           1                        0
## 6738                           0                        0
## 6740                           1                        0
## 6752                           0                        0
## 6766                           0                        1
## 6767                           0                        0
## 6768                           0                        0
## 6769                           0                        0
## 6771                           0                        0
## 6775                           0                        1
## 6778                           0                        0
## 6779                           0                        0
## 6781                           0                        0
## 6782                           0                        0
## 6788                           0                        0
## 6789                           0                        0
## 6798                           0                        0
## 6804                           0                        1
## 6813                           1                        0
## 6815                           0                        0
## 6816                           0                        1
## 6820                           0                        0
## 6826                           0                        0
## 6839                           1                        0
## 6847                           0                        0
## 6849                           0                        0
## 6850                           1                        0
## 6861                           1                        0
## 6865                           0                        1
## 6869                           0                        0
## 6873                           1                        0
## 6874                           0                        0
## 6876                           0                        0
## 6878                           0                        0
## 6880                           0                        0
## 6882                           1                        0
## 6895                           0                        0
## 6903                           1                        0
## 6914                           0                        0
## 6915                           0                        0
## 6919                           0                        1
## 6920                           0                        1
## 6922                           1                        0
## 6925                           0                        1
## 6930                           0                        1
## 6933                           1                        0
## 6934                           0                        0
## 6940                           0                        0
## 6943                           0                        0
## 6953                           0                        1
## 6962                           0                        0
## 6964                           0                        0
## 6967                           0                        0
## 6979                           1                        0
## 6985                           0                        0
## 6988                           0                        0
## 6993                           0                        0
## 7009                           0                        0
## 7012                           0                        0
## 7016                           1                        0
## 7022                           0                        0
## 7025                           1                        0
## 7026                           0                        0
##      tenure_group_24_48Month tenure_group_more_60Month
## 6                          0                         1
## 7                          0                         0
## 11                         0                         0
## 14                         1                         0
## 16                         0                         1
## 17                         1                         0
## 23                         0                         0
## 25                         1                         0
## 28                         0                         0
## 37                         1                         0
## 39                         1                         0
## 41                         0                         0
## 45                         0                         0
## 47                         0                         0
## 52                         0                         0
## 54                         0                         1
## 58                         0                         1
## 62                         0                         0
## 64                         0                         0
## 68                         1                         0
## 74                         0                         0
## 81                         0                         0
## 90                         0                         0
## 101                        0                         0
## 105                        0                         1
## 107                        0                         1
## 116                        0                         0
## 125                        1                         0
## 135                        0                         0
## 136                        1                         0
## 140                        0                         0
## 143                        0                         0
## 159                        0                         0
## 161                        0                         0
## 171                        1                         0
## 176                        1                         0
## 180                        0                         0
## 184                        1                         0
## 187                        0                         0
## 194                        0                         1
## 198                        0                         0
## 204                        0                         0
## 206                        1                         0
## 220                        0                         1
## 245                        0                         0
## 251                        1                         0
## 253                        0                         0
## 255                        0                         0
## 263                        0                         0
## 264                        1                         0
## 270                        0                         1
## 274                        0                         0
## 275                        0                         0
## 296                        0                         0
## 301                        0                         0
## 309                        1                         0
## 314                        1                         0
## 316                        1                         0
## 328                        0                         0
## 330                        0                         0
## 331                        1                         0
## 345                        1                         0
## 351                        1                         0
## 355                        0                         0
## 359                        0                         0
## 364                        1                         0
## 366                        1                         0
## 372                        0                         0
## 386                        0                         0
## 389                        1                         0
## 390                        0                         0
## 394                        0                         0
## 398                        1                         0
## 404                        0                         1
## 406                        0                         1
## 410                        0                         0
## 414                        1                         0
## 420                        0                         0
## 422                        0                         1
## 424                        1                         0
## 425                        0                         0
## 440                        0                         0
## 444                        0                         0
## 446                        0                         0
## 457                        0                         0
## 463                        1                         0
## 465                        0                         1
## 468                        0                         1
## 472                        0                         0
## 475                        0                         0
## 478                        0                         1
## 480                        0                         0
## 503                        1                         0
## 508                        0                         0
## 512                        1                         0
## 515                        1                         0
## 523                        0                         0
## 550                        0                         1
## 551                        0                         1
## 565                        0                         1
## 566                        0                         0
## 567                        0                         1
## 572                        0                         0
## 583                        0                         0
## 585                        0                         0
## 588                        0                         1
## 593                        0                         0
## 606                        1                         0
## 610                        0                         1
## 614                        1                         0
## 626                        0                         0
## 628                        0                         1
## 629                        1                         0
## 632                        0                         1
## 633                        0                         0
## 636                        1                         0
## 637                        0                         1
## 644                        0                         0
## 646                        0                         0
## 647                        1                         0
## 658                        0                         0
## 663                        0                         1
## 671                        0                         0
## 682                        0                         0
## 686                        1                         0
## 690                        0                         0
## 694                        0                         0
## 701                        1                         0
## 706                        0                         1
## 710                        0                         0
## 722                        1                         0
## 726                        0                         0
## 729                        0                         1
## 732                        0                         0
## 741                        0                         0
## 744                        1                         0
## 754                        0                         0
## 756                        0                         0
## 760                        0                         0
## 764                        0                         0
## 765                        0                         0
## 773                        1                         0
## 778                        0                         0
## 787                        0                         0
## 790                        0                         1
## 802                        1                         0
## 814                        0                         0
## 825                        0                         1
## 829                        1                         0
## 836                        0                         0
## 841                        0                         0
## 842                        0                         0
## 843                        0                         0
## 846                        0                         0
## 847                        0                         1
## 851                        0                         0
## 858                        0                         1
## 860                        0                         1
## 861                        0                         0
## 871                        0                         1
## 873                        1                         0
## 883                        1                         0
## 887                        1                         0
## 896                        0                         0
## 899                        0                         0
## 905                        1                         0
## 912                        0                         0
## 925                        0                         0
## 926                        0                         0
## 940                        0                         0
## 947                        1                         0
## 948                        0                         0
## 951                        0                         0
## 957                        1                         0
## 958                        0                         1
## 962                        0                         0
## 966                        0                         1
## 967                        0                         0
## 973                        0                         1
## 981                        0                         0
## 985                        0                         0
## 998                        0                         1
## 999                        0                         0
## 1000                       1                         0
## 1009                       0                         1
## 1021                       1                         0
## 1022                       1                         0
## 1030                       0                         1
## 1032                       0                         1
## 1036                       0                         0
## 1039                       0                         0
## 1041                       1                         0
## 1044                       1                         0
## 1050                       1                         0
## 1052                       1                         0
## 1056                       0                         0
## 1058                       0                         0
## 1063                       0                         0
## 1064                       1                         0
## 1065                       0                         0
## 1068                       0                         0
## 1071                       0                         1
## 1091                       1                         0
## 1096                       1                         0
## 1098                       0                         0
## 1114                       1                         0
## 1120                       0                         0
## 1129                       0                         0
## 1137                       0                         0
## 1144                       0                         0
## 1145                       0                         0
## 1150                       1                         0
## 1156                       0                         0
## 1166                       0                         1
## 1171                       0                         0
## 1173                       0                         0
## 1179                       0                         0
## 1186                       0                         0
## 1195                       1                         0
## 1202                       0                         0
## 1203                       0                         0
## 1204                       0                         1
## 1209                       0                         1
## 1210                       0                         1
## 1216                       0                         0
## 1218                       0                         1
## 1219                       0                         1
## 1225                       1                         0
## 1226                       0                         0
## 1227                       1                         0
## 1228                       0                         0
## 1234                       0                         0
## 1241                       0                         0
## 1247                       0                         0
## 1249                       0                         0
## 1254                       1                         0
## 1271                       0                         0
## 1272                       0                         0
## 1278                       1                         0
## 1282                       0                         1
## 1293                       0                         0
## 1295                       0                         0
## 1303                       0                         1
## 1305                       0                         0
## 1316                       0                         0
## 1333                       0                         0
## 1336                       0                         1
## 1341                       0                         0
## 1351                       0                         1
## 1352                       0                         1
## 1356                       0                         0
## 1357                       1                         0
## 1361                       0                         0
## 1368                       0                         0
## 1377                       0                         0
## 1379                       0                         0
## 1382                       0                         1
## 1383                       0                         1
## 1391                       1                         0
## 1398                       0                         0
## 1399                       0                         1
## 1400                       1                         0
## 1405                       1                         0
## 1415                       0                         0
## 1433                       0                         0
## 1441                       0                         0
## 1453                       1                         0
## 1458                       1                         0
## 1467                       1                         0
## 1472                       0                         0
## 1476                       1                         0
## 1478                       0                         0
## 1483                       0                         0
## 1487                       0                         0
## 1492                       0                         0
## 1510                       0                         0
## 1512                       0                         0
## 1518                       0                         0
## 1523                       0                         1
## 1531                       0                         1
## 1537                       0                         1
## 1542                       0                         0
## 1550                       0                         0
## 1552                       0                         0
## 1554                       0                         0
## 1556                       1                         0
## 1558                       0                         1
## 1566                       0                         0
## 1570                       0                         0
## 1580                       0                         1
## 1601                       0                         1
## 1604                       0                         0
## 1605                       1                         0
## 1609                       1                         0
## 1610                       0                         1
## 1612                       0                         0
## 1613                       0                         0
## 1616                       0                         0
## 1627                       0                         0
## 1629                       0                         0
## 1631                       0                         0
## 1636                       0                         1
## 1637                       0                         1
## 1642                       0                         0
## 1656                       1                         0
## 1657                       0                         1
## 1660                       1                         0
## 1661                       0                         1
## 1668                       0                         1
## 1692                       0                         0
## 1693                       0                         0
## 1698                       0                         0
## 1701                       0                         0
## 1702                       0                         1
## 1705                       0                         0
## 1712                       0                         1
## 1715                       0                         0
## 1725                       0                         1
## 1732                       0                         0
## 1743                       0                         0
## 1745                       1                         0
## 1755                       0                         0
## 1759                       0                         0
## 1763                       0                         1
## 1766                       1                         0
## 1769                       0                         1
## 1770                       0                         0
## 1778                       0                         0
## 1790                       0                         1
## 1794                       1                         0
## 1799                       1                         0
## 1800                       1                         0
## 1801                       0                         1
## 1805                       1                         0
## 1806                       0                         1
## 1809                       0                         0
## 1817                       1                         0
## 1820                       0                         1
## 1821                       1                         0
## 1824                       1                         0
## 1828                       0                         0
## 1829                       0                         0
## 1833                       0                         0
## 1839                       0                         1
## 1840                       0                         0
## 1841                       0                         1
## 1843                       0                         0
## 1846                       1                         0
## 1852                       1                         0
## 1856                       0                         1
## 1859                       0                         0
## 1872                       1                         0
## 1874                       0                         0
## 1875                       0                         0
## 1881                       0                         0
## 1882                       0                         1
## 1889                       0                         0
## 1891                       0                         1
## 1908                       1                         0
## 1916                       0                         0
## 1920                       0                         0
## 1922                       1                         0
## 1925                       0                         0
## 1929                       0                         0
## 1937                       0                         0
## 1955                       1                         0
## 1968                       0                         0
## 1969                       0                         1
## 1980                       0                         0
## 1982                       0                         1
## 1986                       0                         0
## 1988                       0                         0
## 1989                       0                         0
## 1993                       0                         1
## 2003                       0                         0
## 2005                       0                         1
## 2009                       1                         0
## 2012                       0                         0
## 2014                       0                         0
## 2019                       1                         0
## 2029                       0                         0
## 2031                       1                         0
## 2038                       0                         0
## 2056                       0                         1
## 2061                       1                         0
## 2064                       1                         0
## 2068                       1                         0
## 2073                       0                         0
## 2075                       0                         1
## 2079                       0                         0
## 2086                       1                         0
## 2087                       1                         0
## 2089                       0                         0
## 2091                       0                         0
## 2092                       0                         0
## 2095                       1                         0
## 2097                       1                         0
## 2100                       0                         1
## 2104                       1                         0
## 2106                       0                         0
## 2110                       1                         0
## 2112                       0                         0
## 2114                       0                         0
## 2117                       0                         0
## 2119                       1                         0
## 2121                       0                         1
## 2127                       1                         0
## 2129                       0                         0
## 2130                       0                         0
## 2131                       0                         0
## 2134                       0                         0
## 2135                       0                         1
## 2138                       0                         0
## 2145                       1                         0
## 2152                       0                         0
## 2158                       0                         0
## 2161                       0                         0
## 2167                       0                         0
## 2170                       0                         0
## 2171                       0                         0
## 2173                       0                         1
## 2177                       1                         0
## 2178                       0                         0
## 2188                       0                         0
## 2189                       0                         0
## 2204                       0                         0
## 2207                       1                         0
## 2208                       0                         0
## 2210                       0                         0
## 2220                       0                         0
## 2232                       1                         0
## 2241                       0                         1
## 2245                       0                         0
## 2247                       0                         0
## 2249                       0                         1
## 2254                       0                         0
## 2263                       0                         1
## 2267                       1                         0
## 2271                       0                         0
## 2273                       0                         1
## 2279                       0                         0
## 2281                       0                         0
## 2283                       0                         1
## 2285                       0                         1
## 2299                       0                         0
## 2302                       0                         0
## 2305                       0                         0
## 2306                       0                         1
## 2314                       0                         1
## 2317                       0                         1
## 2337                       0                         1
## 2353                       0                         1
## 2369                       0                         1
## 2370                       0                         0
## 2379                       0                         0
## 2380                       1                         0
## 2384                       0                         0
## 2385                       0                         1
## 2386                       0                         1
## 2394                       0                         0
## 2400                       1                         0
## 2403                       0                         0
## 2409                       0                         1
## 2417                       0                         1
## 2419                       0                         0
## 2423                       0                         0
## 2429                       0                         1
## 2431                       0                         0
## 2446                       0                         1
## 2448                       0                         0
## 2469                       0                         0
## 2476                       0                         0
## 2477                       0                         0
## 2480                       0                         0
## 2483                       0                         0
## 2488                       0                         0
## 2489                       0                         0
## 2490                       1                         0
## 2493                       1                         0
## 2498                       0                         1
## 2520                       0                         1
## 2542                       0                         0
## 2551                       0                         1
## 2560                       0                         0
## 2561                       0                         0
## 2570                       1                         0
## 2577                       0                         0
## 2578                       0                         0
## 2586                       0                         0
## 2590                       0                         1
## 2593                       0                         1
## 2596                       0                         0
## 2598                       0                         1
## 2606                       1                         0
## 2611                       0                         1
## 2613                       0                         0
## 2618                       0                         0
## 2619                       0                         0
## 2626                       0                         0
## 2629                       0                         1
## 2630                       0                         0
## 2632                       0                         1
## 2641                       0                         0
## 2643                       0                         0
## 2655                       0                         0
## 2660                       0                         0
## 2662                       0                         1
## 2664                       0                         0
## 2670                       1                         0
## 2673                       1                         0
## 2680                       0                         1
## 2681                       0                         1
## 2684                       1                         0
## 2688                       0                         0
## 2698                       0                         0
## 2707                       0                         0
## 2708                       0                         1
## 2712                       0                         0
## 2724                       0                         0
## 2725                       0                         0
## 2734                       1                         0
## 2737                       1                         0
## 2752                       0                         0
## 2753                       0                         1
## 2760                       0                         0
## 2765                       0                         0
## 2769                       0                         0
## 2771                       0                         0
## 2772                       0                         0
## 2780                       1                         0
## 2788                       0                         0
## 2793                       0                         0
## 2804                       0                         0
## 2805                       1                         0
## 2807                       1                         0
## 2811                       0                         0
## 2817                       0                         0
## 2827                       0                         0
## 2830                       1                         0
## 2833                       0                         0
## 2834                       1                         0
## 2838                       1                         0
## 2853                       1                         0
## 2857                       0                         0
## 2860                       1                         0
## 2861                       0                         1
## 2863                       0                         0
## 2873                       0                         0
## 2880                       0                         1
## 2891                       1                         0
## 2892                       0                         0
## 2898                       0                         0
## 2899                       0                         0
## 2900                       0                         0
## 2913                       0                         1
## 2915                       1                         0
## 2917                       0                         1
## 2919                       0                         0
## 2924                       0                         1
## 2927                       1                         0
## 2934                       0                         0
## 2940                       0                         0
## 2942                       1                         0
## 2943                       1                         0
## 2945                       0                         0
## 2951                       0                         1
## 2953                       1                         0
## 2956                       0                         0
## 2958                       0                         0
## 2961                       1                         0
## 2967                       0                         0
## 2976                       0                         1
## 2977                       0                         1
## 2984                       0                         1
## 2987                       1                         0
## 2989                       0                         0
## 2991                       0                         0
## 3000                       0                         0
## 3005                       0                         0
## 3008                       0                         0
## 3012                       0                         0
## 3015                       0                         0
## 3016                       1                         0
## 3019                       0                         1
## 3022                       0                         0
## 3023                       0                         1
## 3025                       0                         0
## 3032                       0                         1
## 3033                       1                         0
## 3035                       0                         1
## 3038                       1                         0
## 3041                       1                         0
## 3042                       0                         0
## 3046                       1                         0
## 3049                       0                         1
## 3063                       0                         0
## 3066                       0                         0
## 3071                       0                         1
## 3073                       1                         0
## 3074                       0                         0
## 3079                       0                         0
## 3080                       0                         1
## 3084                       1                         0
## 3088                       0                         0
## 3090                       1                         0
## 3096                       0                         0
## 3111                       0                         0
## 3123                       0                         0
## 3127                       0                         1
## 3144                       1                         0
## 3146                       0                         0
## 3152                       0                         0
## 3154                       0                         0
## 3175                       0                         0
## 3176                       0                         0
## 3177                       0                         1
## 3181                       0                         0
## 3191                       0                         1
## 3193                       0                         0
## 3195                       0                         1
## 3199                       0                         1
## 3204                       1                         0
## 3208                       1                         0
## 3214                       0                         1
## 3216                       0                         1
## 3233                       0                         1
## 3238                       1                         0
## 3240                       0                         0
## 3242                       0                         0
## 3246                       0                         0
## 3248                       0                         0
## 3264                       0                         0
## 3266                       1                         0
## 3275                       0                         0
## 3280                       1                         0
## 3281                       0                         1
## 3288                       1                         0
## 3289                       1                         0
## 3293                       1                         0
## 3294                       1                         0
## 3296                       1                         0
## 3301                       1                         0
## 3303                       1                         0
## 3305                       0                         0
## 3307                       1                         0
## 3309                       0                         0
## 3313                       0                         0
## 3315                       0                         0
## 3317                       0                         1
## 3327                       0                         0
## 3329                       1                         0
## 3333                       0                         0
## 3346                       0                         0
## 3352                       0                         0
## 3353                       0                         0
## 3354                       0                         0
## 3358                       0                         0
## 3364                       0                         0
## 3373                       0                         1
## 3374                       0                         0
## 3375                       0                         0
## 3377                       0                         1
## 3378                       0                         0
## 3384                       0                         0
## 3386                       1                         0
## 3395                       0                         0
## 3399                       1                         0
## 3400                       0                         1
## 3402                       0                         1
## 3405                       0                         0
## 3413                       0                         0
## 3423                       1                         0
## 3429                       0                         0
## 3436                       1                         0
## 3442                       1                         0
## 3445                       0                         1
## 3446                       0                         1
## 3458                       1                         0
## 3475                       0                         1
## 3477                       0                         0
## 3478                       0                         0
## 3479                       1                         0
## 3482                       1                         0
## 3498                       0                         1
## 3500                       0                         1
## 3504                       0                         0
## 3511                       0                         0
## 3535                       0                         1
## 3536                       1                         0
## 3539                       1                         0
## 3541                       0                         1
## 3544                       0                         0
## 3548                       0                         0
## 3558                       0                         0
## 3564                       0                         0
## 3565                       0                         0
## 3566                       1                         0
## 3568                       0                         0
## 3570                       0                         0
## 3571                       0                         1
## 3575                       0                         1
## 3576                       0                         0
## 3579                       0                         1
## 3587                       0                         0
## 3601                       0                         1
## 3603                       1                         0
## 3612                       0                         0
## 3616                       0                         0
## 3621                       0                         0
## 3625                       1                         0
## 3632                       0                         1
## 3635                       0                         0
## 3639                       1                         0
## 3642                       0                         1
## 3646                       0                         1
## 3648                       1                         0
## 3650                       1                         0
## 3653                       0                         0
## 3654                       0                         1
## 3657                       0                         1
## 3660                       0                         1
## 3683                       1                         0
## 3688                       1                         0
## 3692                       1                         0
## 3696                       0                         0
## 3697                       0                         0
## 3702                       0                         1
## 3703                       0                         0
## 3705                       0                         0
## 3717                       0                         0
## 3720                       0                         0
## 3725                       0                         0
## 3727                       0                         0
## 3728                       0                         0
## 3729                       0                         1
## 3730                       0                         0
## 3735                       0                         0
## 3737                       1                         0
## 3741                       0                         0
## 3747                       0                         0
## 3752                       1                         0
## 3756                       0                         1
## 3758                       1                         0
## 3759                       0                         0
## 3765                       0                         0
## 3769                       1                         0
## 3772                       1                         0
## 3774                       0                         1
## 3779                       1                         0
## 3783                       0                         0
## 3798                       0                         0
## 3801                       0                         0
## 3805                       0                         0
## 3806                       0                         0
## 3809                       0                         1
## 3828                       0                         0
## 3834                       0                         1
## 3840                       0                         1
## 3844                       1                         0
## 3847                       1                         0
## 3848                       1                         0
## 3849                       0                         0
## 3857                       0                         0
## 3868                       0                         1
## 3871                       0                         0
## 3873                       0                         0
## 3878                       0                         0
## 3882                       0                         0
## 3884                       0                         1
## 3885                       1                         0
## 3886                       0                         0
## 3890                       1                         0
## 3891                       0                         1
## 3892                       1                         0
## 3893                       1                         0
## 3912                       0                         0
## 3918                       1                         0
## 3922                       0                         0
## 3929                       0                         1
## 3936                       0                         0
## 3937                       0                         0
## 3938                       0                         1
## 3939                       0                         0
## 3941                       1                         0
## 3943                       0                         0
## 3950                       0                         0
## 3951                       0                         0
## 3957                       0                         1
## 3965                       0                         0
## 3973                       0                         1
## 3984                       0                         0
## 3986                       0                         1
## 3992                       1                         0
## 3994                       1                         0
## 3999                       0                         0
## 4004                       0                         0
## 4005                       0                         0
## 4008                       1                         0
## 4020                       0                         1
## 4024                       1                         0
## 4033                       0                         1
## 4035                       1                         0
## 4038                       0                         1
## 4054                       0                         0
## 4062                       0                         0
## 4063                       0                         1
## 4069                       0                         0
## 4074                       0                         0
## 4086                       0                         0
## 4091                       0                         1
## 4093                       0                         0
## 4102                       1                         0
## 4104                       0                         1
## 4105                       0                         0
## 4107                       1                         0
## 4112                       1                         0
## 4115                       0                         0
## 4117                       1                         0
## 4120                       0                         0
## 4124                       0                         0
## 4130                       1                         0
## 4133                       0                         0
## 4135                       1                         0
## 4137                       0                         0
## 4143                       0                         1
## 4144                       0                         1
## 4145                       0                         0
## 4150                       0                         0
## 4153                       0                         0
## 4155                       0                         0
## 4159                       0                         0
## 4160                       1                         0
## 4164                       0                         1
## 4170                       0                         0
## 4178                       1                         0
## 4179                       0                         0
## 4185                       0                         0
## 4196                       0                         0
## 4198                       1                         0
## 4203                       1                         0
## 4208                       1                         0
## 4210                       0                         1
## 4211                       0                         0
## 4212                       0                         1
## 4214                       0                         0
## 4224                       0                         0
## 4227                       1                         0
## 4233                       0                         0
## 4236                       0                         0
## 4247                       0                         0
## 4253                       0                         0
## 4255                       0                         0
## 4257                       0                         1
## 4272                       1                         0
## 4274                       0                         1
## 4278                       1                         0
## 4280                       0                         1
## 4285                       0                         1
## 4287                       0                         0
## 4300                       1                         0
## 4303                       0                         0
## 4313                       0                         1
## 4315                       0                         0
## 4316                       0                         0
## 4323                       0                         0
## 4332                       1                         0
## 4334                       1                         0
## 4336                       1                         0
## 4340                       1                         0
## 4342                       0                         0
## 4352                       0                         0
## 4353                       0                         0
## 4354                       1                         0
## 4366                       0                         0
## 4372                       0                         1
## 4375                       1                         0
## 4377                       0                         0
## 4379                       0                         0
## 4380                       0                         0
## 4381                       0                         0
## 4384                       0                         1
## 4385                       0                         0
## 4394                       1                         0
## 4400                       0                         1
## 4404                       0                         0
## 4430                       0                         0
## 4444                       1                         0
## 4445                       0                         1
## 4451                       1                         0
## 4460                       1                         0
## 4462                       1                         0
## 4463                       0                         1
## 4467                       0                         0
## 4468                       0                         0
## 4474                       1                         0
## 4477                       0                         0
## 4481                       1                         0
## 4482                       0                         1
## 4487                       0                         0
## 4488                       0                         0
## 4491                       0                         0
## 4497                       1                         0
## 4499                       0                         1
## 4505                       0                         1
## 4509                       0                         1
## 4519                       0                         0
## 4520                       1                         0
## 4522                       0                         1
## 4524                       0                         1
## 4529                       0                         0
## 4530                       0                         0
## 4537                       0                         0
## 4551                       0                         0
## 4557                       0                         0
## 4558                       0                         1
## 4559                       0                         1
## 4567                       0                         1
## 4568                       1                         0
## 4583                       0                         0
## 4584                       0                         0
## 4597                       0                         1
## 4608                       0                         1
## 4621                       0                         0
## 4624                       1                         0
## 4629                       1                         0
## 4631                       0                         0
## 4647                       1                         0
## 4655                       0                         0
## 4657                       0                         0
## 4659                       0                         0
## 4667                       0                         0
## 4671                       0                         0
## 4678                       1                         0
## 4690                       0                         1
## 4693                       0                         0
## 4698                       0                         0
## 4701                       0                         0
## 4718                       0                         0
## 4720                       0                         0
## 4724                       0                         0
## 4726                       0                         0
## 4729                       0                         0
## 4743                       0                         1
## 4745                       0                         0
## 4755                       1                         0
## 4762                       1                         0
## 4769                       1                         0
## 4771                       0                         0
## 4775                       1                         0
## 4780                       1                         0
## 4781                       0                         0
## 4784                       0                         0
## 4785                       0                         1
## 4790                       0                         1
## 4799                       0                         1
## 4806                       1                         0
## 4822                       0                         0
## 4827                       0                         1
## 4833                       1                         0
## 4837                       1                         0
## 4838                       0                         0
## 4843                       0                         0
## 4851                       0                         0
## 4852                       0                         0
## 4855                       0                         0
## 4859                       0                         0
## 4861                       1                         0
## 4862                       0                         0
## 4869                       0                         0
## 4881                       1                         0
## 4883                       0                         0
## 4884                       1                         0
## 4892                       1                         0
## 4895                       0                         0
## 4902                       1                         0
## 4904                       0                         1
## 4908                       0                         0
## 4909                       0                         0
## 4911                       1                         0
## 4920                       0                         0
## 4941                       1                         0
## 4953                       1                         0
## 4960                       0                         0
## 4963                       0                         1
## 4964                       0                         0
## 4970                       0                         0
## 4971                       0                         0
## 4982                       0                         1
## 4984                       0                         0
## 4987                       0                         0
## 4990                       0                         0
## 4996                       0                         0
## 4997                       0                         1
## 5002                       0                         1
## 5007                       0                         1
## 5011                       0                         1
## 5012                       0                         0
## 5013                       1                         0
## 5019                       0                         0
## 5022                       0                         1
## 5023                       0                         0
## 5027                       1                         0
## 5040                       1                         0
## 5043                       0                         1
## 5051                       0                         0
## 5060                       0                         0
## 5065                       0                         0
## 5069                       1                         0
## 5077                       0                         0
## 5079                       1                         0
## 5089                       0                         1
## 5096                       0                         0
## 5103                       0                         1
## 5106                       0                         1
## 5107                       1                         0
## 5112                       1                         0
## 5114                       0                         0
## 5115                       0                         0
## 5126                       0                         0
## 5135                       0                         1
## 5141                       0                         1
## 5144                       0                         0
## 5150                       0                         0
## 5152                       0                         1
## 5154                       0                         0
## 5163                       0                         0
## 5172                       0                         0
## 5178                       1                         0
## 5184                       0                         0
## 5187                       0                         0
## 5192                       1                         0
## 5196                       0                         0
## 5200                       0                         0
## 5218                       0                         0
## 5237                       0                         1
## 5239                       0                         0
## 5242                       0                         0
## 5250                       0                         1
## 5257                       0                         1
## 5261                       0                         0
## 5284                       1                         0
## 5285                       1                         0
## 5290                       0                         0
## 5291                       0                         0
## 5294                       0                         0
## 5299                       0                         0
## 5306                       0                         1
## 5309                       0                         0
## 5311                       0                         1
## 5314                       0                         0
## 5319                       0                         0
## 5325                       0                         0
## 5333                       0                         0
## 5338                       0                         1
## 5342                       0                         0
## 5352                       1                         0
## 5363                       0                         0
## 5369                       1                         0
## 5380                       0                         0
## 5390                       0                         0
## 5399                       0                         0
## 5404                       0                         0
## 5409                       0                         0
## 5415                       0                         0
## 5417                       0                         0
## 5419                       1                         0
## 5422                       0                         0
## 5438                       0                         0
## 5439                       0                         0
## 5440                       1                         0
## 5446                       0                         0
## 5447                       0                         0
## 5448                       0                         0
## 5449                       0                         0
## 5469                       0                         1
## 5475                       0                         0
## 5487                       0                         0
## 5489                       1                         0
## 5497                       0                         0
## 5505                       0                         1
## 5507                       0                         0
## 5508                       1                         0
## 5509                       0                         1
## 5512                       0                         0
## 5517                       0                         0
## 5518                       1                         0
## 5527                       0                         0
## 5528                       0                         1
## 5537                       0                         0
## 5548                       0                         0
## 5558                       0                         1
## 5581                       1                         0
## 5587                       0                         0
## 5592                       0                         1
## 5598                       0                         0
## 5600                       0                         0
## 5610                       0                         0
## 5611                       0                         0
## 5617                       0                         0
## 5621                       0                         0
## 5628                       0                         0
## 5636                       0                         0
## 5640                       0                         0
## 5641                       1                         0
## 5650                       0                         0
## 5653                       1                         0
## 5654                       0                         0
## 5656                       0                         0
## 5668                       0                         0
## 5671                       0                         1
## 5677                       1                         0
## 5680                       1                         0
## 5683                       1                         0
## 5692                       0                         0
## 5694                       0                         1
## 5697                       0                         0
## 5703                       0                         0
## 5704                       0                         0
## 5714                       0                         0
## 5720                       0                         0
## 5729                       0                         0
## 5735                       1                         0
## 5737                       0                         0
## 5745                       0                         0
## 5746                       0                         0
## 5751                       0                         0
## 5756                       0                         0
## 5760                       1                         0
## 5771                       1                         0
## 5772                       0                         0
## 5773                       0                         0
## 5777                       1                         0
## 5784                       0                         0
## 5785                       0                         0
## 5786                       0                         1
## 5788                       1                         0
## 5796                       0                         1
## 5798                       0                         0
## 5810                       0                         1
## 5811                       0                         1
## 5812                       0                         0
## 5816                       0                         1
## 5821                       1                         0
## 5823                       0                         1
## 5826                       0                         1
## 5832                       0                         0
## 5833                       0                         1
## 5834                       0                         0
## 5836                       0                         0
## 5840                       0                         1
## 5842                       0                         0
## 5844                       0                         0
## 5850                       0                         0
## 5853                       1                         0
## 5856                       1                         0
## 5858                       0                         0
## 5864                       0                         0
## 5869                       0                         0
## 5870                       0                         0
## 5873                       1                         0
## 5874                       0                         0
## 5876                       1                         0
## 5879                       0                         0
## 5885                       0                         0
## 5892                       1                         0
## 5893                       1                         0
## 5900                       0                         0
## 5908                       0                         1
## 5925                       0                         0
## 5927                       0                         0
## 5942                       0                         0
## 5945                       0                         0
## 5947                       0                         1
## 5949                       0                         0
## 5953                       0                         0
## 5956                       1                         0
## 5960                       0                         0
## 5962                       1                         0
## 5965                       0                         1
## 5967                       0                         1
## 5981                       0                         0
## 5984                       0                         1
## 5992                       1                         0
## 5995                       0                         1
## 5996                       0                         1
## 5997                       0                         0
## 6003                       1                         0
## 6008                       0                         1
## 6010                       1                         0
## 6012                       1                         0
## 6014                       0                         0
## 6016                       0                         0
## 6018                       0                         0
## 6019                       1                         0
## 6020                       0                         0
## 6023                       0                         0
## 6025                       0                         0
## 6027                       0                         1
## 6036                       0                         0
## 6045                       1                         0
## 6053                       0                         0
## 6058                       0                         0
## 6063                       0                         1
## 6070                       0                         0
## 6072                       0                         0
## 6077                       0                         0
## 6079                       0                         0
## 6080                       0                         0
## 6082                       0                         1
## 6087                       1                         0
## 6089                       0                         1
## 6092                       0                         0
## 6094                       0                         1
## 6098                       0                         0
## 6105                       0                         0
## 6109                       0                         1
## 6113                       0                         1
## 6119                       0                         0
## 6120                       0                         0
## 6124                       0                         1
## 6127                       0                         1
## 6131                       0                         0
## 6134                       1                         0
## 6140                       0                         1
## 6141                       0                         0
## 6145                       0                         0
## 6147                       1                         0
## 6150                       0                         0
## 6156                       1                         0
## 6157                       1                         0
## 6160                       0                         0
## 6166                       1                         0
## 6185                       0                         0
## 6188                       0                         1
## 6195                       0                         1
## 6198                       1                         0
## 6205                       0                         0
## 6206                       1                         0
## 6208                       0                         0
## 6210                       0                         1
## 6216                       1                         0
## 6231                       0                         1
## 6233                       0                         0
## 6234                       0                         1
## 6246                       0                         0
## 6253                       0                         0
## 6261                       1                         0
## 6271                       0                         0
## 6279                       0                         0
## 6290                       1                         0
## 6294                       1                         0
## 6296                       0                         1
## 6301                       0                         1
## 6303                       0                         0
## 6312                       0                         0
## 6315                       1                         0
## 6317                       0                         0
## 6329                       0                         0
## 6332                       0                         0
## 6334                       1                         0
## 6339                       0                         0
## 6341                       1                         0
## 6348                       0                         0
## 6352                       0                         0
## 6355                       0                         1
## 6369                       0                         0
## 6370                       0                         0
## 6374                       1                         0
## 6382                       0                         1
## 6383                       1                         0
## 6393                       0                         0
## 6403                       0                         0
## 6404                       0                         1
## 6408                       0                         1
## 6409                       1                         0
## 6412                       1                         0
## 6414                       1                         0
## 6417                       1                         0
## 6418                       1                         0
## 6422                       0                         0
## 6424                       1                         0
## 6427                       1                         0
## 6433                       0                         0
## 6434                       0                         1
## 6442                       0                         0
## 6445                       1                         0
## 6451                       1                         0
## 6453                       1                         0
## 6456                       1                         0
## 6459                       0                         0
## 6475                       0                         0
## 6479                       0                         0
## 6480                       0                         0
## 6481                       0                         0
## 6487                       0                         0
## 6490                       0                         0
## 6497                       0                         0
## 6503                       0                         0
## 6504                       0                         0
## 6513                       0                         0
## 6530                       0                         0
## 6531                       0                         0
## 6535                       0                         0
## 6536                       1                         0
## 6543                       0                         0
## 6554                       0                         0
## 6556                       1                         0
## 6562                       1                         0
## 6563                       1                         0
## 6574                       0                         1
## 6581                       0                         1
## 6587                       0                         1
## 6597                       0                         1
## 6618                       0                         0
## 6619                       0                         0
## 6621                       0                         1
## 6625                       0                         0
## 6626                       0                         0
## 6629                       0                         1
## 6630                       0                         0
## 6632                       0                         0
## 6635                       0                         0
## 6638                       1                         0
## 6651                       0                         1
## 6654                       1                         0
## 6656                       1                         0
## 6659                       0                         1
## 6673                       0                         1
## 6682                       1                         0
## 6686                       0                         1
## 6691                       0                         1
## 6700                       1                         0
## 6702                       1                         0
## 6704                       0                         1
## 6711                       0                         1
## 6712                       1                         0
## 6713                       0                         1
## 6716                       1                         0
## 6717                       0                         0
## 6720                       0                         1
## 6724                       0                         0
## 6729                       0                         0
## 6735                       0                         1
## 6738                       1                         0
## 6740                       0                         1
## 6752                       1                         0
## 6766                       0                         0
## 6767                       0                         0
## 6768                       0                         1
## 6769                       0                         0
## 6771                       0                         0
## 6775                       0                         0
## 6778                       0                         0
## 6779                       0                         0
## 6781                       0                         0
## 6782                       0                         0
## 6788                       0                         0
## 6789                       0                         1
## 6798                       1                         0
## 6804                       0                         0
## 6813                       1                         0
## 6815                       0                         0
## 6816                       1                         0
## 6820                       1                         0
## 6826                       0                         0
## 6839                       0                         0
## 6847                       0                         0
## 6849                       0                         1
## 6850                       1                         0
## 6861                       1                         0
## 6865                       0                         1
## 6869                       0                         0
## 6873                       1                         0
## 6874                       0                         0
## 6876                       0                         1
## 6878                       0                         0
## 6880                       0                         0
## 6882                       1                         0
## 6895                       0                         0
## 6903                       0                         1
## 6914                       0                         0
## 6915                       0                         0
## 6919                       0                         0
## 6920                       0                         0
## 6922                       0                         0
## 6925                       0                         1
## 6930                       0                         1
## 6933                       0                         0
## 6934                       0                         0
## 6940                       1                         0
## 6943                       0                         0
## 6953                       0                         1
## 6962                       0                         0
## 6964                       1                         0
## 6967                       0                         0
## 6979                       0                         0
## 6985                       0                         0
## 6988                       0                         0
## 6993                       0                         0
## 7009                       1                         0
## 7012                       0                         1
## 7016                       0                         1
## 7022                       0                         0
## 7025                       0                         0
## 7026                       0                         0
##      tenure_group_12_24Month tenure_group_48_60Month
## 6                          0                       0
## 7                          1                       0
## 11                         0                       0
## 14                         0                       0
## 16                         0                       0
## 17                         0                       0
## 23                         0                       0
## 25                         0                       0
## 28                         0                       0
## 37                         0                       0
## 39                         0                       0
## 41                         0                       0
## 45                         0                       0
## 47                         0                       0
## 52                         0                       0
## 54                         0                       0
## 58                         0                       0
## 62                         0                       1
## 64                         0                       0
## 68                         0                       0
## 74                         0                       1
## 81                         0                       0
## 90                         1                       0
## 101                        0                       0
## 105                        0                       0
## 107                        0                       0
## 116                        1                       0
## 125                        0                       0
## 135                        0                       0
## 136                        0                       0
## 140                        0                       0
## 143                        0                       1
## 159                        0                       0
## 161                        0                       0
## 171                        0                       0
## 176                        0                       0
## 180                        0                       1
## 184                        0                       0
## 187                        1                       0
## 194                        0                       0
## 198                        0                       1
## 204                        0                       0
## 206                        0                       0
## 220                        0                       0
## 245                        0                       0
## 251                        0                       0
## 253                        0                       0
## 255                        0                       0
## 263                        0                       1
## 264                        0                       0
## 270                        0                       0
## 274                        1                       0
## 275                        0                       0
## 296                        0                       0
## 301                        1                       0
## 309                        0                       0
## 314                        0                       0
## 316                        0                       0
## 328                        0                       0
## 330                        0                       0
## 331                        0                       0
## 345                        0                       0
## 351                        0                       0
## 355                        1                       0
## 359                        1                       0
## 364                        0                       0
## 366                        0                       0
## 372                        0                       0
## 386                        0                       0
## 389                        0                       0
## 390                        0                       0
## 394                        0                       0
## 398                        0                       0
## 404                        0                       0
## 406                        0                       0
## 410                        0                       0
## 414                        0                       0
## 420                        0                       0
## 422                        0                       0
## 424                        0                       0
## 425                        0                       0
## 440                        0                       0
## 444                        0                       0
## 446                        0                       1
## 457                        1                       0
## 463                        0                       0
## 465                        0                       0
## 468                        0                       0
## 472                        0                       0
## 475                        0                       0
## 478                        0                       0
## 480                        0                       0
## 503                        0                       0
## 508                        0                       1
## 512                        0                       0
## 515                        0                       0
## 523                        1                       0
## 550                        0                       0
## 551                        0                       0
## 565                        0                       0
## 566                        0                       0
## 567                        0                       0
## 572                        0                       0
## 583                        0                       0
## 585                        0                       0
## 588                        0                       0
## 593                        1                       0
## 606                        0                       0
## 610                        0                       0
## 614                        0                       0
## 626                        1                       0
## 628                        0                       0
## 629                        0                       0
## 632                        0                       0
## 633                        0                       0
## 636                        0                       0
## 637                        0                       0
## 644                        0                       0
## 646                        0                       0
## 647                        0                       0
## 658                        0                       0
## 663                        0                       0
## 671                        0                       1
## 682                        1                       0
## 686                        0                       0
## 690                        0                       0
## 694                        1                       0
## 701                        0                       0
## 706                        0                       0
## 710                        0                       0
## 722                        0                       0
## 726                        1                       0
## 729                        0                       0
## 732                        1                       0
## 741                        0                       0
## 744                        0                       0
## 754                        1                       0
## 756                        1                       0
## 760                        1                       0
## 764                        0                       0
## 765                        1                       0
## 773                        0                       0
## 778                        0                       0
## 787                        1                       0
## 790                        0                       0
## 802                        0                       0
## 814                        1                       0
## 825                        0                       0
## 829                        0                       0
## 836                        0                       0
## 841                        0                       0
## 842                        0                       0
## 843                        0                       0
## 846                        0                       0
## 847                        0                       0
## 851                        0                       0
## 858                        0                       0
## 860                        0                       0
## 861                        1                       0
## 871                        0                       0
## 873                        0                       0
## 883                        0                       0
## 887                        0                       0
## 896                        0                       1
## 899                        0                       0
## 905                        0                       0
## 912                        0                       0
## 925                        1                       0
## 926                        0                       0
## 940                        1                       0
## 947                        0                       0
## 948                        0                       0
## 951                        0                       0
## 957                        0                       0
## 958                        0                       0
## 962                        0                       0
## 966                        0                       0
## 967                        0                       0
## 973                        0                       0
## 981                        0                       0
## 985                        0                       0
## 998                        0                       0
## 999                        1                       0
## 1000                       0                       0
## 1009                       0                       0
## 1021                       0                       0
## 1022                       0                       0
## 1030                       0                       0
## 1032                       0                       0
## 1036                       0                       1
## 1039                       0                       0
## 1041                       0                       0
## 1044                       0                       0
## 1050                       0                       0
## 1052                       0                       0
## 1056                       0                       0
## 1058                       1                       0
## 1063                       1                       0
## 1064                       0                       0
## 1065                       1                       0
## 1068                       0                       0
## 1071                       0                       0
## 1091                       0                       0
## 1096                       0                       0
## 1098                       1                       0
## 1114                       0                       0
## 1120                       1                       0
## 1129                       0                       0
## 1137                       0                       0
## 1144                       1                       0
## 1145                       0                       0
## 1150                       0                       0
## 1156                       1                       0
## 1166                       0                       0
## 1171                       0                       0
## 1173                       0                       1
## 1179                       0                       1
## 1186                       1                       0
## 1195                       0                       0
## 1202                       0                       0
## 1203                       1                       0
## 1204                       0                       0
## 1209                       0                       0
## 1210                       0                       0
## 1216                       0                       1
## 1218                       0                       0
## 1219                       0                       0
## 1225                       0                       0
## 1226                       0                       1
## 1227                       0                       0
## 1228                       1                       0
## 1234                       0                       0
## 1241                       0                       0
## 1247                       0                       1
## 1249                       0                       0
## 1254                       0                       0
## 1271                       0                       1
## 1272                       0                       1
## 1278                       0                       0
## 1282                       0                       0
## 1293                       1                       0
## 1295                       1                       0
## 1303                       0                       0
## 1305                       0                       0
## 1316                       0                       0
## 1333                       0                       0
## 1336                       0                       0
## 1341                       0                       1
## 1351                       0                       0
## 1352                       0                       0
## 1356                       0                       0
## 1357                       0                       0
## 1361                       0                       1
## 1368                       1                       0
## 1377                       0                       0
## 1379                       0                       0
## 1382                       0                       0
## 1383                       0                       0
## 1391                       0                       0
## 1398                       0                       0
## 1399                       0                       0
## 1400                       0                       0
## 1405                       0                       0
## 1415                       0                       1
## 1433                       1                       0
## 1441                       1                       0
## 1453                       0                       0
## 1458                       0                       0
## 1467                       0                       0
## 1472                       0                       0
## 1476                       0                       0
## 1478                       0                       0
## 1483                       0                       1
## 1487                       0                       0
## 1492                       1                       0
## 1510                       0                       1
## 1512                       0                       0
## 1518                       1                       0
## 1523                       0                       0
## 1531                       0                       0
## 1537                       0                       0
## 1542                       0                       1
## 1550                       1                       0
## 1552                       0                       0
## 1554                       0                       0
## 1556                       0                       0
## 1558                       0                       0
## 1566                       1                       0
## 1570                       0                       0
## 1580                       0                       0
## 1601                       0                       0
## 1604                       0                       0
## 1605                       0                       0
## 1609                       0                       0
## 1610                       0                       0
## 1612                       0                       1
## 1613                       1                       0
## 1616                       0                       0
## 1627                       0                       0
## 1629                       0                       0
## 1631                       1                       0
## 1636                       0                       0
## 1637                       0                       0
## 1642                       0                       1
## 1656                       0                       0
## 1657                       0                       0
## 1660                       0                       0
## 1661                       0                       0
## 1668                       0                       0
## 1692                       1                       0
## 1693                       0                       1
## 1698                       1                       0
## 1701                       0                       1
## 1702                       0                       0
## 1705                       1                       0
## 1712                       0                       0
## 1715                       1                       0
## 1725                       0                       0
## 1732                       0                       0
## 1743                       1                       0
## 1745                       0                       0
## 1755                       1                       0
## 1759                       0                       0
## 1763                       0                       0
## 1766                       0                       0
## 1769                       0                       0
## 1770                       0                       0
## 1778                       1                       0
## 1790                       0                       0
## 1794                       0                       0
## 1799                       0                       0
## 1800                       0                       0
## 1801                       0                       0
## 1805                       0                       0
## 1806                       0                       0
## 1809                       0                       0
## 1817                       0                       0
## 1820                       0                       0
## 1821                       0                       0
## 1824                       0                       0
## 1828                       0                       1
## 1829                       0                       0
## 1833                       0                       0
## 1839                       0                       0
## 1840                       0                       1
## 1841                       0                       0
## 1843                       0                       1
## 1846                       0                       0
## 1852                       0                       0
## 1856                       0                       0
## 1859                       0                       1
## 1872                       0                       0
## 1874                       1                       0
## 1875                       0                       0
## 1881                       1                       0
## 1882                       0                       0
## 1889                       0                       0
## 1891                       0                       0
## 1908                       0                       0
## 1916                       1                       0
## 1920                       1                       0
## 1922                       0                       0
## 1925                       0                       0
## 1929                       1                       0
## 1937                       1                       0
## 1955                       0                       0
## 1968                       1                       0
## 1969                       0                       0
## 1980                       0                       0
## 1982                       0                       0
## 1986                       0                       0
## 1988                       0                       0
## 1989                       0                       0
## 1993                       0                       0
## 2003                       0                       0
## 2005                       0                       0
## 2009                       0                       0
## 2012                       0                       0
## 2014                       0                       0
## 2019                       0                       0
## 2029                       0                       0
## 2031                       0                       0
## 2038                       1                       0
## 2056                       0                       0
## 2061                       0                       0
## 2064                       0                       0
## 2068                       0                       0
## 2073                       0                       0
## 2075                       0                       0
## 2079                       0                       0
## 2086                       0                       0
## 2087                       0                       0
## 2089                       0                       0
## 2091                       0                       0
## 2092                       0                       0
## 2095                       0                       0
## 2097                       0                       0
## 2100                       0                       0
## 2104                       0                       0
## 2106                       1                       0
## 2110                       0                       0
## 2112                       0                       0
## 2114                       1                       0
## 2117                       0                       0
## 2119                       0                       0
## 2121                       0                       0
## 2127                       0                       0
## 2129                       0                       0
## 2130                       0                       0
## 2131                       0                       1
## 2134                       0                       1
## 2135                       0                       0
## 2138                       1                       0
## 2145                       0                       0
## 2152                       0                       0
## 2158                       1                       0
## 2161                       0                       0
## 2167                       0                       0
## 2170                       0                       0
## 2171                       1                       0
## 2173                       0                       0
## 2177                       0                       0
## 2178                       0                       1
## 2188                       0                       1
## 2189                       0                       1
## 2204                       0                       0
## 2207                       0                       0
## 2208                       0                       0
## 2210                       0                       0
## 2220                       0                       0
## 2232                       0                       0
## 2241                       0                       0
## 2245                       0                       0
## 2247                       0                       0
## 2249                       0                       0
## 2254                       0                       1
## 2263                       0                       0
## 2267                       0                       0
## 2271                       0                       0
## 2273                       0                       0
## 2279                       0                       0
## 2281                       0                       1
## 2283                       0                       0
## 2285                       0                       0
## 2299                       0                       0
## 2302                       1                       0
## 2305                       0                       1
## 2306                       0                       0
## 2314                       0                       0
## 2317                       0                       0
## 2337                       0                       0
## 2353                       0                       0
## 2369                       0                       0
## 2370                       0                       0
## 2379                       1                       0
## 2380                       0                       0
## 2384                       0                       0
## 2385                       0                       0
## 2386                       0                       0
## 2394                       0                       0
## 2400                       0                       0
## 2403                       0                       0
## 2409                       0                       0
## 2417                       0                       0
## 2419                       0                       0
## 2423                       0                       0
## 2429                       0                       0
## 2431                       0                       0
## 2446                       0                       0
## 2448                       0                       0
## 2469                       0                       1
## 2476                       0                       1
## 2477                       0                       1
## 2480                       0                       0
## 2483                       1                       0
## 2488                       0                       0
## 2489                       0                       1
## 2490                       0                       0
## 2493                       0                       0
## 2498                       0                       0
## 2520                       0                       0
## 2542                       1                       0
## 2551                       0                       0
## 2560                       0                       0
## 2561                       0                       0
## 2570                       0                       0
## 2577                       0                       0
## 2578                       0                       0
## 2586                       1                       0
## 2590                       0                       0
## 2593                       0                       0
## 2596                       0                       0
## 2598                       0                       0
## 2606                       0                       0
## 2611                       0                       0
## 2613                       0                       0
## 2618                       1                       0
## 2619                       0                       0
## 2626                       0                       1
## 2629                       0                       0
## 2630                       0                       0
## 2632                       0                       0
## 2641                       0                       0
## 2643                       0                       0
## 2655                       0                       1
## 2660                       0                       1
## 2662                       0                       0
## 2664                       0                       0
## 2670                       0                       0
## 2673                       0                       0
## 2680                       0                       0
## 2681                       0                       0
## 2684                       0                       0
## 2688                       1                       0
## 2698                       0                       0
## 2707                       1                       0
## 2708                       0                       0
## 2712                       0                       0
## 2724                       1                       0
## 2725                       0                       0
## 2734                       0                       0
## 2737                       0                       0
## 2752                       0                       0
## 2753                       0                       0
## 2760                       1                       0
## 2765                       0                       0
## 2769                       1                       0
## 2771                       0                       1
## 2772                       0                       0
## 2780                       0                       0
## 2788                       0                       0
## 2793                       1                       0
## 2804                       0                       0
## 2805                       0                       0
## 2807                       0                       0
## 2811                       1                       0
## 2817                       0                       0
## 2827                       0                       0
## 2830                       0                       0
## 2833                       0                       0
## 2834                       0                       0
## 2838                       0                       0
## 2853                       0                       0
## 2857                       0                       0
## 2860                       0                       0
## 2861                       0                       0
## 2863                       1                       0
## 2873                       0                       1
## 2880                       0                       0
## 2891                       0                       0
## 2892                       0                       0
## 2898                       0                       1
## 2899                       0                       0
## 2900                       1                       0
## 2913                       0                       0
## 2915                       0                       0
## 2917                       0                       0
## 2919                       0                       1
## 2924                       0                       0
## 2927                       0                       0
## 2934                       0                       1
## 2940                       0                       0
## 2942                       0                       0
## 2943                       0                       0
## 2945                       0                       1
## 2951                       0                       0
## 2953                       0                       0
## 2956                       1                       0
## 2958                       1                       0
## 2961                       0                       0
## 2967                       0                       1
## 2976                       0                       0
## 2977                       0                       0
## 2984                       0                       0
## 2987                       0                       0
## 2989                       0                       0
## 2991                       0                       0
## 3000                       0                       0
## 3005                       0                       0
## 3008                       0                       1
## 3012                       1                       0
## 3015                       1                       0
## 3016                       0                       0
## 3019                       0                       0
## 3022                       0                       0
## 3023                       0                       0
## 3025                       1                       0
## 3032                       0                       0
## 3033                       0                       0
## 3035                       0                       0
## 3038                       0                       0
## 3041                       0                       0
## 3042                       0                       1
## 3046                       0                       0
## 3049                       0                       0
## 3063                       0                       1
## 3066                       0                       1
## 3071                       0                       0
## 3073                       0                       0
## 3074                       0                       0
## 3079                       0                       1
## 3080                       0                       0
## 3084                       0                       0
## 3088                       0                       0
## 3090                       0                       0
## 3096                       0                       1
## 3111                       0                       0
## 3123                       1                       0
## 3127                       0                       0
## 3144                       0                       0
## 3146                       0                       0
## 3152                       1                       0
## 3154                       0                       0
## 3175                       1                       0
## 3176                       1                       0
## 3177                       0                       0
## 3181                       0                       0
## 3191                       0                       0
## 3193                       1                       0
## 3195                       0                       0
## 3199                       0                       0
## 3204                       0                       0
## 3208                       0                       0
## 3214                       0                       0
## 3216                       0                       0
## 3233                       0                       0
## 3238                       0                       0
## 3240                       0                       0
## 3242                       1                       0
## 3246                       0                       0
## 3248                       0                       0
## 3264                       1                       0
## 3266                       0                       0
## 3275                       1                       0
## 3280                       0                       0
## 3281                       0                       0
## 3288                       0                       0
## 3289                       0                       0
## 3293                       0                       0
## 3294                       0                       0
## 3296                       0                       0
## 3301                       0                       0
## 3303                       0                       0
## 3305                       1                       0
## 3307                       0                       0
## 3309                       0                       0
## 3313                       0                       1
## 3315                       0                       0
## 3317                       0                       0
## 3327                       0                       0
## 3329                       0                       0
## 3333                       0                       0
## 3346                       0                       0
## 3352                       0                       0
## 3353                       1                       0
## 3354                       1                       0
## 3358                       0                       1
## 3364                       0                       0
## 3373                       0                       0
## 3374                       0                       0
## 3375                       0                       0
## 3377                       0                       0
## 3378                       0                       1
## 3384                       0                       0
## 3386                       0                       0
## 3395                       0                       0
## 3399                       0                       0
## 3400                       0                       0
## 3402                       0                       0
## 3405                       1                       0
## 3413                       0                       1
## 3423                       0                       0
## 3429                       0                       0
## 3436                       0                       0
## 3442                       0                       0
## 3445                       0                       0
## 3446                       0                       0
## 3458                       0                       0
## 3475                       0                       0
## 3477                       0                       0
## 3478                       0                       0
## 3479                       0                       0
## 3482                       0                       0
## 3498                       0                       0
## 3500                       0                       0
## 3504                       0                       0
## 3511                       1                       0
## 3535                       0                       0
## 3536                       0                       0
## 3539                       0                       0
## 3541                       0                       0
## 3544                       0                       1
## 3548                       0                       1
## 3558                       1                       0
## 3564                       0                       0
## 3565                       0                       0
## 3566                       0                       0
## 3568                       1                       0
## 3570                       0                       1
## 3571                       0                       0
## 3575                       0                       0
## 3576                       0                       1
## 3579                       0                       0
## 3587                       0                       0
## 3601                       0                       0
## 3603                       0                       0
## 3612                       0                       0
## 3616                       0                       0
## 3621                       1                       0
## 3625                       0                       0
## 3632                       0                       0
## 3635                       1                       0
## 3639                       0                       0
## 3642                       0                       0
## 3646                       0                       0
## 3648                       0                       0
## 3650                       0                       0
## 3653                       0                       0
## 3654                       0                       0
## 3657                       0                       0
## 3660                       0                       0
## 3683                       0                       0
## 3688                       0                       0
## 3692                       0                       0
## 3696                       1                       0
## 3697                       1                       0
## 3702                       0                       0
## 3703                       0                       0
## 3705                       0                       0
## 3717                       1                       0
## 3720                       0                       0
## 3725                       0                       1
## 3727                       1                       0
## 3728                       1                       0
## 3729                       0                       0
## 3730                       0                       0
## 3735                       0                       0
## 3737                       0                       0
## 3741                       0                       0
## 3747                       0                       1
## 3752                       0                       0
## 3756                       0                       0
## 3758                       0                       0
## 3759                       0                       0
## 3765                       0                       1
## 3769                       0                       0
## 3772                       0                       0
## 3774                       0                       0
## 3779                       0                       0
## 3783                       0                       1
## 3798                       0                       1
## 3801                       0                       0
## 3805                       0                       0
## 3806                       0                       0
## 3809                       0                       0
## 3828                       0                       1
## 3834                       0                       0
## 3840                       0                       0
## 3844                       0                       0
## 3847                       0                       0
## 3848                       0                       0
## 3849                       0                       1
## 3857                       0                       0
## 3868                       0                       0
## 3871                       1                       0
## 3873                       0                       0
## 3878                       0                       0
## 3882                       0                       0
## 3884                       0                       0
## 3885                       0                       0
## 3886                       0                       0
## 3890                       0                       0
## 3891                       0                       0
## 3892                       0                       0
## 3893                       0                       0
## 3912                       1                       0
## 3918                       0                       0
## 3922                       0                       0
## 3929                       0                       0
## 3936                       0                       0
## 3937                       0                       0
## 3938                       0                       0
## 3939                       1                       0
## 3941                       0                       0
## 3943                       0                       0
## 3950                       0                       1
## 3951                       0                       1
## 3957                       0                       0
## 3965                       1                       0
## 3973                       0                       0
## 3984                       0                       0
## 3986                       0                       0
## 3992                       0                       0
## 3994                       0                       0
## 3999                       0                       0
## 4004                       0                       0
## 4005                       1                       0
## 4008                       0                       0
## 4020                       0                       0
## 4024                       0                       0
## 4033                       0                       0
## 4035                       0                       0
## 4038                       0                       0
## 4054                       0                       1
## 4062                       0                       0
## 4063                       0                       0
## 4069                       0                       1
## 4074                       1                       0
## 4086                       0                       0
## 4091                       0                       0
## 4093                       0                       1
## 4102                       0                       0
## 4104                       0                       0
## 4105                       1                       0
## 4107                       0                       0
## 4112                       0                       0
## 4115                       1                       0
## 4117                       0                       0
## 4120                       0                       1
## 4124                       0                       0
## 4130                       0                       0
## 4133                       1                       0
## 4135                       0                       0
## 4137                       1                       0
## 4143                       0                       0
## 4144                       0                       0
## 4145                       0                       1
## 4150                       0                       0
## 4153                       0                       1
## 4155                       0                       0
## 4159                       0                       1
## 4160                       0                       0
## 4164                       0                       0
## 4170                       0                       0
## 4178                       0                       0
## 4179                       0                       0
## 4185                       0                       1
## 4196                       0                       0
## 4198                       0                       0
## 4203                       0                       0
## 4208                       0                       0
## 4210                       0                       0
## 4211                       0                       0
## 4212                       0                       0
## 4214                       0                       1
## 4224                       0                       0
## 4227                       0                       0
## 4233                       0                       1
## 4236                       0                       0
## 4247                       1                       0
## 4253                       1                       0
## 4255                       0                       1
## 4257                       0                       0
## 4272                       0                       0
## 4274                       0                       0
## 4278                       0                       0
## 4280                       0                       0
## 4285                       0                       0
## 4287                       0                       0
## 4300                       0                       0
## 4303                       1                       0
## 4313                       0                       0
## 4315                       0                       0
## 4316                       0                       0
## 4323                       0                       0
## 4332                       0                       0
## 4334                       0                       0
## 4336                       0                       0
## 4340                       0                       0
## 4342                       0                       0
## 4352                       0                       0
## 4353                       1                       0
## 4354                       0                       0
## 4366                       0                       0
## 4372                       0                       0
## 4375                       0                       0
## 4377                       0                       0
## 4379                       0                       1
## 4380                       0                       0
## 4381                       0                       0
## 4384                       0                       0
## 4385                       0                       0
## 4394                       0                       0
## 4400                       0                       0
## 4404                       0                       1
## 4430                       0                       1
## 4444                       0                       0
## 4445                       0                       0
## 4451                       0                       0
## 4460                       0                       0
## 4462                       0                       0
## 4463                       0                       0
## 4467                       0                       1
## 4468                       1                       0
## 4474                       0                       0
## 4477                       0                       0
## 4481                       0                       0
## 4482                       0                       0
## 4487                       1                       0
## 4488                       0                       0
## 4491                       0                       0
## 4497                       0                       0
## 4499                       0                       0
## 4505                       0                       0
## 4509                       0                       0
## 4519                       0                       0
## 4520                       0                       0
## 4522                       0                       0
## 4524                       0                       0
## 4529                       0                       0
## 4530                       0                       0
## 4537                       0                       0
## 4551                       1                       0
## 4557                       0                       0
## 4558                       0                       0
## 4559                       0                       0
## 4567                       0                       0
## 4568                       0                       0
## 4583                       0                       1
## 4584                       0                       0
## 4597                       0                       0
## 4608                       0                       0
## 4621                       0                       0
## 4624                       0                       0
## 4629                       0                       0
## 4631                       0                       0
## 4647                       0                       0
## 4655                       1                       0
## 4657                       0                       0
## 4659                       1                       0
## 4667                       1                       0
## 4671                       0                       0
## 4678                       0                       0
## 4690                       0                       0
## 4693                       0                       0
## 4698                       0                       1
## 4701                       0                       1
## 4718                       0                       0
## 4720                       0                       1
## 4724                       0                       0
## 4726                       0                       0
## 4729                       0                       1
## 4743                       0                       0
## 4745                       1                       0
## 4755                       0                       0
## 4762                       0                       0
## 4769                       0                       0
## 4771                       0                       1
## 4775                       0                       0
## 4780                       0                       0
## 4781                       0                       1
## 4784                       1                       0
## 4785                       0                       0
## 4790                       0                       0
## 4799                       0                       0
## 4806                       0                       0
## 4822                       0                       0
## 4827                       0                       0
## 4833                       0                       0
## 4837                       0                       0
## 4838                       1                       0
## 4843                       0                       1
## 4851                       0                       1
## 4852                       0                       1
## 4855                       0                       0
## 4859                       0                       0
## 4861                       0                       0
## 4862                       0                       0
## 4869                       0                       0
## 4881                       0                       0
## 4883                       0                       1
## 4884                       0                       0
## 4892                       0                       0
## 4895                       1                       0
## 4902                       0                       0
## 4904                       0                       0
## 4908                       1                       0
## 4909                       0                       0
## 4911                       0                       0
## 4920                       1                       0
## 4941                       0                       0
## 4953                       0                       0
## 4960                       1                       0
## 4963                       0                       0
## 4964                       0                       0
## 4970                       1                       0
## 4971                       0                       0
## 4982                       0                       0
## 4984                       0                       1
## 4987                       0                       0
## 4990                       0                       0
## 4996                       0                       0
## 4997                       0                       0
## 5002                       0                       0
## 5007                       0                       0
## 5011                       0                       0
## 5012                       0                       0
## 5013                       0                       0
## 5019                       1                       0
## 5022                       0                       0
## 5023                       0                       1
## 5027                       0                       0
## 5040                       0                       0
## 5043                       0                       0
## 5051                       1                       0
## 5060                       1                       0
## 5065                       1                       0
## 5069                       0                       0
## 5077                       1                       0
## 5079                       0                       0
## 5089                       0                       0
## 5096                       1                       0
## 5103                       0                       0
## 5106                       0                       0
## 5107                       0                       0
## 5112                       0                       0
## 5114                       1                       0
## 5115                       1                       0
## 5126                       1                       0
## 5135                       0                       0
## 5141                       0                       0
## 5144                       0                       0
## 5150                       0                       0
## 5152                       0                       0
## 5154                       1                       0
## 5163                       0                       0
## 5172                       1                       0
## 5178                       0                       0
## 5184                       1                       0
## 5187                       1                       0
## 5192                       0                       0
## 5196                       1                       0
## 5200                       1                       0
## 5218                       0                       0
## 5237                       0                       0
## 5239                       1                       0
## 5242                       0                       0
## 5250                       0                       0
## 5257                       0                       0
## 5261                       0                       0
## 5284                       0                       0
## 5285                       0                       0
## 5290                       0                       1
## 5291                       1                       0
## 5294                       0                       0
## 5299                       0                       0
## 5306                       0                       0
## 5309                       0                       1
## 5311                       0                       0
## 5314                       1                       0
## 5319                       1                       0
## 5325                       0                       0
## 5333                       0                       0
## 5338                       0                       0
## 5342                       0                       1
## 5352                       0                       0
## 5363                       0                       1
## 5369                       0                       0
## 5380                       0                       0
## 5390                       0                       0
## 5399                       0                       1
## 5404                       0                       1
## 5409                       0                       0
## 5415                       0                       0
## 5417                       1                       0
## 5419                       0                       0
## 5422                       0                       0
## 5438                       0                       0
## 5439                       1                       0
## 5440                       0                       0
## 5446                       0                       0
## 5447                       0                       1
## 5448                       0                       0
## 5449                       0                       0
## 5469                       0                       0
## 5475                       0                       1
## 5487                       0                       0
## 5489                       0                       0
## 5497                       0                       0
## 5505                       0                       0
## 5507                       0                       0
## 5508                       0                       0
## 5509                       0                       0
## 5512                       0                       1
## 5517                       0                       1
## 5518                       0                       0
## 5527                       0                       1
## 5528                       0                       0
## 5537                       1                       0
## 5548                       0                       0
## 5558                       0                       0
## 5581                       0                       0
## 5587                       0                       0
## 5592                       0                       0
## 5598                       0                       0
## 5600                       0                       0
## 5610                       0                       0
## 5611                       1                       0
## 5617                       1                       0
## 5621                       0                       0
## 5628                       0                       0
## 5636                       0                       0
## 5640                       1                       0
## 5641                       0                       0
## 5650                       1                       0
## 5653                       0                       0
## 5654                       0                       0
## 5656                       0                       0
## 5668                       0                       0
## 5671                       0                       0
## 5677                       0                       0
## 5680                       0                       0
## 5683                       0                       0
## 5692                       1                       0
## 5694                       0                       0
## 5697                       0                       0
## 5703                       1                       0
## 5704                       1                       0
## 5714                       1                       0
## 5720                       0                       0
## 5729                       0                       0
## 5735                       0                       0
## 5737                       0                       1
## 5745                       0                       0
## 5746                       1                       0
## 5751                       0                       0
## 5756                       0                       1
## 5760                       0                       0
## 5771                       0                       0
## 5772                       0                       1
## 5773                       1                       0
## 5777                       0                       0
## 5784                       0                       0
## 5785                       0                       0
## 5786                       0                       0
## 5788                       0                       0
## 5796                       0                       0
## 5798                       0                       0
## 5810                       0                       0
## 5811                       0                       0
## 5812                       0                       1
## 5816                       0                       0
## 5821                       0                       0
## 5823                       0                       0
## 5826                       0                       0
## 5832                       0                       1
## 5833                       0                       0
## 5834                       0                       0
## 5836                       0                       0
## 5840                       0                       0
## 5842                       1                       0
## 5844                       1                       0
## 5850                       0                       1
## 5853                       0                       0
## 5856                       0                       0
## 5858                       1                       0
## 5864                       0                       0
## 5869                       0                       1
## 5870                       1                       0
## 5873                       0                       0
## 5874                       0                       0
## 5876                       0                       0
## 5879                       0                       0
## 5885                       0                       0
## 5892                       0                       0
## 5893                       0                       0
## 5900                       0                       0
## 5908                       0                       0
## 5925                       1                       0
## 5927                       0                       0
## 5942                       0                       0
## 5945                       0                       0
## 5947                       0                       0
## 5949                       0                       0
## 5953                       0                       0
## 5956                       0                       0
## 5960                       0                       0
## 5962                       0                       0
## 5965                       0                       0
## 5967                       0                       0
## 5981                       1                       0
## 5984                       0                       0
## 5992                       0                       0
## 5995                       0                       0
## 5996                       0                       0
## 5997                       0                       1
## 6003                       0                       0
## 6008                       0                       0
## 6010                       0                       0
## 6012                       0                       0
## 6014                       1                       0
## 6016                       1                       0
## 6018                       0                       0
## 6019                       0                       0
## 6020                       0                       0
## 6023                       0                       0
## 6025                       1                       0
## 6027                       0                       0
## 6036                       0                       0
## 6045                       0                       0
## 6053                       1                       0
## 6058                       0                       0
## 6063                       0                       0
## 6070                       0                       1
## 6072                       0                       0
## 6077                       1                       0
## 6079                       1                       0
## 6080                       0                       0
## 6082                       0                       0
## 6087                       0                       0
## 6089                       0                       0
## 6092                       1                       0
## 6094                       0                       0
## 6098                       0                       0
## 6105                       1                       0
## 6109                       0                       0
## 6113                       0                       0
## 6119                       0                       1
## 6120                       0                       0
## 6124                       0                       0
## 6127                       0                       0
## 6131                       1                       0
## 6134                       0                       0
## 6140                       0                       0
## 6141                       0                       0
## 6145                       0                       1
## 6147                       0                       0
## 6150                       0                       0
## 6156                       0                       0
## 6157                       0                       0
## 6160                       0                       0
## 6166                       0                       0
## 6185                       0                       0
## 6188                       0                       0
## 6195                       0                       0
## 6198                       0                       0
## 6205                       0                       0
## 6206                       0                       0
## 6208                       0                       1
## 6210                       0                       0
## 6216                       0                       0
## 6231                       0                       0
## 6233                       1                       0
## 6234                       0                       0
## 6246                       0                       1
## 6253                       0                       1
## 6261                       0                       0
## 6271                       1                       0
## 6279                       1                       0
## 6290                       0                       0
## 6294                       0                       0
## 6296                       0                       0
## 6301                       0                       0
## 6303                       0                       1
## 6312                       1                       0
## 6315                       0                       0
## 6317                       0                       0
## 6329                       0                       1
## 6332                       1                       0
## 6334                       0                       0
## 6339                       0                       0
## 6341                       0                       0
## 6348                       0                       0
## 6352                       0                       0
## 6355                       0                       0
## 6369                       0                       0
## 6370                       0                       0
## 6374                       0                       0
## 6382                       0                       0
## 6383                       0                       0
## 6393                       1                       0
## 6403                       0                       0
## 6404                       0                       0
## 6408                       0                       0
## 6409                       0                       0
## 6412                       0                       0
## 6414                       0                       0
## 6417                       0                       0
## 6418                       0                       0
## 6422                       0                       0
## 6424                       0                       0
## 6427                       0                       0
## 6433                       0                       0
## 6434                       0                       0
## 6442                       1                       0
## 6445                       0                       0
## 6451                       0                       0
## 6453                       0                       0
## 6456                       0                       0
## 6459                       0                       0
## 6475                       0                       0
## 6479                       0                       1
## 6480                       0                       0
## 6481                       0                       0
## 6487                       0                       0
## 6490                       0                       0
## 6497                       0                       1
## 6503                       0                       1
## 6504                       0                       0
## 6513                       0                       0
## 6530                       0                       0
## 6531                       1                       0
## 6535                       0                       1
## 6536                       0                       0
## 6543                       0                       1
## 6554                       0                       0
## 6556                       0                       0
## 6562                       0                       0
## 6563                       0                       0
## 6574                       0                       0
## 6581                       0                       0
## 6587                       0                       0
## 6597                       0                       0
## 6618                       0                       1
## 6619                       0                       1
## 6621                       0                       0
## 6625                       0                       0
## 6626                       0                       0
## 6629                       0                       0
## 6630                       0                       1
## 6632                       1                       0
## 6635                       1                       0
## 6638                       0                       0
## 6651                       0                       0
## 6654                       0                       0
## 6656                       0                       0
## 6659                       0                       0
## 6673                       0                       0
## 6682                       0                       0
## 6686                       0                       0
## 6691                       0                       0
## 6700                       0                       0
## 6702                       0                       0
## 6704                       0                       0
## 6711                       0                       0
## 6712                       0                       0
## 6713                       0                       0
## 6716                       0                       0
## 6717                       0                       0
## 6720                       0                       0
## 6724                       1                       0
## 6729                       0                       0
## 6735                       0                       0
## 6738                       0                       0
## 6740                       0                       0
## 6752                       0                       0
## 6766                       0                       1
## 6767                       1                       0
## 6768                       0                       0
## 6769                       1                       0
## 6771                       1                       0
## 6775                       0                       1
## 6778                       1                       0
## 6779                       0                       0
## 6781                       0                       0
## 6782                       0                       1
## 6788                       0                       0
## 6789                       0                       0
## 6798                       0                       0
## 6804                       0                       1
## 6813                       0                       0
## 6815                       1                       0
## 6816                       0                       0
## 6820                       0                       0
## 6826                       0                       1
## 6839                       1                       0
## 6847                       0                       1
## 6849                       0                       0
## 6850                       0                       0
## 6861                       0                       0
## 6865                       0                       0
## 6869                       1                       0
## 6873                       0                       0
## 6874                       1                       0
## 6876                       0                       0
## 6878                       1                       0
## 6880                       0                       1
## 6882                       0                       0
## 6895                       1                       0
## 6903                       0                       0
## 6914                       0                       0
## 6915                       0                       0
## 6919                       1                       0
## 6920                       1                       0
## 6922                       0                       0
## 6925                       0                       0
## 6930                       0                       0
## 6933                       0                       0
## 6934                       1                       0
## 6940                       0                       0
## 6943                       0                       0
## 6953                       0                       0
## 6962                       0                       1
## 6964                       0                       0
## 6967                       1                       0
## 6979                       1                       0
## 6985                       0                       1
## 6988                       0                       0
## 6993                       1                       0
## 7009                       0                       0
## 7012                       0                       0
## 7016                       0                       0
## 7022                       0                       0
## 7025                       0                       0
## 7026                       0                       0
feature.names=names(Test3)

for (f in feature.names) {
  if (class(Test3[[f]])=="factor") {
    levels <- unique(c(Test3[[f]]))
    Test3[[f]] <- factor(Test3[[f]],
                   labels=make.names(levels))
  }
}

mPred = predict(GBMada_best, Test3, na.action = na.pass)
confusionMatrix(mPred, Test3$Churn, positive = "X1")
## Warning in confusionMatrix.default(mPred, Test3$Churn, positive = "X1"):
## Levels are not in the same order for reference and data. Refactoring data
## to match.
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   X2   X1
##         X2    0    0
##         X1 1032  373
##                                           
##                Accuracy : 0.2655          
##                  95% CI : (0.2425, 0.2894)
##     No Information Rate : 0.7345          
##     P-Value [Acc > NIR] : 1               
##                                           
##                   Kappa : 0               
##                                           
##  Mcnemar's Test P-Value : <2e-16          
##                                           
##             Sensitivity : 1.0000          
##             Specificity : 0.0000          
##          Pos Pred Value : 0.2655          
##          Neg Pred Value :    NaN          
##              Prevalence : 0.2655          
##          Detection Rate : 0.2655          
##    Detection Prevalence : 1.0000          
##       Balanced Accuracy : 0.5000          
##                                           
##        'Positive' Class : X1              
## 

Sólo encuentra un valor en los Test, por lo que el modelo no nos sirve.

Árbol de decisión

trctrl <- trainControl(method = "repeatedcv", number = 10, repeats = 3)

set.seed(12345)

colnames(Train) <- make.names(colnames(Train))

dtree_fit <- train(Churn~.,
                   Train,
                   method = "rpart",
                   parms = list(split = "information"),
                   trControl=trctrl,
                   tuneLength = 10,
                   )

dtree_fit
## CART 
## 
## 5627 samples
##   26 predictor
##    2 classes: '0', '1' 
## 
## No pre-processing
## Resampling: Cross-Validated (10 fold, repeated 3 times) 
## Summary of sample sizes: 5064, 5064, 5064, 5065, 5064, 5065, ... 
## Resampling results across tuning parameters:
## 
##   cp           Accuracy   Kappa    
##   0.002673797  0.7805223  0.3810177
##   0.003342246  0.7805240  0.3792168
##   0.004679144  0.7831898  0.3937441
##   0.005013369  0.7829526  0.3945341
##   0.005347594  0.7830119  0.3937379
##   0.010026738  0.7785702  0.3964091
##   0.015374332  0.7772669  0.4050704
##   0.019385027  0.7756083  0.4086683
##   0.025066845  0.7667835  0.4126683
##   0.037878788  0.7440889  0.2348742
## 
## Accuracy was used to select the optimal model using the largest value.
## The final value used for the model was cp = 0.004679144.
colnames(Test) <- make.names(colnames(Test))

predict_tree <-  predict(dtree_fit, Test)
confusionMatrix(predict_tree, Test$Churn, positive = "1")
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 917 215
##          1 115 158
##                                           
##                Accuracy : 0.7651          
##                  95% CI : (0.7421, 0.7871)
##     No Information Rate : 0.7345          
##     P-Value [Acc > NIR] : 0.004717        
##                                           
##                   Kappa : 0.3414          
##                                           
##  Mcnemar's Test P-Value : 5.043e-08       
##                                           
##             Sensitivity : 0.4236          
##             Specificity : 0.8886          
##          Pos Pred Value : 0.5788          
##          Neg Pred Value : 0.8101          
##              Prevalence : 0.2655          
##          Detection Rate : 0.1125          
##    Detection Prevalence : 0.1943          
##       Balanced Accuracy : 0.6561          
##                                           
##        'Positive' Class : 1               
## 

Nuevamente tenemos un problema con los positivos que no detecta, ¿y si hacemos un resampling?

Tuning GLM

modelLookup("bayesglm")
##      model parameter     label forReg forClass probModel
## 1 bayesglm parameter parameter   TRUE     TRUE      TRUE
fitControl <- trainControl(## 10-fold CV
                           method = "repeatedcv",
                           number = 10,
                           ## repeated ten times
                           repeats = 10,
                           sampling = "smote"
                           )

set.seed(12345)

lreg2 <-train(Churn ~ .,
              data = Train2,
              method="glm",
              family=binomial(),
              trControl=fitControl,
              preProc = c("center", "scale"))

lreg2
## Generalized Linear Model 
## 
## 5627 samples
##   24 predictor
##    2 classes: '0', '1' 
## 
## Pre-processing: centered (24), scaled (24) 
## Resampling: Cross-Validated (10 fold, repeated 10 times) 
## Summary of sample sizes: 5064, 5064, 5064, 5065, 5064, 5065, ... 
## Addtional sampling using SMOTE prior to pre-processing
## 
## Resampling results:
## 
##   Accuracy   Kappa    
##   0.7660396  0.4612196
predict_glm <-  predict(lreg2, Test2)
confusionMatrix(predict_glm, Test2$Churn, positive = "1")
## Confusion Matrix and Statistics
## 
##           Reference
## Prediction   0   1
##          0 783 110
##          1 249 263
##                                           
##                Accuracy : 0.7445          
##                  95% CI : (0.7208, 0.7671)
##     No Information Rate : 0.7345          
##     P-Value [Acc > NIR] : 0.2078          
##                                           
##                   Kappa : 0.4145          
##                                           
##  Mcnemar's Test P-Value : 3.256e-13       
##                                           
##             Sensitivity : 0.7051          
##             Specificity : 0.7587          
##          Pos Pred Value : 0.5137          
##          Neg Pred Value : 0.8768          
##              Prevalence : 0.2655          
##          Detection Rate : 0.1872          
##    Detection Prevalence : 0.3644          
##       Balanced Accuracy : 0.7319          
##                                           
##        'Positive' Class : 1               
## 
varImp(lreg2, scale = FALSE)
## glm variable importance
## 
##   only 20 most important variables shown (out of 24)
## 
##                                                 Overall
## `\\`Contract_Two year\\``                        17.691
## `\\`Contract_One year\\``                        16.310
## `\\`InternetService_Fiber optic\\``              13.158
## `\\`tenure_group_48-60 Month\\``                 10.253
## InternetService_No                                9.642
## `\\`tenure_group_12-24 Month\\``                  9.354
## `\\`PaymentMethod_Bank transfer (automatic)\\``   8.948
## `\\`tenure_group_> 60 Month\\``                   8.936
## `\\`PaymentMethod_Credit card (automatic)\\``     8.539
## `\\`tenure_group_24-48 Month\\``                  8.336
## OnlineSecurity_Yes                                7.080
## PaperlessBilling_No                               6.728
## TechSupport_Yes                                   6.072
## `\\`PaymentMethod_Mailed check\\``                5.148
## MonthlyCharges                                    5.018
## StreamingTV_Yes                                   5.008
## Partner_No                                        4.496
## OnlineBackup_No                                   4.213
## DeviceProtection_Yes                              3.902
## TotalCharges                                      3.018

Esta sería nuestra mejor aproximación, donde vemos reducida la cantidad de falsos negativos.

Conclusiones:

Al tratarse de una muestra no balanceada, se tuvo que recurrir a técnicas de balanceo como el “SMOTE”.

Las variables que más peso tienen en la predicción analizada son: * Contrato (2 años y 1 año). * Servicio de internet (fibra). * Tenure 48-60 meses (mucho tiempo en compañía).

Se recomienda a la empresa cerrar contratos largos, ofrecer fibra óptica en lugar de adsl y hacer una acción especial regalando fibra y generando contratos a largo plazo.